CN108829074A - A kind of artificial intelligence domestic environment system control method based on big data - Google Patents
A kind of artificial intelligence domestic environment system control method based on big data Download PDFInfo
- Publication number
- CN108829074A CN108829074A CN201810987546.9A CN201810987546A CN108829074A CN 108829074 A CN108829074 A CN 108829074A CN 201810987546 A CN201810987546 A CN 201810987546A CN 108829074 A CN108829074 A CN 108829074A
- Authority
- CN
- China
- Prior art keywords
- data
- artificial intelligence
- user
- domestic environment
- module
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000013473 artificial intelligence Methods 0.000 title claims abstract description 137
- 238000000034 method Methods 0.000 title claims abstract description 55
- 238000004891 communication Methods 0.000 claims abstract description 75
- 230000007613 environmental effect Effects 0.000 claims abstract description 74
- 239000003570 air Substances 0.000 claims description 117
- 238000007726 management method Methods 0.000 claims description 102
- 238000004458 analytical method Methods 0.000 claims description 25
- 238000010295 mobile communication Methods 0.000 claims description 22
- 238000013499 data model Methods 0.000 claims description 19
- 239000000203 mixture Substances 0.000 claims description 19
- 238000011022 operating instruction Methods 0.000 claims description 19
- 230000036541 health Effects 0.000 claims description 10
- 230000005764 inhibitory process Effects 0.000 claims description 9
- 239000012080 ambient air Substances 0.000 claims description 7
- 239000000941 radioactive substance Substances 0.000 claims description 5
- 230000008569 process Effects 0.000 abstract description 5
- 238000010438 heat treatment Methods 0.000 description 57
- 238000005057 refrigeration Methods 0.000 description 32
- 238000005516 engineering process Methods 0.000 description 24
- 239000000428 dust Substances 0.000 description 17
- WSFSSNUMVMOOMR-UHFFFAOYSA-N Formaldehyde Chemical compound O=C WSFSSNUMVMOOMR-UHFFFAOYSA-N 0.000 description 15
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 description 15
- 230000007246 mechanism Effects 0.000 description 14
- 230000000694 effects Effects 0.000 description 9
- 238000012545 processing Methods 0.000 description 9
- 238000004378 air conditioning Methods 0.000 description 6
- WSFSSNUMVMOOMR-NJFSPNSNSA-N methanone Chemical compound O=[14CH2] WSFSSNUMVMOOMR-NJFSPNSNSA-N 0.000 description 6
- 238000001514 detection method Methods 0.000 description 5
- 230000005611 electricity Effects 0.000 description 5
- 230000003993 interaction Effects 0.000 description 5
- 238000005453 pelletization Methods 0.000 description 5
- 230000005855 radiation Effects 0.000 description 5
- 238000013475 authorization Methods 0.000 description 4
- 230000006399 behavior Effects 0.000 description 4
- 238000011217 control strategy Methods 0.000 description 4
- 239000003507 refrigerant Substances 0.000 description 4
- 239000000126 substance Substances 0.000 description 4
- 230000005540 biological transmission Effects 0.000 description 3
- 230000001413 cellular effect Effects 0.000 description 3
- 238000007405 data analysis Methods 0.000 description 3
- 238000013135 deep learning Methods 0.000 description 3
- 238000012544 monitoring process Methods 0.000 description 3
- 230000000284 resting effect Effects 0.000 description 3
- 238000009825 accumulation Methods 0.000 description 2
- 230000004888 barrier function Effects 0.000 description 2
- 230000008901 benefit Effects 0.000 description 2
- 238000004140 cleaning Methods 0.000 description 2
- 238000007791 dehumidification Methods 0.000 description 2
- 238000011161 development Methods 0.000 description 2
- 230000006870 function Effects 0.000 description 2
- 230000002452 interceptive effect Effects 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 239000002245 particle Substances 0.000 description 2
- 206010037660 Pyrexia Diseases 0.000 description 1
- 230000002159 abnormal effect Effects 0.000 description 1
- 210000004556 brain Anatomy 0.000 description 1
- 230000008859 change Effects 0.000 description 1
- 238000001816 cooling Methods 0.000 description 1
- 238000004141 dimensional analysis Methods 0.000 description 1
- 125000002485 formyl group Chemical class [H]C(*)=O 0.000 description 1
- 238000009434 installation Methods 0.000 description 1
- 230000010354 integration Effects 0.000 description 1
- 238000005457 optimization Methods 0.000 description 1
- 230000000149 penetrating effect Effects 0.000 description 1
- 239000007787 solid Substances 0.000 description 1
- 230000002123 temporal effect Effects 0.000 description 1
- 238000012360 testing method Methods 0.000 description 1
- 230000009466 transformation Effects 0.000 description 1
- 230000032258 transport Effects 0.000 description 1
- 239000002699 waste material Substances 0.000 description 1
- 230000003442 weekly effect Effects 0.000 description 1
Classifications
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/4183—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by data acquisition, e.g. workpiece identification
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B15/00—Systems controlled by a computer
- G05B15/02—Systems controlled by a computer electric
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/4185—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by the network communication
- G05B19/4186—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by the network communication by protocol, e.g. MAP, TOP
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05D—SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
- G05D27/00—Simultaneous control of variables covered by two or more of main groups G05D1/00 - G05D25/00
- G05D27/02—Simultaneous control of variables covered by two or more of main groups G05D1/00 - G05D25/00 characterised by the use of electric means
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B2219/00—Program-control systems
- G05B2219/20—Pc systems
- G05B2219/26—Pc applications
- G05B2219/2642—Domotique, domestic, home control, automation, smart house
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- General Engineering & Computer Science (AREA)
- Manufacturing & Machinery (AREA)
- Quality & Reliability (AREA)
- Air Conditioning Control Device (AREA)
Abstract
The invention discloses a kind of artificial intelligence domestic environment system control method based on big data, wherein, the system is made of identification system, intelligent integrated communication system, sensing system, domestic environment terminal system, artificial intelligence operation management system and cloud server, including step 1 arrives step 8.A kind of environmental unit for managing home room in such a way that big data and artificial intelligence combine based on the artificial intelligence domestic environment system control method of big data of the present invention, in the case where guaranteeing that user is comfortable and safe, it is able to achieve and environmental unit is precisely controlled, improve control efficiency, simultaneously, energy expenditure in domestic environment equipment use process can greatly be saved compared to traditional independent control and long-range control using this programme.
Description
Technical field
The present invention relates to a kind of artificial intelligence domestic environment systems, in particular to a kind of artificial intelligence based on big data
The control method of domestic environment system.
Background technique
Smart home develops since the U.S. in the 1980s, it is to utilize comprehensive wiring using house as platform
Technology, network communication technology, security precautions technology, automatic control technology, Audiotechnica integrate the related facility of home life,
The management system of efficient housing facilities Yu family's schedule things is constructed, house security, convenience, comfort, art are promoted
Property, and realize the living environment of environmental protection and energy saving.In recent years, with the rapid development of network communication technology and technology of Internet of things, intelligence
Household can be changed and obtained quick development, but intelligent residence is more wide in range, including domestic environment management, security protection pipeline, joy
Major systems such as happy relationship, light management, energy management, domestic water management, it is related that these systems have different producers to provide
Equipment and control, operate relatively complicated.Domestic environment management system is most basic one of people's life living space
A system, it includes temperature, humidity and air quality, it not only decides the comfort level of living environment, has an effect on inhabitation people
Health, the equipment of domestic environment system mainly includes refrigerating and heating systems, fresh air system and except haze dust pelletizing system, at present
Technology there is drawback：1) refrigerating and heating systems, fresh air system and the equipment except haze dust pelletizing system are provided by different manufacturers,
Although these producers are all proposed terminal and long-range APP control accordingly, respective system require a controlling terminal into
Row operation, uses relatively complicated, and living space needs to install controlling terminal or mobile terminal one by one and needs to install not homology
The APP of system, user need that the time is spent to regulate and control each branch system, and user experience is excessively poor；2) traditional equipment manufacturer
More focus on the promotion of equipment performance, and ignore the user experience of control terminal, this has resulted in user and has needed to pacify in living space
Corresponding controlling terminal is filled, although mobile terminal APP is rapidly developed in recent years, the APP of these mobile terminals is mostly
The service that integration of equipments quotient provides, and these movement end control systems are mostly because that can not obtain the corresponding equipment source code of device manufacturer
And it is only capable of pass hull closure terminal, and occur that terminal is closed accordingly and device Host is also being run, it is according to incompletely statistics, integrated at present
The intelligent residence of control or long-range APP control intelligent residence cannot achieve to the control of device Host account for about 85% with
On, the consequence that device Host can not close is exactly only to close the operation of device end, and device Host is especially as refrigerated medium
The host of hot systems still works normally and the circular flow in blower main pipeline, causes great energy waste.
Chinese patent publication No. CN205318121U discloses a kind of artificial intelligence house system comprising environmental monitoring mould
Block is that network information module connect with Internet network and remotely led to control by computer by Internet network first
Machine 1 is controlled, and network information module includes bluetooth port, the port WiFi and mobile communication port, mobile phone, PAD and electricity
Brain can be connect with control host by bluetooth port, the port WiFi and mobile communication port and carry out home equipment and device
Control, mobile communication port connect with GSM communication network with the APP of control home equipment and device on smart phone,
User can send a command to control host by APP, the control of home equipment and device be carried out by host, in addition also
Text region chip is connect with control host, and Text region chip can be used for identifying the character message information that mobile phone is sent, from
And the control of home equipment and device is carried out by control host according to literal order.Although the patent name is " artificial intelligence
Energy house system ", but it is the long-range control being accomplished that smart home, that is, is accomplished that the symmetrical of point-to-point information, and
Can not artificial intelligence technology to the human-computer interaction of smart home and analysis, thinking and the decision of artificial intelligence, and such as aforementioned institute
It says, and the unresolved long-range control to each integrated equipment host.
Chinese patent publication No. CN103604198A discloses Intelligent air conditioner control system, it by intelligent control box respectively with
Indoor unit and outdoor unit connection, indoor unit detect indoor environment parameters for transmission to intelligent control box, outdoor unit sensing chamber outer ring
Border parameters for transmission is to intelligent control box；What the indoor environment parameter and outdoor unit of intelligent control box reception indoor unit transmission were transmitted
Outdoor Air Parameters carry out the configuration of optimal case according to running Optimization criterion and human comfort's type criterion, adjust control
Whole system configures the operation of indoor unit and outdoor unit.The program is only capable of carrying out air-conditioning system manual intelligent control, and family
Habitat environment system includes refrigerating and heating systems, fresh air system and removes haze dust pelletizing system, and the program does not solve house fundamentally
The manual intelligent of habitat environment controls.
Chinese patent publication No. CN105867158A disclose intelligent home furnishing control method based on artificial intelligence, device and
System determines the current status information of user first according to the location information and temporal information of the mobile terminal of acquisition；Then
Obtain the environmental parameter of smart home corresponding with the user；It is determining again to join with the current status information of the user and environment
The corresponding control strategy of number；Determining control strategy is finally sent to smart home corresponding with the user, so that described
Smart home adjusts working condition according to the control strategy.Hereby it is achieved that according to the position of user, time and smart home
Environment, control the working condition of smart home, so that the control of smart home is more acurrate, be more able to satisfy user's needs, and control
Process processed is manually operated without user, alleviates user's operation, improves efficiency and user experience.This method is obtaining user's shifting
After the location information of moved end, the control strategy to smart home environment is determined according to customer position information and environmental parameter, however
It wants mobile device to keep running background by GPS positioning module, wifi module and/or cellular mobile network, increases mobile device
Power consumption, also, the positioning such as GPS can deviate, and lead to the user information obtained inaccuracy.Just with it is described in specification
" user may correspond to multiple smart homes, for example, there are two residence or the corresponding smart homes of a user by user
Including dwellings and office, at this point, as same user can not appear in different intelligent household simultaneously where environment in, from
And when obtaining the environmental parameter of smart home corresponding to the user, it can also be determined corresponding according to the status information of user
The environmental parameter of smart home.", and environmental unit either cooling in summer or winter heating, ideal shape is reached from operation
The comfortable environment temperature of state needs the time, and the certain artificial intelligence in residence that user lives is determined according to the positioning of user, but
It is that environment can usually occur when user is to family a home from home ideally, environment temperature after getting home such as summer is not achieved
High, humidity height, PM2.5 high, temperature is low after winter gets home, humidity is low, PM2.5 high.Although the program uses artificial intelligence
Method controls domestic environment, but is not able to satisfy user to the comfortable and healthy primary demand of domestic environment.
In view of the above problems, the artificial intelligence domestic environment system based on big data that the invention discloses a kind of, has
Technical characteristic as described below, it is existing to solve the problems, such as.
Summary of the invention
The main object of the present invention provides a kind of based on the artificial of big data aiming at the problem present on and limitation
The control method of smart home environment system.
To achieve the goals above, a kind of artificial intelligence domestic environment system controlling party based on big data of the invention
Method, it is characterised in that：By identification system, intelligent integrated communication system, sensing system, domestic environment terminal system, people
Work intelligent operation management system and cloud processor form, by sensor after the identification system identification inhabitation people information
The inhabitation people environmental data that system is collected is uploaded to the number in artificial intelligence operation management system by intelligent integrated communication system
According to analysis layer to establish exclusive " temperature-humidity " mould of inhabitation people in the model layer in artificial intelligence operation management system
The analysis conclusion of data analysis layer is imported in cloud processor learn in real time by type, the artificial intelligence operation management system
Upgrading is practised, and domestic environment is assigned to domestic environment terminal system by artificial intelligence operation management system from cloud processor
" temperature-humidity " and air quality management operation reserve.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the identification system
To identify the identity of each house member, and the rule of life of each member at home is collected, the identification system is using life
Object identifies that equipment or mobile communication equipment, the identification system acquire biological data or the binding movement of each house member
The solitary space of communicating number and corresponding each house members live.The biometric apparatus is distributed in gate inhibition end and each inhabitation
Space segment, the biometric apparatus at the gate inhibition end can be used fingerprint identification device, face recognition device, iris recognition and set
Standby, application on voiceprint recognition equipment, the identification system at the gate inhibition end can also be used in household safety-protection, each living space end
Identification system equipment is identified using human-body infrared sensing, the identification system at each living space end is for knowing
Inhabitation people does not stop or leaves.The mobile communication equipment of the identification system uses with cellular mobile network and includes
The mobile device or wearable device of GPS positioning module or Beidou positioning module.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the intelligent integrated is logical
Letter system is made of intelligent integrated control device and network communicating system, and the intelligent integrated control device executes sensor system
The unite uploads of data, central processing unit to domestic environment terminal system assigns operation reserve order.The network communicating system
For the communication between identification system, sensing system and domestic environment terminal and cloud processor, the network is logical
Cable communicating technology or wireless communication technique can be used in letter system.The wireless communication technique can be used more mature wireless
Local area network technology, mobile communication technology, bluetooth technology with low power consumption or ZigBee technology.The identification system, sensor
Communication between system and domestic environment terminal system uses wireless communication technique, the intelligent integrated communication system and cloud
Communication between processor is parallel using cable communicating technology or wireless communication technique, using this scheme, is avoided that because of wired network
Network break down lead to not communication when, from the mobile device of wireless communication technique to intelligent integrated communication system provide network lead to
Letter access, to guarantee the normal operation of system.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the sensing system
To real-time collecting environmental data, the environmental data includes temperature, humidity, PM2.5, concentration of formaldehyde, CO2Concentration, it is described
Sensing system include temperature sensor, humidity sensor, dust particles sensor, concentration of formaldehyde sensor and CO2Concentration
Sensor.Each sensor in the sensing system can be integrated by sensor combinations formulas more than any two or by each biography
Sensor central combination is integrated to be formed.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the domestic environment is whole
End system is made of domestic environment terminal device system and domestic environment terminal control system, affiliated domestic environment terminal device
System includes refrigeration/heating terminal system, central dust suction terminal system, fresh air except haze dehumidifying terminal system composition.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the refrigeration/heating is whole
End system provides refrigeration and heating, the refrigeration/heating terminal system according to the replacement in season and the demand of user and can be used
Air-cooled heat pump refrigeration/heating all-in-one machine, earth source heat pump refrigeration/heating all-in-one machine, central air-conditioning refrigeration and low-temperature hot water floor spoke
Penetrate heating system combination, central air-conditioning refrigeration and electricity floor heating system in combination.Air-cooled heat pump refrigeration/heating the all-in-one machine and ground
Source heat pump refrigerating/heating all-in-one machine in refrigeration is realized by being mounted on the fan coil offer refrigerant in each home environment room
Refrigeration, the air-cooled heat pump refrigeration/heating all-in-one machine and earth source heat pump refrigeration/heating all-in-one machine heating are passed through respectively by hot water
The grounding heat coil tube of the pre-buried low-temperature hot water floor radiation heating in home environment room realizes heating.The central air-conditioning refrigeration
It is to provide refrigerant by the fan coil by being mounted on each home environment room to realize refrigeration, the low-temperature hot water floor spoke
Penetrating heating system heating is low-temperature water heating by boiler heat hot water and pre-buried by each home environment room by hot water circuit
The grounding heat coil tube of floor panel heating realizes heating, the electricity floor heating system heating be by using electric energy as the energy, by pre-buried
Fever is heating cable or Electric radiant Heating Film in each home environment room are in energization to realize heating.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the central dust suction is whole
The more mature central dust absorbing system of technology can be used in end system.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the fresh air is removed except haze
Wet terminal system is the central fresh air system with PM2.5 cleaning module and dehumidification function, the wind of the central fresh air system
Machine is installed on the room of each home environment.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the domestic environment is whole
End control system receives the operating instruction that intelligent integrated control device is assigned and instruction issuing is whole to each domestic environment is distributed in
End equipment system goes to execute.The domestic environment terminal control system is fixed type environmental terminal control mechanism or has APP
The mobile device of program, the fixed type environmental terminal control mechanism include fixed type environmental terminal control mechanism communication module
It is formed with domestic environment terminal system communication module, the fixed type environmental terminal control mechanism is mounted on each living space
APP is voluntarily mounted on its mobile device by kinsfolk by end, the mobile device with APP program according to actual needs
End.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the fixed type environmental
Terminal control mechanism communication module includes refrigeration/heating terminal system communication module, central dust suction terminal system communication module, new
For wind except haze dehumidifying terminal system communication module composition, the domestic environment terminal system communication module includes refrigeration/heating terminal
System communication module, central dust suction terminal system communication module, fresh air are installed except haze dehumidifying terminal system communication module and respectively
In on corresponding domestic environment terminal device.The fixed type environmental terminal control mechanism communication module receive set interface or
Operating instruction that intelligent integrated control device is assigned and by instruction issuing to the corresponding communication module of domestic environment terminal system from
And execute instruction corresponding domestic environment terminal device.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the fixed type environmental
Terminal control mechanism further includes set interface module with the mobile device with APP program, and the set interface module includes
Operation setting, environmental parameter setting, user can complete corresponding operation in set interface module.Domestic environment terminal control system
System in early period mainly for user according to oneself needing to be arranged comfortable living environment, and when user's dwell time is longer, the use of accumulation
The environmental data at family is more, also just provides most basic operation data for artificial intelligent operation domestic environment system.Generally
For, a living environment is run 2 to 3 months, and the user data obtained can expire plus the deep learning of artificial intelligence
The full manual intelligent of pedal system is run.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the cloud server
Using more mature public cloud or self-built cloud.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the artificial intelligence fortune
Row management system is made of smart home environment system data layer, model analysis layer, operation application layer and service layer.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the smart home ring
Border system data layer includes that meteorological data module, user's habit data module, user's " temperature-humidity " data module and user are empty
Makings amount data module composition.The meteorological data module is the local meteorological data that cloud server access obtains authorization,
Including current weather data, 2-36 hours future meteorological data, the meteorological data includes temperature data, humidity data, day
Gas status data and air quality data.It is that identification system acquires and uploads to cloud that the user, which is accustomed to data module,
The living habit data of each kinsfolk of server, including：Each member to family time, be away from home time, rest on
The time of living space end public domain, the time for resting on independent living space end.Described user " temperature-humidity " data
The data of module are：Corresponding living space end temperature data that user is arranged by domestic environment terminal control system,
Humidity data；User living space end sensor is uploaded to the temperature of cloud server, humidity data.User's air matter
Measuring data module includes air quality standard data terminal and air quality sensor detection data end, the air quality standard
Data terminal uses standard GB/T/T18883-2002《Indoor Air Quality standards》And GB3095-2012《Ambient air quality
Standard》Specified in the various physics related with human health of room air, biology, chemistry and radioactive substance parameter and refer to
Mark, including following parameter and index：PM2.5 concentration limit is not higher than 30 μ g/m3/ h, concentration of formaldehyde limit value are not higher than 0.1mg/m3/
h、CO2Concentration limit is not higher than 0.1mg/m3/ h, TVOC concentration limit is not higher than 0.6mg/m3/ h, the air quality sensing
Device detection data end be sensing system real-time monitoring and be uploaded to each living space end PM2.5 of cloud server, formaldehyde,
TVOC and CO2 concentration air quality data.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the model analysis layer
Model module, user " temperature-humidity " model module, atmospheric quality models module and air quality standard data are accustomed to by user
Model module composition.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the user is accustomed to mould
Pattern root tuber is established according to the data analysis result that the user of domestic environment system data layer is accustomed to module, including each kinsfolk is every
It gets home in week time, the time of leaving home, public domain activity time, separate space activity time.Described user " temperature-humidity " mould
Pattern block is composed of user's residential space environment temperature, ambient humidity, the user " temperature-humidity " model module packet
Include user's " temperature-humidity " model running data terminal and user " temperature-humidity " model running end composition, the user " temperature
Degree-humidity " model running data terminal is operation " temperature-humidity " number that operation hours reaches under different environmental conditions
According to index, the user " temperature-humidity " model running end include each kinsfolk's separate space " temperature-humidity " model and
Public domain temperature-humidity model.The atmospheric quality models module is according to the air in domestic environment system data layer
Each living space end PM2.5 at mass sensor detection data end, formaldehyde, TVOC and CO2 concentration air quality data simultaneously calculate
Substance and parameter in each air quality per hour.The air quality standard data model module includes user's air quality
Normal data model running data terminal and user's air quality standard data model operation end composition, user's air quality
Normal data model running data terminal is the operation air quality standard that operation hours reaches under different environmental conditions
Data target, user's air quality standard data model operation end are the air quality in domestic environment system data layer
Substance and parameter in each air quality at normal data end.For home environment, although the life of each kinsfolk is practised
It is used to different, but everyone living habit and the demand to home environment are regular, the data moulds of model analysis layer
Type is built upon on the basis of user's domestic environment system data layer to be got by analysis, is solid for solitary Spatial General 6 R
A fixed kinsfolk lives, by user's domestic environment system data layer establish the solitary space inhabitation people " temperature-is wet
Degree " model analysis be it is relatively objective, such as；In summer, a certain solitary space is established by environmental system data Layer
The spatial user model is：User's habit is the morning 9：00 leaves home, and gets home for 7 points at night；User's living environment is 25 DEG C of temperature, wet
45% is spent, residence time and the associative combination of temperature-humidity model are in the solitary space domestic environment：Domestic environment system is used
Family model is evening on the same day 7：Morning 9 00 to next day：00, environment temperature is 25 DEG C of temperature, humidity 45%.And for public domain
It such as parlor, is also carried out according to the habit of all kinsfolks, e.g., getting home for kinsfolk first is that afternoon 5：00,
The last one kinsfolk for leaving parlor at night is 11：00, the time of next day morning first kinsfolk using parlor
It is 6：30, the last one kinsfolk to leave home is 9：30, then the execution cost model in parlor is evening on the same day 5：00 to 11：
00, morning 6 next day：30 to 9：30, running environment model reference precedent.For the air quality of house, in surrounding air
PM2.5, formaldehyde and TVO etc. directly influence the health of innings director, therefore this programme uses in air quality and meets country
The indoor air quality index and parameter of standard guarantee that the air quality indices in room are in and meet safe range.
The above-mentioned artificial intelligence domestic environment system based on big data, wherein the operation application layer is answered by user
With module and the automatic application module composition of intelligence.Artificial intelligence, which is built upon, grabs the data of user's living habit and user behavior
On the basis of taking, thus the effect of user's application module be it is considerable, it is the operation of subsequent artificial intelligence setup module
Basis, by the analysis and combing to user's living habit and the data of user behavior, in addition artificial intelligence management system is not
The operation accuracy rate of disconnected self-teaching, the automatic application module of intelligence is higher, and with the operation of system, user's application module is intelligence
Continuous self-teaching and upgrading can be provided using mould automatically, to realize the operation of intelligent automatic module artificial intelligence.
The above-mentioned artificial intelligence domestic environment system based on big data, wherein user's application module is installation
Operational management program on the fixed type environmental terminal control mechanism or mobile device of domestic environment terminal control system.
The above-mentioned artificial intelligence domestic environment system based on big data, wherein user's application module is by current
Environment display end and environment setting end form.The current environment display end show active user location weather information and
User's domestic environment information.The weather information in the active user location is the locality that cloud server access obtains authorization
Meteorological data, the weather information in the active user location, including：It is state of weather, Current Temperatures, current humidity, current
The weather advisory information of air quality and 3-72 hours future.User's domestic environment information is that sensing system is received in real time
Inhabitation people's environmental data of collection, user's domestic environment information include user's household public domain and user's isolated area
Environmental information, including domestic environment：Temperature, humidity, air quality.The environment setting end includes that user's domestic environment is public
The setting in region and user's isolated area environmental parameter and runing time altogether, the environmental parameter setting include：It is temperature, wet
The setting of degree, air quality, the setting of the runing time include the starting time of domestic environment system and shut down the time
Setting.
The above-mentioned artificial intelligence domestic environment system based on big data, wherein the artificial intelligence operation module exists
Artificial intelligence operation management system running background, the artificial intelligence operation module include user's domestic environment model end, use
Family intelligent operation end, user's auto upgrading study end and intelligent recognition failure end composition.User's intelligent operation end executes
The operation data at user's domestic environment model end simultaneously assigns operating instruction to domestic environment terminal by cloud server, described
It periodically reads the data of domestic environment system data layer and data is counted, analyze, are combed in user's auto upgrading study end
User domestic environment model end is sent to afterwards for the upgrading at user's domestic environment model end.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein user's household ring
Border model end model module, user " temperature-humidity " model module, atmospheric quality models are accustomed to by user using model analysis layer
The user public domain space of the model foundation of module and air quality standard data model module or the household ring in solitary space
Border moving model, including：User's residence time and environment " temperature-humidity " dimension, user's residence time and ambient air quality
Dimension, current environment " temperature-humidity " and reach user's living environment " temperature-humidity " time dimension and current environment air matter
Measure and reach user's living environment air quality time dimension.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the user intelligently transports
The user at the combination domestic environment model end that row end is positioned according to mobile communication equipment in user identity identification system is accustomed to model
Module determines that user reaches the time of living space, so that user environment parameter model is by cloud processor to intelligent integrated
Intelligent integrated control device in communication system assigns instruction, and instruction is assigned to user's household by intelligent integrated control device respectively
Environment terminal control system simultaneously executes relevant instruction by domestic environment terminal device.User's intelligent operation end is being run
During, the data for reading sensing system acquisition in real time and uploading, user's intelligent operation end reads sensing system
When environmental data reaches user's domestic environment model end gauage definite value, pass is assigned to intelligent integrated control device in user's intelligent operation end
Stop instruction；It is fixed that the environmental data that user's intelligent operation end reads sensing system reaches more than user's domestic environment model end gauage
When value, operating instruction is assigned to intelligent integrated control device in user's intelligent operation end.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the user intelligently rises
Grade study end periodically read the data of domestic environment system data layer and formed after multi dimensional analysis and send user to
Upgrading of the domestic environment model end for user's domestic environment model end.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the intelligent recognition event
Barrier end runs port by standard operation port, currently, failure automatic detecting port and fault alarm port form, the standard
Operation port is the environment terminal device runing time obtained according to domestic environment system data layer analysis and reaches set environment
Relationship between data, the current operation port is the ambient parameter data for reading sensing system in real time and uploading, described
Failure automatic detecting port be according to the data judging ambient condition of the data reference standard operation port of current operation port
No normal, the failure automatic detecting port continuously determines the data of current operation port and the number of standard operation port three times
According to it is abnormal be failure, fault alarm end can be communicated information to immediately when affiliated failure automatic detecting Port detecting is to failure
Mouthful, and fault message is issued from fault alarm port to domestic environment terminal control system and domestic environment device service quotient.
A kind of artificial intelligence domestic environment system control method based on big data, wherein include the following steps：
Step 1：Administrator provide binding mobile communication equipment access artificial intelligence domestic environment system and to each family at
Member distributes each living space and public domain space management permission：
Step 2：Each kinsfolk accesses artificial intelligence domestic environment system and binds mobile communication equipment；
Step 3：Its residential space environment parameter is arranged by domestic environment terminal control system in each kinsfolk；
Step 4：Artificial intelligence operation management system collects the living habit number that each kinsfolk is uploaded to cloud server
It is believed that breath and ambient parameter data information；
Step 5：Artificial intelligence operation management system forms artificial intelligence operational management after being analyzed the data of step 4
Systems management policy；
Step 6：Artificial intelligence operation management system is lived by cloud server to user according to the management strategy of step 5
The environmental unit in space assigns operating instruction；
Step 7：Artificial intelligence operation management system periodically carries out the data information collected in step 3 to step 6 artificial
Intelligent self-teaching and upgrading, to optimize artificial intelligence operation management system management strategy.
Step 8：Artificial intelligence operational management executes the artificial intelligence operation management system management strategy that step 7 is formed, and
Operating instruction is assigned to the environmental unit of user living space by cloud server.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the step 4 is also wrapped
It includes；
4.1, the biometric apparatus at the gate inhibition end in identification system is by each kinsfolk to family's time, the time of leaving home
Data information cloud server is uploaded to by network communication system；
4.2, the human-body infrared sensing identification equipment in identification system is by each kinsfolk in public space and solitary
The data information of space residence time is uploaded to cloud server by network communication system；
4.3, above-mentioned steps 4.1 to 4.2 form user's living habit data information；
4.4, the ambient parameter data information that each kinsfolk is arranged in domestic environment terminal control system passes through network
Communication system is uploaded to cloud server；
4.5, the ambient parameter data information of the sensing system acquisition of each kinsfolk living space passes through network communication
System is uploaded to cloud server；
4.6, above-mentioned steps 4.4 to 4.5 form user environment Parameter data information.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the step 5 is also wrapped
It includes；
5.1, by the data of step 4.1 to 4.6, the local meteorological data of acquisition, and using standard GB/T/
T18883-2002《Indoor Air Quality standards》And GB3095-2012《Ambient air quality》Specified in room air
Various physics related with human health, biology, chemistry and radioactive substance parameter and index be directed respectively into smart home ring
Border system data layer is to form meteorological data module, user's habit data module, user's " temperature-humidity " data module and use
Family air quality data module；
5.2, according to 5.1 meteorological data module, user be accustomed to data module, user's " temperature-humidity " data module and
User's air quality data module establishes model analysis layer, including：Be accustomed to model module, user " temperature-humidity " model module,
Atmospheric quality models module and air quality standard data model module；
5.3, model module, user " temperature-humidity " model module, air quality are accustomed to according to 5.2 operation application layer
The artificial intelligence that model module and air quality standard data model module establish operation application layer runs module；
5.4, the artificial intelligence operation module for running application layer combines the positioning of the mobile communication equipment of each kinsfolk to believe
Breath determines that it is got home the time, and forms artificial intelligence operation management system management strategy.
The above-mentioned artificial intelligence domestic environment system control method based on big data, wherein the step 6 is also wrapped
It includes；
6.1, the operating instruction of management strategy is assigned to intelligence by cloud server by artificial intelligence operation management system
Integrated communication system, and be assigned to domestic environment to environmental unit from the intelligent integrated control device of intelligent integrated communication system and set
Standby terminal；
6.2, domestic environment device end brings into operation；
6.3, sensing system is in real time uploaded the ambient parameter data of each living space by intelligent integrated communication system
To cloud server；
6.4, artificial intelligence operation management system receives the data of step 6.3, when one or more numbers in environmental parameter
When according to reaching artificial intelligence operation management system for management strategy, artificial intelligence operation management system assigns pass to corresponding equipment
Stop management strategy；
6.5, on the basis of step 6.3 is to 6.4, when one or more data in environmental parameter are not up to artificial intelligence
When operation management system is by management strategy, artificial intelligence operation management system assigns operational management strategy to corresponding equipment.
The present invention is based on the artificial intelligence domestic environment system control methods of big data as the above scheme is adopted, is allowed to
Compared with prior art, it has the following advantages that and positive technical effect：
1) by refrigerating and heating systems, fresh air system and except being integrated together for haze dust pelletizing system constitutes domestic environment system,
By grabbing the living habit data and ambient parameter data of user, drawn using the method for the modeling of big data to each user
The label of domestic environment greatly improves comfort level when user lives；
2) in the present solution, therefore being taken far air quality because air quality is directly concerning the human health for arriving inhabitation people
Guarantee the air quality of home environment lower than the core index parameter of national standard, it is ensured that the air quality safety in house space；
3) this programme can be improved greatly pair in such a way that user's living habit and mobile communication equipment positioning combine
The accuracy rate of user's living habit assigns mistake to domestic environment terminal in the case of avoiding simple positioning that position is caused to deviate
Operating instruction accidentally；
4) this programme manages the environmental unit of home room in such a way that big data and artificial intelligence combine, and is protecting
In the case that card user is comfortable and safe, it is able to achieve and environmental unit is precisely controlled, improve control efficiency, meanwhile, it uses
This programme can greatly save the energy in domestic environment equipment use process compared to traditional independent control and long-range control
In general expense at least saves the energy 15% or so.
Specific embodiment
Artificial intelligence domestic environment system based on big data of the invention is communicated by identification system, intelligent integrated
System, sensing system, domestic environment terminal system, artificial intelligence operation management system and cloud central processing unit composition, institute
After the identification system identification inhabitation people information stated, inhabitation people's environmental data that sensing system is collected is passed through into intelligent integrated
Communication system is uploaded to the data analysis layer in artificial intelligence operation management system, thus in artificial intelligence operation management system
Model layer in establish exclusive " temperature-humidity " model of inhabitation people, the artificial intelligence operation management system will count in real time
It is imported according to the analysis conclusion of analysis layer and carries out deep learning upgrading in the central processing unit of cloud, and passed through by cloud central processing unit
Artificial intelligence operation management system assigns domestic environment " temperature-humidity " and air quality management fortune to domestic environment terminal system
Row strategy.
The inhabitation people information includes that the identity of inhabitation people and the rule of life of inhabitation people, the identification system are adopted
With biometric apparatus or mobile communication equipment, the identification system is acquired to bind after the biological data of each inhabitation people and be moved
The solitary space that dynamic communicating number and corresponding each inhabitation people live, the biometric apparatus are distributed in gate inhibition end and each inhabitation
Vacant terminal, the biometric apparatus at the gate inhibition end can be used fingerprint identification device, face recognition device, iris recognition and set
Standby, application on voiceprint recognition equipment, the identification system at the gate inhibition end can also be used in household safety-protection, each living space end
Identification system equipment is identified using human-body infrared sensing, the identification system at each living space end is for knowing
Inhabitation people does not stop or leaves, and the mobile communication equipment of the identification system uses with cellular mobile network and includes
The mobile device or wearable device of GPS positioning module or Beidou positioning module.
The intelligent integrated communication system is made of intelligent integrated control device and network communicating system, the intelligence
Integrated control device executes the upload of sensing system data, cloud central processing unit and assigns operation to domestic environment terminal system
Policy commands, the network communicating system is in identification system, sensing system and domestic environment terminal and cloud
Communication between central processor, cable communicating technology or wireless communication technique can be used in the network communicating system, described
Wireless communication technique can be used more mature wireless local area network technology, mobile communication technology, bluetooth technology with low power consumption or
ZigBee technology, the communication between the identification system, sensing system and domestic environment terminal system is using wireless
The communication technology, the communication between the intelligent integrated communication system and cloud central processing unit use cable communicating technology and nothing
Line communication technology is parallel.
The sensing system to real-time collecting environmental data, the environmental data include temperature, humidity,
PM2.5, concentration of formaldehyde, CO2Concentration, the sensing system include temperature sensor, humidity sensor, dust particles sensing
Device, concentration of formaldehyde sensor and CO2Concentration sensor.Each sensor in the sensing system can be by any two more than
Sensor combinations formula it is integrated or form each sensor central combination is integrated.
The domestic environment terminal system is by domestic environment terminal device system and domestic environment terminal control system group
At affiliated domestic environment terminal device system includes refrigeration/heating terminal system, central dust suction terminal system, fresh air except haze
The terminal system that dehumidifies composition.
The refrigeration/heating terminal system provides refrigeration and heating according to the replacement in season and the demand of user, described
Refrigeration/heating terminal system air-cooled heat pump refrigeration/heating all-in-one machine, earth source heat pump refrigeration/heating all-in-one machine, center can be used
Air conditioner refrigerating and low-temperature hot water floor radiation heating system combination, central air-conditioning refrigeration and electricity floor heating system in combination.The wind
Cold-heat pump refrigeration/heating all-in-one machine and earth source heat pump refrigeration/heating all-in-one machine are by being mounted on each home environment room in refrigeration
Between fan coil provide refrigerant to realize refrigeration, the air-cooled heat pump refrigeration/heating all-in-one machine and earth source heat pump freeze/adopts
Warm all-in-one machine heating be by hot water by the grounding heat coil tube of the pre-buried low-temperature hot water floor radiation heating in each home environment room come
Realize heating.The central air-conditioning refrigeration is to provide refrigerant by the fan coil by being mounted on each home environment room come real
Now freeze, the low-temperature hot water floor radiation heating system heating is passed through respectively by boiler heat hot water and by hot water circuit
The grounding heat coil tube of the pre-buried low-temperature hot water floor radiation heating in home environment room realizes heating, and the electricity floor heating system adopts
It is warm be by using electric energy as the energy, by being embedded in each home environment room heating cable or Electric radiant Heating Film generate heat in energization Lai
Realize heating.
The more mature central dust absorbing system of technology can be used in the central dust suction terminal system.The fresh air removes haze
Dehumidifying terminal system is the central fresh air system with PM2.5 cleaning module and dehumidification function, the central fresh air system
Assembling is in the room of each home environment.
The domestic environment terminal control system receives the operating instruction that intelligent integrated control device is assigned and will instruction
It is assigned to and is distributed in each domestic environment terminal device system and goes to execute.The domestic environment terminal control system is fixed ring
Border terminal control mechanism or mobile device with APP program, the fixed type environmental terminal control mechanism includes fixed
Environment terminal control mechanism communication module and domestic environment terminal system communication module composition, the fixed type environmental terminal control
Device processed is mounted on each living space end, and the mobile device with APP program according to actual needs will by kinsfolk
APP is voluntarily mounted on its mobile device end.
The fixed type environmental terminal control mechanism communication module include refrigeration/heating terminal system communication module, in
Entreat dust suction terminal system communication module, fresh air except haze dehumidifying terminal system communication module composition, the domestic environment terminal system
Communication module includes refrigeration/heating terminal system communication module, central dust suction terminal system communication module, fresh air except haze dehumidifying is whole
End system communication module is simultaneously respectively arranged on corresponding domestic environment terminal device.The fixed type environmental terminal control dress
Set the operating instruction that communication module receives set interface or intelligent integrated control device is assigned and by instruction issuing to domestic environment
The corresponding communication module of terminal system is to make corresponding domestic environment terminal device execute instruction.
The fixed type environmental terminal control mechanism further includes set interface mould with the mobile device with APP program
Block, the set interface module include operation setting, environmental parameter setting, and user can complete accordingly in set interface module
Operation.Domestic environment terminal control system in early period mainly for user according to oneself needing that comfortable living environment is arranged, and work as
User's dwell time is longer, and the environmental data of the user of accumulation is more, also just mentions for artificial intelligent operation domestic environment system
Most basic operation data is supplied.In general, a living environment is run 2 to 3 months, and the user data obtained adds people
The deep learning of work intelligence can meet the full manual intelligent operation of system.
The cloud central processing unit uses more mature public cloud or self-built cloud.
The artificial intelligence operation management system is answered by smart home environment system data layer, model analysis layer, operation
It is formed with layer and service layer.
The smart home environment system data layer includes meteorological data module, user's habit data module, user's " temperature
Degree-humidity " data module and user's air quality data module composition.The meteorological data module is cloud server access
Obtain the local meteorological data of authorization, including current weather data, 2-36 hours future meteorological data, the meteorological data packet
Include temperature data, humidity data, weather condition data and air quality data.The user is accustomed to data module as identity knowledge
Other system acquisition and upload to cloud server each kinsfolk living habit data, including：Each member to family when
Between, time for being away from home, the time for resting on living space end public domain, the time for resting on independent living space end.Institute
The data of user " temperature-humidity " data module stated are：It is right with it that user is arranged by domestic environment terminal control system
Living space end temperature data, the humidity data answered；User living space end sensor is uploaded to the temperature, wet of cloud server
Degree evidence.User's air quality data module includes air quality standard data terminal and air quality sensor testing number
According to end, the air quality standard data terminal uses standard GB/T/T18883-2002《Indoor Air Quality standards》With
GB3095-2012《Ambient air quality》Specified in the various physics related with human health of room air, biology, change
Learn the parameter and index with radioactive substance, including following parameter and index：PM2.5 concentration limit is not higher than 30 μ g/m3/ h, first
Aldehyde concentration limit value is not higher than 0.1mg/m3/h、CO2Concentration limit is not higher than 0.1mg/m3/ h, TVOC concentration limit is not higher than
0.6mg/m3/ h, the air quality sensor detection data end are sensing system real-time monitoring and are uploaded to cloud service
Each living space end PM2.5, formaldehyde, TVOC and the CO of device2Concentration air quality data.
The model analysis layer is accustomed to model module, user " temperature-humidity " model module, air quality mould by user
Pattern block and air quality standard data model module composition.
The user is accustomed to model module and is analyzed according to the data that the user of domestic environment system data layer is accustomed to module
As a result establish, including each kinsfolk get home weekly time, the time of leaving home, public domain activity time, separate space activity when
Between.User's " temperature-humidity " model module is composed of user's residential space environment temperature, ambient humidity, described
User " temperature-humidity " model module include user's " temperature-humidity " model running data terminal and user " temperature-humidity " mould
Type operation end composition, the user " temperature-humidity " model running data terminal are the operation of equipment under different environmental conditions
Operation " temperature-humidity " data target that time reaches, the user " temperature-humidity " model running end include each family at
Member's separate space " temperature-humidity " model and public domain temperature-humidity model.According to the atmospheric quality models module
Each living space end PM2.5 at the air quality sensor detection data end in domestic environment system data layer, formaldehyde, TVOC and
CO2Concentration air quality data simultaneously calculates substance and parameter in each air quality per hour.The air quality standard number
It include user's air quality standard data model operation data end and user's air quality standard data model fortune according to model module
Row end composition, user's air quality standard data model operation data end are the operation of equipment under different environmental conditions
The operation air quality standard data target that time reaches, user's air quality standard data model operation end are household
Substance and parameter in each air quality of air quality standard data terminal in environmental system data Layer.Home environment is come
It says, although the living habit of each kinsfolk is different, everyone living habit and the demand to home environment are rule
Rule property, the data model of model analysis layer is built upon on the basis of user's domestic environment system data layer through analysis
It gets, is that a fixed kinsfolk lives for solitary Spatial General 6 R, is established by user's domestic environment system data layer
The solitary space inhabitation people " temperature-humidity " model analysis be it is relatively objective, such as；In summer, a certain solitary space
Be by the spatial user model that environmental system data Layer is established：User's habit is the morning 9：00 leaves home, and arrives for 7 points at night
Family；User's living environment is 25 DEG C of temperature, humidity 45%, residence time and temperature-humidity mould in the solitary space domestic environment
The associative combination of type is：Domestic environment system user model is evening on the same day 7：Morning 9 00 to next day：00, environment temperature is temperature
Spend 25 DEG C, humidity 45%.And for public domain such as parlor, also carried out according to the habit of all kinsfolks, e.g., family at
It is that afternoon 5 that member first, which gets home,：00, the last one kinsfolk for leaving parlor at night is 11：00, morning next day
The time of one kinsfolk using parlor is 6：30, the last one kinsfolk to leave home is 9：30, then the operation in parlor
Time model is evening on the same day 5：00 to 11：00, morning 6 next day：30 to 9：30, running environment model reference precedent.For occupying
The air quality of family, PM2.5, formaldehyde and TVO etc. in surrounding air directly influence the health of innings director, therefore this programme
Indoor air quality index that meet national standards and parameter are used in air quality, guarantee that the air quality items in room refer to
Mark, which is in, meets safe range.
The operation application layer is made of user's application module and the automatic application module of intelligence.Artificial intelligence is built upon
On the basis of the data grabber of user's living habit and user behavior, thus the effect of user's application module be it is considerable,
It is the operation basis of subsequent artificial intelligence setup module, passes through the analysis to user's living habit and the data of user behavior
And combing, in addition the continuous self-teaching of artificial intelligence management system, the operation accuracy rate of the automatic application module of intelligence is higher,
With the operation of system, user's application module provides continuous self-teaching and upgrading for the automatic application module of intelligence, thus real
The now operation of intelligent automatic module artificial intelligence.
User's application module is the fixed type environmental terminal control dress for being mounted on domestic environment terminal control system
Set or mobile device on operational management program.
User's application module is made of current environment display end and environment setting end.The current environment is shown
The weather information and user's domestic environment information in end display active user location.The meteorological letter in the active user location
Local meteorological data of the breath for cloud server access acquisition authorization, the weather information in the active user location, including：
The weather advisory information of state of weather, Current Temperatures, current humidity, current air mass and 3-72 hours future.The use
Family domestic environment information is inhabitation people's environmental data of sensing system real-time collecting, and user's domestic environment information includes
The environmental information of user's household public domain and user's isolated area, including domestic environment：Temperature, humidity, air quality.Institute
The environment setting end stated includes the setting of user's domestic environment public domain and user's isolated area environmental parameter and runing time,
The environmental parameter is arranged：The setting of temperature, humidity, air quality, the setting of the runing time include household
The starting time of environmental system and the setting for shutting down the time.
The automatic application module of the intelligence in artificial intelligence operation management system running background, answer automatically by the intelligence
It include user's domestic environment model end, user's intelligent operation end, user's auto upgrading study end and intelligent recognition failure with module
End composition.User's intelligent operation end execute the operation data at user's domestic environment model end and by cloud server to
Domestic environment terminal assigns operating instruction, and domestic environment system data layer is periodically read at user's auto upgrading study end
Data and data are counted, are analyzed, comb after send user domestic environment model end to for user's domestic environment model end
Upgrading.
The user domestic environment model end uses model analysis layer to be accustomed to by user, and model module, " temperature-is wet by user
The user public area of the model foundation of degree " model module, atmospheric quality models module and air quality standard data model module
Domain space or the domestic environment moving model in solitary space, including：User's residence time and environment " temperature-humidity " dimension, use
Family residence time and ambient air quality dimension, current environment " temperature-humidity " and reach user's living environment " temperature-humidity "
Time dimension and current environment air quality and reach user's living environment air quality time dimension.
The combination household that user's intelligent operation end is positioned according to mobile communication equipment in user identity identification system
The user at environmental model end is accustomed to model module to determine that user reaches the time of living space, thus user environment parameter model
Instruction, intelligent integrated control are assigned by intelligent integrated control device of the cloud central processing unit into intelligent integrated communication system
Instruction is assigned to user's domestic environment terminal control system respectively and executes relevant finger by domestic environment terminal device by device
It enables.In the process of running, the data of sensing system acquisition and upload, user are read in real time in user's intelligent operation end
When the environmental data that intelligent operation end reads sensing system reaches user's domestic environment model end gauage definite value, user is intelligently transported
Row end is assigned to intelligent integrated control device shuts down instruction；The environmental data that user's intelligent operation end reads sensing system reaches
To when being more than user's domestic environment model end gauage definite value, user's intelligent operation end is assigned operation to intelligent integrated control device and is referred to
It enables.
It periodically reads the data of domestic environment system data layer and carries out various dimensions in user's auto upgrading study end
It is being formed after analysis and send user domestic environment model end to for the upgrading at user's domestic environment model end.
The intelligent recognition failure end is by standard operation port, currently operation port, failure automatic detecting port and event
Barrier alarm port composition, the standard operation port is to be set according to the environment terminal that domestic environment system data layer analysis obtains
For runing time and reach the relationship between set environment data, the current operation port is to read sensing system in real time
The ambient parameter data of upload, the failure automatic detecting port is according to the current data reference standard operation end for running port
Whether the data judging ambient condition of mouth is normal, and the failure automatic detecting port continuously determines current operation port three times
Data and the data exception of standard operation port are failure, can be immediately when affiliated failure automatic detecting Port detecting is to failure
Communicate information to fault alarm port, and from fault alarm port to domestic environment terminal control system and domestic environment equipment
Service provider issues fault message.
The intelligent Service layer is man-machine interactive service module, and the human-computer interaction module is to be mounted on domestic environment
Operational management program on the fixed type environmental terminal control mechanism or mobile device of terminal control system, the human-computer interaction
Module is that interactive voice or PUSH message interaction, the human-computer interaction module execute user's household ring at user's intelligent operation end
The operation data at border model end is simultaneously first sent out to user after assigning operating instruction to domestic environment terminal by cloud central processing unit
It inquires out, and preferentially executes the operation reserve of domestic environment terminal system according to the instruction of user.
The artificial intelligence domestic environment system control method based on big data, includes the following steps：
Step 1：Administrator provide binding mobile communication equipment access artificial intelligence domestic environment system and to each family at
Member distributes each living space and public domain space management permission：
Step 2：Each kinsfolk accesses artificial intelligence domestic environment system and binds mobile communication equipment；
Step 3：Its residential space environment parameter is arranged by domestic environment terminal control system in each kinsfolk；
Step 4：Artificial intelligence operation management system collects the living habit number that each kinsfolk is uploaded to cloud server
It is believed that breath and ambient parameter data information；
Step 5：Artificial intelligence operation management system forms artificial intelligence operational management after being analyzed the data of step 4
Systems management policy；
Step 6：Artificial intelligence operation management system is lived by cloud server to user according to the management strategy of step 5
The environmental unit in space assigns operating instruction；
Step 7：Artificial intelligence operation management system periodically carries out the data information collected in step 3 to step 6 artificial
Intelligent self-teaching and upgrading, to optimize artificial intelligence operation management system management strategy.
Step 8：Artificial intelligence operational management executes the artificial intelligence operation management system management strategy that step 7 is formed, and
Operating instruction is assigned to the environmental unit of user living space by cloud server.
Step 4 further includes：
4.1, the biometric apparatus at the gate inhibition end in identification system is by each kinsfolk to family's time, the time of leaving home
Data information cloud server is uploaded to by network communication system；
4.2, the human-body infrared sensing identification equipment in identification system is by each kinsfolk in public space and solitary
The data information of space residence time is uploaded to cloud server by network communication system；
4.3, above-mentioned steps 4.1 to 4.2 form user's living habit data information；
4.4, the ambient parameter data information that each kinsfolk is arranged in domestic environment terminal control system passes through network
Communication system is uploaded to cloud server；
4.5, the ambient parameter data information of the sensing system acquisition of each kinsfolk living space passes through network communication
System is uploaded to cloud server；
4.6, above-mentioned steps 4.4 to 4.5 form user environment Parameter data information.
Step 5 further includes：
5.1, by the data of step 4.1 to 4.6, the local meteorological data of acquisition, and using standard GB/T/
T18883-2002《Indoor Air Quality standards》And GB3095-2012《Ambient air quality》Specified in room air
Various physics related with human health, biology, chemistry and radioactive substance parameter and index be directed respectively into smart home ring
Border system data layer is to form meteorological data module, user's habit data module, user's " temperature-humidity " data module and use
Family air quality data module；
5.2, according to 5.1 meteorological data module, user be accustomed to data module, user's " temperature-humidity " data module and
User's air quality data module establishes model analysis layer, including：Be accustomed to model module, user " temperature-humidity " model module,
Atmospheric quality models module and air quality standard data model module；
5.3, model module, user " temperature-humidity " model module, air quality are accustomed to according to 5.2 operation application layer
The artificial intelligence that model module and air quality standard data model module establish operation application layer runs module；
5.4, the artificial intelligence operation module for running application layer combines the positioning of the mobile communication equipment of each kinsfolk to believe
Breath determines that it is got home the time, and forms artificial intelligence operation management system management strategy.
Step 6 further includes：
6.1, the operating instruction of management strategy is assigned to intelligence by cloud server by artificial intelligence operation management system
Integrated communication system, and be assigned to domestic environment to environmental unit from the intelligent integrated control device of intelligent integrated communication system and set
Standby terminal；
6.2, domestic environment device end brings into operation；
6.3, sensing system is in real time uploaded the ambient parameter data of each living space by intelligent integrated communication system
To cloud server；
6.4, artificial intelligence operation management system receives the data of step 6.3, when one or more numbers in environmental parameter
When according to reaching artificial intelligence operation management system for management strategy, artificial intelligence operation management system assigns pass to corresponding equipment
Stop management strategy；
6.5, on the basis of step 6.3 is to 6.4, when one or more data in environmental parameter are not up to artificial intelligence
When operation management system is by management strategy, artificial intelligence operation management system assigns operational management strategy to corresponding equipment.
The present invention is based on the artificial intelligence domestic environment system control methods of big data as the above scheme is adopted, is allowed to
Compared with prior art, it has the following advantages that and positive technical effect：
1) by refrigerating and heating systems, fresh air system and except being integrated together for haze dust pelletizing system constitutes domestic environment system,
By grabbing the living habit data and ambient parameter data of user, drawn using the method for the modeling of big data to each user
The label of domestic environment greatly improves comfort level when user lives；
2) in the present solution, therefore being taken far air quality because air quality is directly concerning the human health for arriving inhabitation people
Guarantee the air quality of home environment lower than the core index parameter of national standard, it is ensured that the air quality safety in house space；
3) this programme can be improved greatly pair in such a way that user's living habit and mobile communication equipment positioning combine
The accuracy rate of user's living habit assigns mistake to domestic environment terminal in the case of avoiding simple positioning that position is caused to deviate
Operating instruction accidentally；
4) this programme manages the environmental unit of home room in such a way that big data and artificial intelligence combine, and is protecting
In the case that card user is comfortable and safe, it is able to achieve and environmental unit is precisely controlled, improve control efficiency, meanwhile, it uses
This programme can greatly save the energy in domestic environment equipment use process compared to traditional independent control and long-range control
In general expense at least saves the energy 15% or so.
Specific embodiments of the present invention are described in detail above, but the present invention is not limited to described above specific
Embodiment, it is merely an example.To those skilled in the art, it is any for the system carry out equivalent modifications and replace
In generation, is also all among scope of the invention.Therefore, the equal transformation made without departing from the spirit and scope of the invention and
Modification, all should be contained within the scope of the invention.
Claims (4)
1. a kind of artificial intelligence domestic environment system control method based on big data, which is characterized in that the system is known by identity
Other system, intelligent integrated communication system, sensing system, domestic environment terminal system, artificial intelligence operation management system and cloud
Server composition is held, is included the following steps：
Step 1：Administrator provides binding mobile communication equipment access artificial intelligence domestic environment system and divides to each kinsfolk
With each living space and public domain space management permission；
Step 2：Each kinsfolk accesses artificial intelligence domestic environment system and binds mobile communication equipment；
Step 3：Its residential space environment parameter is arranged by domestic environment terminal control system in each kinsfolk；
Step 4：Artificial intelligence operation management system collects the living habit data letter that each kinsfolk is uploaded to cloud server
Breath and ambient parameter data information；
Step 5：Artificial intelligence operation management system forms artificial intelligence operation management system after being analyzed the data of step 4
Management strategy；
Step 6：Artificial intelligence operation management system passes through cloud server to user living space according to the management strategy of step 5
Environmental unit assign operating instruction；
Step 7：The data information collected in step 3 to step 6 is periodically carried out artificial intelligence by artificial intelligence operation management system
Self-teaching and upgrading, to optimize artificial intelligence operation management system management strategy；
Step 8：Artificial intelligence operation management system executes the artificial intelligence operation management system management strategy that step 7 is formed, and
Operating instruction is assigned to the environmental unit of user living space by cloud server.
2. a kind of artificial intelligence domestic environment system control method based on big data according to claim 1, feature
It is, step 4 further includes：
4.1, the biometric apparatus at the gate inhibition end in identification system is by each kinsfolk to the number of family's time, the time of leaving home
It is believed that breath is uploaded to cloud server by network communication system；
4.2, the human-body infrared sensing identification equipment in identification system is by each kinsfolk in public space and solitary space
The data information of residence time is uploaded to cloud server by network communication system；
4.3, above-mentioned steps 4.1 to 4.2 form user's living habit data information；
4.4, the ambient parameter data information that each kinsfolk is arranged in domestic environment terminal control system passes through network communication
System is uploaded to cloud server；
4.5, the ambient parameter data information of the sensing system acquisition of each kinsfolk living space passes through network communication system
It is uploaded to cloud server；
4.6, above-mentioned steps 4.4 to 4.5 form user environment Parameter data information.
3. a kind of artificial intelligence domestic environment system control method based on big data according to claim 1, feature
It is, the step 5 further includes：
5.1, by the data of step 4.1 to 4.6, the local meteorological data of acquisition, and standard GB/T/T18883- is used
2002《Indoor Air Quality standards》And GB3095-2012《Ambient air quality》Specified in room air is various and people
The related physics of body health, biology, chemistry and radioactive substance parameter and index be directed respectively into smart home environment system number
According to layer to form meteorological data module, user's habit data module, user's " temperature-humidity " data module and user's air matter
Measure data module；
5.2, data module, user's " temperature-humidity " data module and user are accustomed to according to 5.1 meteorological data module, user
Air quality data module establishes model analysis layer, including：It is accustomed to model module, user " temperature-humidity " model module, air
Quality model module and air quality standard data model module；
5.3, model module, user " temperature-humidity " model module, atmospheric quality models are accustomed to according to 5.2 operation application layer
The artificial intelligence that module and air quality standard data model module establish operation application layer runs module；
5.4, the artificial intelligence operation module for running application layer combines the location information of the mobile communication equipment of each kinsfolk to sentence
Fixed its is got home the time, and forms artificial intelligence operation management system management strategy.
4. a kind of artificial intelligence domestic environment system control method based on big data according to claim 1, feature
It is, the step 6 further includes：
6.1, the operating instruction of management strategy is assigned to intelligent integrated by cloud server by artificial intelligence operation management system
Communication system, and domestic environment equipment end is assigned to from the intelligent integrated control device of intelligent integrated communication system to environmental unit
End；
6.2, domestic environment device end brings into operation；
6.3, the ambient parameter data of each living space is uploaded to cloud by intelligent integrated communication system in real time by sensing system
Hold server；
6.4, artificial intelligence operation management system receives the data of step 6.3, when one or more data in environmental parameter reach
When to artificial intelligence operation management system by management strategy, artificial intelligence operation management system is assigned to corresponding equipment shuts down pipe
Reason strategy；
6.5, on the basis of step 6.3 is to 6.4, when one or more data in environmental parameter are not up to artificial intelligence operation
When management system is by management strategy, artificial intelligence operation management system assigns operational management strategy to corresponding equipment.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201810987546.9A CN108829074A (en) | 2018-08-28 | 2018-08-28 | A kind of artificial intelligence domestic environment system control method based on big data |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201810987546.9A CN108829074A (en) | 2018-08-28 | 2018-08-28 | A kind of artificial intelligence domestic environment system control method based on big data |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN108829074A true CN108829074A (en) | 2018-11-16 |
Family
ID=64150856
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201810987546.9A Pending CN108829074A (en) | 2018-08-28 | 2018-08-28 | A kind of artificial intelligence domestic environment system control method based on big data |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN108829074A (en) |
Cited By (16)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109462833A (en) * | 2018-10-23 | 2019-03-12 | 天津津航计算技术研究所 | A kind of intelligent recommendation system |
| CN109828474A (en) * | 2019-01-15 | 2019-05-31 | 深圳旦倍科技有限公司 | Cloud intelligent environment management method and system based on big data |
| CN110413016A (en) * | 2019-08-30 | 2019-11-05 | 百度在线网络技术（北京）有限公司 | Humidity control method, device, electronic equipment and the storage medium of smart home |
| CN110471303A (en) * | 2019-08-30 | 2019-11-19 | 北京青岳科技有限公司 | A kind of home furnishings intelligent control method based on computer vision |
| CN110488887A (en) * | 2019-08-30 | 2019-11-22 | 百度在线网络技术（北京）有限公司 | Temprature control method, device, electronic equipment and the storage medium of smart home |
| CN111880420A (en) * | 2020-06-30 | 2020-11-03 | 武汉舒适易佰科技有限公司 | Comfortable home intelligent management system and management method based on data statistics |
| CN112686112A (en) * | 2020-12-23 | 2021-04-20 | 泰州国安医疗用品有限公司 | Energy-saving heating operation control platform |
| CN112856732A (en) * | 2021-01-29 | 2021-05-28 | 青岛海尔空调器有限总公司 | Control method of air conditioner and air conditioner |
| CN113485147A (en) * | 2021-08-03 | 2021-10-08 | 南京邮电大学 | Intelligent home control method and system based on big data analysis |
| CN113885343A (en) * | 2021-10-21 | 2022-01-04 | 广东网深锐识科技有限公司 | Intelligent lock, intelligent household control system and method thereof |
| CN114035443A (en) * | 2021-11-22 | 2022-02-11 | 上海富芮坤微电子有限公司 | Intelligent household control system and method based on Bluetooth communication |
| CN114237059A (en) * | 2021-11-24 | 2022-03-25 | 深圳市龙慧网络技术有限公司 | Method, device and system for automatically controlling intelligent household equipment and storage medium |
| CN114386672A (en) * | 2021-12-20 | 2022-04-22 | 淮阴工学院 | Environment big data Internet of things intelligent detection system |
| WO2023033154A1 (en) * | 2021-09-03 | 2023-03-09 | 旭化成ホームズ株式会社 | Environment provision system, environment provision method, and non-volatile storage medium |
| CN116300507A (en) * | 2023-04-25 | 2023-06-23 | 华适科技(深圳)有限公司 | Intelligent home management control system and method based on Internet of things technology |
| CN117537411A (en) * | 2023-12-07 | 2024-02-09 | 北京泰之极环境科技有限公司 | Indoor climate adjusting modularized unit |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2008020978A2 (en) * | 2006-08-10 | 2008-02-21 | Liquid Sky Studios, Inc. | Fault tolerant distributed execution of residential device control |
| CN104932255A (en) * | 2015-05-13 | 2015-09-23 | 上海锳科迩电子股份有限公司 | Intelligent household adaptive control method |
| CN107479408A (en) * | 2017-06-20 | 2017-12-15 | 深圳市橙方智能科技有限公司 | A kind of smart machine controller and control method |
| CN108052014A (en) * | 2017-12-18 | 2018-05-18 | 美的集团股份有限公司 | Control method, system and the computer readable storage medium of smart home |
| CN108361927A (en) * | 2018-02-08 | 2018-08-03 | 广东美的暖通设备有限公司 | A kind of air-conditioner control method, device and air conditioner based on machine learning |
-
2018
- 2018-08-28 CN CN201810987546.9A patent/CN108829074A/en active Pending
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2008020978A2 (en) * | 2006-08-10 | 2008-02-21 | Liquid Sky Studios, Inc. | Fault tolerant distributed execution of residential device control |
| CN104932255A (en) * | 2015-05-13 | 2015-09-23 | 上海锳科迩电子股份有限公司 | Intelligent household adaptive control method |
| CN107479408A (en) * | 2017-06-20 | 2017-12-15 | 深圳市橙方智能科技有限公司 | A kind of smart machine controller and control method |
| CN108052014A (en) * | 2017-12-18 | 2018-05-18 | 美的集团股份有限公司 | Control method, system and the computer readable storage medium of smart home |
| CN108361927A (en) * | 2018-02-08 | 2018-08-03 | 广东美的暖通设备有限公司 | A kind of air-conditioner control method, device and air conditioner based on machine learning |
Cited By (23)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109462833B (en) * | 2018-10-23 | 2021-09-28 | 天津津航计算技术研究所 | Intelligent recommendation system |
| CN109462833A (en) * | 2018-10-23 | 2019-03-12 | 天津津航计算技术研究所 | A kind of intelligent recommendation system |
| CN109828474A (en) * | 2019-01-15 | 2019-05-31 | 深圳旦倍科技有限公司 | Cloud intelligent environment management method and system based on big data |
| CN110413016A (en) * | 2019-08-30 | 2019-11-05 | 百度在线网络技术（北京）有限公司 | Humidity control method, device, electronic equipment and the storage medium of smart home |
| CN110471303A (en) * | 2019-08-30 | 2019-11-19 | 北京青岳科技有限公司 | A kind of home furnishings intelligent control method based on computer vision |
| CN110488887A (en) * | 2019-08-30 | 2019-11-22 | 百度在线网络技术（北京）有限公司 | Temprature control method, device, electronic equipment and the storage medium of smart home |
| CN110488887B (en) * | 2019-08-30 | 2022-02-01 | 百度在线网络技术（北京）有限公司 | Temperature control method and device for smart home, electronic equipment and storage medium |
| CN110413016B (en) * | 2019-08-30 | 2022-01-04 | 百度在线网络技术（北京）有限公司 | Humidity control method and device for smart home, electronic equipment and storage medium |
| CN111880420A (en) * | 2020-06-30 | 2020-11-03 | 武汉舒适易佰科技有限公司 | Comfortable home intelligent management system and management method based on data statistics |
| CN112686112A (en) * | 2020-12-23 | 2021-04-20 | 泰州国安医疗用品有限公司 | Energy-saving heating operation control platform |
| CN112856732A (en) * | 2021-01-29 | 2021-05-28 | 青岛海尔空调器有限总公司 | Control method of air conditioner and air conditioner |
| CN112856732B (en) * | 2021-01-29 | 2022-12-23 | 青岛海尔空调器有限总公司 | Control method of air conditioner and air conditioner |
| CN113485147B (en) * | 2021-08-03 | 2022-03-25 | 南京邮电大学 | Intelligent home control method and system based on big data analysis |
| CN113485147A (en) * | 2021-08-03 | 2021-10-08 | 南京邮电大学 | Intelligent home control method and system based on big data analysis |
| WO2023033154A1 (en) * | 2021-09-03 | 2023-03-09 | 旭化成ホームズ株式会社 | Environment provision system, environment provision method, and non-volatile storage medium |
| CN113885343A (en) * | 2021-10-21 | 2022-01-04 | 广东网深锐识科技有限公司 | Intelligent lock, intelligent household control system and method thereof |
| CN114035443A (en) * | 2021-11-22 | 2022-02-11 | 上海富芮坤微电子有限公司 | Intelligent household control system and method based on Bluetooth communication |
| CN114035443B (en) * | 2021-11-22 | 2023-10-31 | 上海富芮坤微电子有限公司 | Intelligent home control system and method based on Bluetooth communication |
| CN114237059A (en) * | 2021-11-24 | 2022-03-25 | 深圳市龙慧网络技术有限公司 | Method, device and system for automatically controlling intelligent household equipment and storage medium |
| CN114386672A (en) * | 2021-12-20 | 2022-04-22 | 淮阴工学院 | Environment big data Internet of things intelligent detection system |
| CN116300507A (en) * | 2023-04-25 | 2023-06-23 | 华适科技(深圳)有限公司 | Intelligent home management control system and method based on Internet of things technology |
| CN116300507B (en) * | 2023-04-25 | 2023-09-05 | 华适科技(深圳)有限公司 | Intelligent home management control system and method based on Internet of things technology |
| CN117537411A (en) * | 2023-12-07 | 2024-02-09 | 北京泰之极环境科技有限公司 | Indoor climate adjusting modularized unit |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN108829074A (en) | A kind of artificial intelligence domestic environment system control method based on big data | |
| CN108873729A (en) | Artificial intelligence domestic environment management system based on big data | |
| CN103262041B (en) | Thermostat and between thermostat and thermostat management server communication data method | |
| US20140365017A1 (en) | Methods and systems for optimized hvac operation | |
| CN105892427B (en) | Internet of Things intelligent control method and system based on user's perception | |
| CN101807072B (en) | Intelligent family monitoring system | |
| KR101972227B1 (en) | Smart home controlling apparatus based intellect learning and method thereof | |
| CN104360607A (en) | Intelligent appliance system and intelligent appliance control method | |
| CN109945439A (en) | A kind of indoor environment parameter control method and system | |
| CN107543896A (en) | The method that air-conditioning and Teat pump boiler partial function automatically control is realized based on data of weather forecast | |
| WO2011129025A1 (en) | Energy conservation unit and system of a building by way of interactive learning | |
| CN209086697U (en) | Artificial intelligence domestic environment management system based on big data | |
| CN104456834A (en) | Intelligent temperature regulating and controlling system and method | |
| JP2006331372A (en) | Agent device, management manager device, and environment energy management system | |
| CN105864881B (en) | A kind of wired home heating system and its demand control method | |
| CN105938327A (en) | Distributed smart home control system and method | |
| CN110119093A (en) | A kind of intelligent home furnishing control method, terminal and storage medium | |
| CN103413381A (en) | Household energy management system and working method thereof | |
| KR101538016B1 (en) | A smart automatic power control system customized for personal living space and the method thereof | |
| CN108828975A (en) | Intelligent household energy management system based on Android | |
| CN116839186A (en) | Intelligent control device of central air conditioner | |
| CN109407532A (en) | A kind of intelligent home furnishing control method and system based on Internet of Things | |
| CN103529771B (en) | A kind of home intelligent energy consumption regulator control system based on data analysis | |
| AU2020205651B2 (en) | Carbon monoxide purge system for a property | |
| KR20160097071A (en) | Apparatus and Method for Managing Energy of Public Residence using Social Network |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| TA01 | Transfer of patent application right |
Effective date of registration: 20200804 Address after: No. 465 Guohe Road, Yangpu District, Shanghai, 200438 Applicant after: Shanghai Jingyou Environmental Management Co., Ltd Address before: 26th Floor, 828-838 Zhangyang Road, Shanghai Pudong New Area Free Trade Pilot Area, 200122 Applicant before: SHANGHAI SHANGPIN SHANGSHENG INTELLIGENT TECHNOLOGY Co.,Ltd. |
|
| TA01 | Transfer of patent application right | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20181116 |
|
| RJ01 | Rejection of invention patent application after publication |