CN110200468A - A kind of intelligent curtain control method and system - Google Patents
A kind of intelligent curtain control method and system Download PDFInfo
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- CN110200468A CN110200468A CN201910438474.7A CN201910438474A CN110200468A CN 110200468 A CN110200468 A CN 110200468A CN 201910438474 A CN201910438474 A CN 201910438474A CN 110200468 A CN110200468 A CN 110200468A
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- 238000000034 method Methods 0.000 title claims abstract description 12
- 230000005540 biological transmission Effects 0.000 claims description 28
- 238000012549 training Methods 0.000 claims description 25
- 238000007405 data analysis Methods 0.000 claims description 15
- 230000000875 corresponding effect Effects 0.000 claims description 6
- 238000005259 measurement Methods 0.000 claims description 6
- 230000009471 action Effects 0.000 claims description 3
- 238000004458 analytical method Methods 0.000 claims description 3
- 230000008569 process Effects 0.000 claims description 3
- 238000005516 engineering process Methods 0.000 abstract description 2
- 208000000453 Skin Neoplasms Diseases 0.000 description 4
- 201000000849 skin cancer Diseases 0.000 description 4
- 238000005286 illumination Methods 0.000 description 3
- 238000006243 chemical reaction Methods 0.000 description 2
- 230000001276 controlling effect Effects 0.000 description 2
- 238000005034 decoration Methods 0.000 description 2
- 238000013461 design Methods 0.000 description 2
- 230000005611 electricity Effects 0.000 description 2
- 238000005096 rolling process Methods 0.000 description 2
- 201000004624 Dermatitis Diseases 0.000 description 1
- 206010028980 Neoplasm Diseases 0.000 description 1
- 239000011324 bead Substances 0.000 description 1
- 201000011510 cancer Diseases 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 210000000031 electric organ Anatomy 0.000 description 1
- 230000006870 function Effects 0.000 description 1
- 230000006872 improvement Effects 0.000 description 1
- 230000007774 longterm Effects 0.000 description 1
- 230000007246 mechanism Effects 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 210000000056 organ Anatomy 0.000 description 1
- 230000008447 perception Effects 0.000 description 1
- 230000029553 photosynthesis Effects 0.000 description 1
- 238000010672 photosynthesis Methods 0.000 description 1
- 230000037380 skin damage Effects 0.000 description 1
Classifications
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- A—HUMAN NECESSITIES
- A47—FURNITURE; DOMESTIC ARTICLES OR APPLIANCES; COFFEE MILLS; SPICE MILLS; SUCTION CLEANERS IN GENERAL
- A47H—FURNISHINGS FOR WINDOWS OR DOORS
- A47H5/00—Devices for drawing draperies, curtains, or the like
- A47H5/02—Devices for opening and closing curtains
-
- 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
- G05B19/04—Programme control other than numerical control, i.e. in sequence controllers or logic controllers
- G05B19/042—Programme control other than numerical control, i.e. in sequence controllers or logic controllers using digital processors
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- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Automation & Control Theory (AREA)
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Abstract
The present invention provides a kind of intelligent curtain control method and system, belong to electronic technology field, the present invention is trained by the data set for acquiring scene image to camera, after reaching model convergence, model is downloaded into hardware control, realize that acquiring scene image according to camera carries out implementation reasoning, achievees the purpose that Intelligent control curtain with this.
Description
Technical Field
The invention relates to an electronic technology, in particular to an intelligent curtain control method and an intelligent curtain control system.
Background
People exposed to sunlight not only cause skin allergy, but also have a higher risk of causing skin cancer than ordinary people. It is a fact that skin damage and even skin cancer due to excessive solar irradiation is not controversial. Skin cancer accounts for more than 50% of cancer patients in western people, and skin cancer patients are on the rise in the world, and long-term exposure should be avoided as much as possible in daily life.
The curtain has the functions of shading, insulating heat and adjusting indoor light; the control modes of the curtain are manual and electric. The manual curtain comprises a manual opening and closing curtain, a manual bead pulling rolling curtain, a manual silk flexible drapery curtain, a manual wooden shutter, a manual roman curtain, a manual organ curtain and the like. The electric curtain comprises an electric opening and closing curtain, an electric rolling curtain, an electric soft shutter, an electric ceiling curtain, an electric wooden shutter, an electric Roman curtain, an electric organ curtain and the like. With the development of curtains, it has become an indispensable indoor decoration for a living room with perfect combination of functionality and decoration.
At present, intelligent curtains on the market are automatically controlled based on indexes such as measured illumination, temperature and the like, perception of different personnel is lacked, illumination preferences of different personnel are different, and the curtain is controlled only through a sensor, so that humanization is not enough, and preference differences of the personnel cannot be reflected.
Disclosure of Invention
In order to solve the technical problems, the invention provides an intelligent curtain control method, which is used for automatically controlling a curtain aiming at human face reaction through an AI algorithm and fully considering different reactions of different people to illumination. Through training the data set of the scene images collected by the camera, the model is downloaded to the hardware controller after the model is converged, so that reasoning is implemented according to the scene images collected by the camera, and the purpose of intelligently controlling the curtain is achieved.
The technical scheme of the invention is as follows:
an intelligent curtain control method includes collecting scene pictures by a camera to form data sets for training, carrying out model training by using the data sets to obtain control models trained offline, and downloading the models to an online controller to enable the intelligent curtain to achieve the purpose of making corresponding actions by giving corresponding scene pictures.
The invention also discloses an intelligent curtain control system which consists of an offline training module and an online reasoning module.
The offline module comprises a large amount of scene picture data training sets collected by the camera, a caffe/tensorflow training platform and the like, and a training output component. Scene pictures are divided into two types, one is a human face picture which is difficult to irradiate a human face due to sunlight, and the other is a non-human face picture.
A large amount of class-I and class-II scene pictures collected by a camera are subjected to recognition analysis on face images through a noise/tenserflow training platform and the like, and finally the pictures are divided into two classes, wherein one class is the face pictures which are difficult to irradiate on the face due to sunlight, and the second class is the non-class face pictures. And finally downloading the trained model to a data analysis reasoning module of the on-line module.
The on-line module consists of a camera acquisition module, a data analysis reasoning module, a transmission control module and a distance measurement module.
The camera is placed at a proper position where the human face can be detected, and the personnel working on the working table are monitored in real time. The real-time monitored scene picture is transmitted to the data analysis inference module, the scene picture is stored in the DDR for caching, then an ARM controller in the data analysis inference module reads the scene picture from the DDR for online inference, and the ARM controller downloads an offline training model at the moment.
If the face in the scene is a difficult face picture irradiated on the face by sunlight, the data analysis reasoning module transmits a reasoning classification result to the transmission control module, the transmission control module outputs a signal for starting a transmission device to control the transmission motor, so that the curtain slowly falls under the action of the transmission motor, in the process, the distance measurement sensor at the bottommost part of the curtain can send data of the bottom of the curtain, which is far away from the ground, to the transmission control module in real time, and the transmission module makes a judgment according to the distance data to stop the work of the transmission motor, so that the falling of the curtain is stopped.
After the curtain is pulled up according to the scene picture, the curtain is allowed to be opened according to the scene picture of the camera after a certain time (for example, half an hour), and the design is to prevent people from just pulling up the curtain because the face picture of people is a second-class picture after the curtain is pulled up and then the operation of retracting the curtain is performed after the face picture is detected.
The curtain has an emergency operation mode besides intelligent automatic operation of the curtain, and can be pulled down or retracted in a hand-cranking mode under the condition of no electricity or special conditions so as to deal with the operation under the special conditions.
The invention has the characteristics of strong practicability, strong intelligence, humanization, simple and convenient implementation and the like.
Drawings
Fig. 1 is a schematic block diagram of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the embodiments of the present invention clearer and more complete, the technical solutions in the embodiments of the present invention will be described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are some, but not all, embodiments of the present invention, and based on the embodiments of the present invention, all other embodiments obtained by a person of ordinary skill in the art without creative efforts belong to the scope of the present invention.
The invention mainly collects a large number of scene pictures by the camera to form a data set for training, then carries out model training by using the data set to obtain a control model trained offline, and the model is downloaded to the online controller, so that the intelligent curtain achieves the purpose of making corresponding action by giving corresponding scene pictures. The system consists of an offline training module and an online reasoning module.
The offline module comprises a large amount of scene picture data training sets collected by the camera, a caffe/tensorflow training platform and the like, and a training output component.
The scene pictures are divided into two types, one is a human face picture which is difficult to irradiate a human face due to sunlight, and the other is a non-human face picture. A large amount of class-I and class-II scene pictures collected by a camera are subjected to recognition analysis on face images through a noise/tenserflow training platform and the like, and finally the pictures are divided into two classes, wherein one class is the face pictures which are difficult to irradiate on the face due to sunlight, and the second class is the non-class face pictures. And finally downloading the trained model to a data analysis reasoning module of the on-line module.
The on-line module consists of a camera acquisition module, a data analysis reasoning module, a transmission control module and a distance measurement module. The camera is placed at a proper position where the human face can be detected, and the personnel working on the working table are monitored in real time.
The real-time monitored scene picture is transmitted to the data analysis inference module, the scene picture is stored in the DDR for caching, then an ARM controller in the data analysis inference module reads the scene picture from the DDR for online inference, and the ARM controller downloads an offline training model at the moment.
If the face in the scene is a difficult face picture irradiated on the face by sunlight, the data analysis reasoning module transmits a reasoning classification result to the transmission control module, the transmission control module outputs a signal for starting a transmission device to control the transmission motor, so that the curtain slowly falls under the action of the transmission motor, in the process, the distance measurement sensor at the bottommost part of the curtain can send data of the bottom of the curtain, which is far away from the ground, to the transmission control module in real time, and the transmission module makes a judgment according to the distance data to stop the work of the transmission motor, so that the falling of the curtain is stopped.
After the curtain is pulled up according to the scene picture, the curtain is allowed to be opened according to the scene picture of the camera after a certain time (for example, half an hour), and the design is to prevent people from just pulling up the curtain because the face picture of people is a second-class picture after the curtain is pulled up and then the operation of retracting the curtain is performed after the face picture is detected. Only when the sunlight irradiates the face of a person and a person feels uncomfortable, the curtain can be automatically pulled down, and the mechanism keeps good light transmission in order to ensure that enough sunlight irradiation time exists in a room as far as possible, so that the person is healthy, and the indoor plant potted plant can have enough photosynthesis time.
The curtain has an emergency operation mode besides intelligent automatic operation of the curtain, and can be pulled down or retracted in a hand-cranking mode under the condition of no electricity or special conditions so as to deal with the operation under the special conditions.
The above description is only a preferred embodiment of the present invention, and is only used to illustrate the technical solutions of the present invention, and not to limit the protection scope of the present invention. Any modification, equivalent replacement, or improvement made within the spirit and principle of the present invention shall fall within the protection scope of the present invention.
Claims (8)
1. An intelligent curtain control method is characterized in that,
the method comprises the steps of collecting scene pictures by a camera to form data sets for training, then carrying out model training by using the data sets to obtain a control model trained offline, and downloading the model to an online controller to enable the intelligent curtain to achieve the purpose of giving corresponding scene pictures to carry out corresponding actions.
2. An intelligent curtain control system is characterized by mainly comprising an offline training module and an online reasoning module; wherein,
the offline module comprises a scene picture data training set acquired by a camera, a training platform and a training output;
the online module mainly comprises a camera acquisition module, a data analysis reasoning module, a transmission control module and a distance measurement module.
3. The system of claim 2,
the method comprises the steps that a class I and a class II scene pictures collected by a camera are subjected to identification analysis on a face image through a training platform, and finally the pictures are divided into two classes, wherein the class I is the face picture which is difficult to irradiate the face due to sunlight, and the class II is the non-class face picture.
4. The system of claim 3,
and finally downloading the trained model to a data analysis reasoning module of the on-line module.
5. The system of claim 4,
and the camera acquisition module is placed at a position where the human face can be detected, and the personnel working on the working table are monitored in real time.
6. The system of claim 5,
the real-time monitored scene picture is transmitted to the data analysis inference module, the scene picture is stored in the DDR for caching, then an ARM controller in the data analysis inference module reads the scene picture from the DDR for online inference, and the ARM controller downloads an offline training model at the moment.
7. The system of claim 6,
if the face in the scene is a difficult face picture irradiated on the face by sunlight, the data analysis reasoning module transmits a reasoning classification result to the transmission control module, the transmission control module outputs a signal for starting a transmission device to control the transmission motor, so that the curtain slowly falls under the action of the transmission motor, in the process, the distance measurement sensor at the bottommost part of the curtain can send data of the bottom of the curtain, which is far away from the ground, to the transmission control module in real time, and the transmission module makes a judgment according to the distance data to stop the work of the transmission motor, so that the falling of the curtain is stopped.
8. The system of claim 7,
after the curtain is pulled up according to the scene picture, the curtain is allowed to be opened according to the camera scene picture after a set time period.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910438474.7A CN110200468A (en) | 2019-05-24 | 2019-05-24 | A kind of intelligent curtain control method and system |
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| Application Number | Priority Date | Filing Date | Title |
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| CN201910438474.7A CN110200468A (en) | 2019-05-24 | 2019-05-24 | A kind of intelligent curtain control method and system |
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| CN110200468A true CN110200468A (en) | 2019-09-06 |
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| CN201910438474.7A Pending CN110200468A (en) | 2019-05-24 | 2019-05-24 | A kind of intelligent curtain control method and system |
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Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111920160A (en) * | 2020-08-16 | 2020-11-13 | 云知声智能科技股份有限公司 | Intelligent sunshade umbrella |
Citations (16)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102431421A (en) * | 2011-11-28 | 2012-05-02 | 浙江吉利汽车研究院有限公司 | Intelligent electric control device for automobile curtain |
| CN102943613A (en) * | 2012-10-31 | 2013-02-27 | 黑龙江省电力有限公司信息通信分公司 | Device for automatically controlling curtain to lift according to light sensing |
| CN105286468A (en) * | 2015-11-18 | 2016-02-03 | 黄成� | Intelligent curtain system capable of adjusting light shading effect |
| CN205121202U (en) * | 2015-11-09 | 2016-03-30 | 河南丹枫科技有限公司 | Intelligent household door and window control system |
| CN105975959A (en) * | 2016-06-14 | 2016-09-28 | 广州视源电子科技股份有限公司 | Face feature extraction modeling and face recognition method and device based on neural network |
| CN106016590A (en) * | 2016-05-20 | 2016-10-12 | 北京汇路鑫科技有限公司 | Intelligent control system and intelligent control method |
| CN106054620A (en) * | 2015-04-01 | 2016-10-26 | 全智慧科技股份有限公司 | Smart control apparatus and system |
| CN106968574A (en) * | 2017-04-21 | 2017-07-21 | 上海电机学院 | A kind of full-automatic fire screen |
| CN107168088A (en) * | 2017-06-29 | 2017-09-15 | 合肥步瑞吉智能家居有限公司 | A kind of intelligent curtain control system based on indoor user face recognition |
| CN107219804A (en) * | 2017-07-27 | 2017-09-29 | 天津科技大学 | A kind of intelligent curtain control device and its control method |
| CN107865567A (en) * | 2016-09-28 | 2018-04-03 | 上海博开遮阳科技有限公司 | The electrically driven curtain and its system and implementation method of Intelligent Recognition user |
| CN108078353A (en) * | 2017-12-10 | 2018-05-29 | 株洲市旭日可再生能源科技有限公司 | A kind of plug-in curtain of solar energy |
| CN108279573A (en) * | 2018-02-05 | 2018-07-13 | 北京智能管家科技有限公司 | Control method, device, intelligent appliance based on human body detection of attribute and medium |
| CN108805085A (en) * | 2018-06-14 | 2018-11-13 | 北京理工大学 | Intelligent sleep detection method based on eye recognition and system |
| EP3451125A1 (en) * | 2017-09-01 | 2019-03-06 | Alpine Electronics, Inc. | Driver monitoring apparatus, driver monitoring method, and program |
| CN109779501A (en) * | 2019-01-10 | 2019-05-21 | 沈阳师范大学 | A kind of venetian blind that can change automatic adjustment angle according to intensity of illumination |
-
2019
- 2019-05-24 CN CN201910438474.7A patent/CN110200468A/en active Pending
Patent Citations (16)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN102431421A (en) * | 2011-11-28 | 2012-05-02 | 浙江吉利汽车研究院有限公司 | Intelligent electric control device for automobile curtain |
| CN102943613A (en) * | 2012-10-31 | 2013-02-27 | 黑龙江省电力有限公司信息通信分公司 | Device for automatically controlling curtain to lift according to light sensing |
| CN106054620A (en) * | 2015-04-01 | 2016-10-26 | 全智慧科技股份有限公司 | Smart control apparatus and system |
| CN205121202U (en) * | 2015-11-09 | 2016-03-30 | 河南丹枫科技有限公司 | Intelligent household door and window control system |
| CN105286468A (en) * | 2015-11-18 | 2016-02-03 | 黄成� | Intelligent curtain system capable of adjusting light shading effect |
| CN106016590A (en) * | 2016-05-20 | 2016-10-12 | 北京汇路鑫科技有限公司 | Intelligent control system and intelligent control method |
| CN105975959A (en) * | 2016-06-14 | 2016-09-28 | 广州视源电子科技股份有限公司 | Face feature extraction modeling and face recognition method and device based on neural network |
| CN107865567A (en) * | 2016-09-28 | 2018-04-03 | 上海博开遮阳科技有限公司 | The electrically driven curtain and its system and implementation method of Intelligent Recognition user |
| CN106968574A (en) * | 2017-04-21 | 2017-07-21 | 上海电机学院 | A kind of full-automatic fire screen |
| CN107168088A (en) * | 2017-06-29 | 2017-09-15 | 合肥步瑞吉智能家居有限公司 | A kind of intelligent curtain control system based on indoor user face recognition |
| CN107219804A (en) * | 2017-07-27 | 2017-09-29 | 天津科技大学 | A kind of intelligent curtain control device and its control method |
| EP3451125A1 (en) * | 2017-09-01 | 2019-03-06 | Alpine Electronics, Inc. | Driver monitoring apparatus, driver monitoring method, and program |
| CN108078353A (en) * | 2017-12-10 | 2018-05-29 | 株洲市旭日可再生能源科技有限公司 | A kind of plug-in curtain of solar energy |
| CN108279573A (en) * | 2018-02-05 | 2018-07-13 | 北京智能管家科技有限公司 | Control method, device, intelligent appliance based on human body detection of attribute and medium |
| CN108805085A (en) * | 2018-06-14 | 2018-11-13 | 北京理工大学 | Intelligent sleep detection method based on eye recognition and system |
| CN109779501A (en) * | 2019-01-10 | 2019-05-21 | 沈阳师范大学 | A kind of venetian blind that can change automatic adjustment angle according to intensity of illumination |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111920160A (en) * | 2020-08-16 | 2020-11-13 | 云知声智能科技股份有限公司 | Intelligent sunshade umbrella |
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Application publication date: 20190906 |
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