CN103606107A - Wind power-solar power-energy storage combined power generation system equipment state assessment information system - Google Patents
Wind power-solar power-energy storage combined power generation system equipment state assessment information system Download PDFInfo
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Abstract
本发明提供一种风光储联合发电系统设备状态评估信息系统,该系统包括:数据录入单元、风电分系统评估单元、光伏分系统评估单元和储能分系统评估单元;其中,数据录入单元包括:数据输入接口、数据存储模块;风电分系统评估单元包括:风电指标计算模块、风电状态分级模块、风电状态预警模块、风电检修决策模块、风电状态评估模块;光伏分系统评估单元包括:光伏指标计算模块、光伏状态分级模块、光伏状态预警模块、光伏检修决策模块、光伏状态评估模块;储能分系统评估单元包括:储能指标计算模块、储能状态分级模块、储能状态预警模块、储能检修决策模块、储能状态评估模块。本发明降低运维成本,提高了设备的可利用率,延长了设备的维护周期。
The present invention provides an equipment status evaluation information system for a wind-solar-storage combined power generation system. The system includes: a data entry unit, a wind power subsystem evaluation unit, a photovoltaic subsystem evaluation unit, and an energy storage subsystem evaluation unit; wherein, the data entry unit includes: Data input interface, data storage module; wind power subsystem evaluation unit includes: wind power index calculation module, wind power status classification module, wind power status warning module, wind power maintenance decision-making module, wind power status evaluation module; photovoltaic subsystem evaluation unit includes: photovoltaic index calculation module, photovoltaic state classification module, photovoltaic state early warning module, photovoltaic maintenance decision-making module, photovoltaic state evaluation module; energy storage subsystem evaluation unit includes: energy storage index calculation module, energy storage state classification module, energy storage Maintenance decision-making module, energy storage status evaluation module. The invention reduces the operation and maintenance cost, improves the availability of the equipment, and prolongs the maintenance period of the equipment.
Description
技术领域technical field
本发明涉及电力技术领域,具体地,涉及一种风光储联合发电系统设备状态评估信息系统。The invention relates to the field of electric power technology, in particular to an information system for equipment status evaluation of a wind-solar-storage combined power generation system.
背景技术Background technique
风光储联合发电系统是由风力发电、太阳能发电和储能电站等多种绿色能源类型共同构成的联合发电系统,包括风电分系统、光伏分系统和储能分系统;其中,风电分系统是由风力发电能源类型构成的发电系统,由所有类型的风力发电机组、升压变压器、汇集线路、汇集线路开关柜、风机监控系统组成;光伏分系统是由光伏发电能源类型构成的发电系统,由光伏组件、汇流箱、直流配电柜、逆变器、升压变压器、汇集线路、汇集线路开关柜、光伏监控系统组成;储能分系统是由各种储能设备构成的系统,由储能元件及其控制系统、储能变流器、升压变压器、汇集线路、汇集线路开关柜、储能监控系统组成。Wind-solar-storage combined power generation system is a combined power generation system composed of various types of green energy such as wind power generation, solar power generation and energy storage power stations, including wind power subsystems, photovoltaic subsystems and energy storage subsystems; among them, the wind power subsystem is composed of The power generation system composed of wind power generation energy types is composed of all types of wind power generators, step-up transformers, collection lines, collection line switch cabinets, and fan monitoring systems; the photovoltaic subsystem is a power generation system composed of photovoltaic power generation energy types. components, combiner boxes, DC power distribution cabinets, inverters, step-up transformers, collection lines, collection line switch cabinets, and photovoltaic monitoring systems; the energy storage subsystem is a system composed of various energy storage devices. It is composed of its control system, energy storage converter, step-up transformer, collection line, collection line switch cabinet, and energy storage monitoring system.
目前风光储联合发电系统已经在我国多个地区建成投运。传统发电系统经过多年的发展,其运维技术已经较为成熟,然而,风光储联合发电技术才刚刚起步,现阶段其运维主要是参考火电、水电等电力设备的运维方案。At present, wind-storage-storage combined power generation systems have been built and put into operation in many regions of my country. After years of development, the operation and maintenance technology of the traditional power generation system has been relatively mature. However, the wind-solar-storage combined power generation technology has just started. At this stage, its operation and maintenance mainly refers to the operation and maintenance scheme of thermal power, hydropower and other power equipment.
不同于传统的发电系统,风光储联合发电系统具有地域分布性和性能分散性等特点,涉及制造商较多、设备数量较大,设备巡检和维护需要考虑天气、交通等多方面的因素,传统发电设备定期检修和事后维护的模式会耗费大量的人力和时间,也不能达到提高设备运行可靠性和最大限度减少设备故障、提高设备可利用率的要求。Different from the traditional power generation system, the wind-solar-storage combined power generation system has the characteristics of geographical distribution and performance dispersion. It involves many manufacturers and a large number of equipment. Equipment inspection and maintenance need to consider various factors such as weather and traffic. The traditional mode of regular inspection and post-maintenance of power generation equipment will consume a lot of manpower and time, and cannot meet the requirements of improving equipment operation reliability, minimizing equipment failure, and improving equipment availability.
随着计算机软件和传感技术的发展,近几年出现了基于电力设备状态的检修和维护模式,对设备的健康衰退状态进行持续地监测、评估和预测,并按需制定维护计划,在防止设备失效的同时,最大限度地延长设备的维护周期,减少设备的全寿命维护成本。这种维护模式的关键在于对设备的健康状态做出快速、科学的评估,不过由于技术的限制,此模式在传统发电设备的维护中还没有得到发展,大多处于理论和概念阶段,对于像风光储这样的联合发电系统还没有可参考的理论和经验,也没有针对风光储联合发电系统的状态进行评估相关技术的研究。With the development of computer software and sensing technology, overhaul and maintenance models based on the status of power equipment have appeared in recent years, which continuously monitor, evaluate and predict the health decline of equipment, and formulate maintenance plans on demand. When the equipment fails, the maintenance period of the equipment is extended to the maximum extent, and the maintenance cost of the whole life of the equipment is reduced. The key to this maintenance mode is to make a quick and scientific assessment of the health status of the equipment. However, due to technical limitations, this mode has not been developed in the maintenance of traditional power generation equipment, and most of them are in the theoretical and conceptual stage. There is no reference theory and experience for such a combined power generation system, and there is no research on related technologies for evaluating the state of a wind-solar-storage combined power generation system.
发明内容Contents of the invention
本发明实施例的主要目的在于提供一种风光储联合发电系统设备状态评估信息系统,以提供一种能够对风光储联合发电系统中各种电力设备运行状态的健康状况进行评估的技术。The main purpose of the embodiments of the present invention is to provide an equipment status assessment information system for a wind-solar-storage combined power generation system, so as to provide a technology capable of evaluating the health status of various power equipment operating states in the wind-solar-storage combined power generation system.
为了实现上述目的,本发明实施例提供一种风光储联合发电系统设备状态评估信息系统,包括:数据录入单元、风电分系统评估单元、光伏分系统评估单元和储能分系统评估单元;其中,In order to achieve the above purpose, an embodiment of the present invention provides an equipment status evaluation information system for a wind-solar-storage combined power generation system, including: a data entry unit, a wind power subsystem evaluation unit, a photovoltaic subsystem evaluation unit, and an energy storage subsystem evaluation unit; wherein,
所述数据录入单元具体包括:The data entry unit specifically includes:
数据输入接口,用于接收风电设备基础监控数据、光伏设备基础监控数据和储能设备基础监控数据;Data input interface, used to receive basic monitoring data of wind power equipment, basic monitoring data of photovoltaic equipment and basic monitoring data of energy storage equipment;
数据存储模块,连接所述数据输入接口,用于存储所述风电设备基础监控数据、光伏设备基础监控数据、储能设备基础监控数据;A data storage module, connected to the data input interface, for storing the basic monitoring data of the wind power equipment, the basic monitoring data of the photovoltaic equipment, and the basic monitoring data of the energy storage equipment;
所述风电分系统评估单元具体包括:The wind power subsystem evaluation unit specifically includes:
风电指标计算模块,连接所述数据存储模块,用于根据所述风电设备基础监控数据,计算风电设备的可靠性指标和性能指标;The wind power index calculation module is connected to the data storage module, and is used to calculate the reliability index and performance index of the wind power equipment according to the basic monitoring data of the wind power equipment;
风电状态分级模块,连接所述风电指标计算模块,用于根据所述风电设备的可靠性指标和性能指标,对风电设备的状态进行分级;A wind power state grading module, connected to the wind power index calculation module, for grading the state of the wind power equipment according to the reliability index and performance index of the wind power equipment;
风电状态预警模块,连接所述风电状态分级模块,用于根据所述风电设备的状态级别进行报警;A wind power state early warning module, connected to the wind power state grading module, for giving an alarm according to the state level of the wind power equipment;
风电检修决策模块,连接所述风电指标计算模块,用于根据所述风电设备的可靠性指标和性能指标,确定风电设备的缺陷位置,并给出缺陷消除策略;The wind power maintenance decision-making module is connected to the wind power index calculation module, and is used to determine the defect location of the wind power equipment according to the reliability index and performance index of the wind power equipment, and give a defect elimination strategy;
风电状态评估模块,连接所述风电指标计算模块,用于根据所述风电设备的可靠性指标和性能指标,生成风电分系统的状态评估报告;A wind power state evaluation module, connected to the wind power index calculation module, for generating a state evaluation report of the wind power subsystem according to the reliability index and performance index of the wind power equipment;
所述光伏分系统评估单元具体包括:The photovoltaic subsystem evaluation unit specifically includes:
光伏指标计算模块,连接所述数据存储模块,用于根据所述光伏设备基础监控数据,生成光伏设备的可靠性指标和性能指标;The photovoltaic index calculation module is connected to the data storage module, and is used to generate the reliability index and performance index of the photovoltaic equipment according to the basic monitoring data of the photovoltaic equipment;
光伏状态分级模块,连接所述光伏指标计算模块,用于根据所述光伏设备的可靠性指标和性能指标,对光伏设备的状态进行分级;A photovoltaic state grading module, connected to the photovoltaic index calculation module, for grading the state of the photovoltaic equipment according to the reliability index and performance index of the photovoltaic equipment;
光伏状态预警模块,连接所述光伏状态分级模块,用于根据所述光伏设备的状态级别进行报警;A photovoltaic state early warning module, connected to the photovoltaic state grading module, for alarming according to the state level of the photovoltaic equipment;
光伏检修决策模块,连接所述光伏指标计算模块,用于根据所述光伏设备的可靠性指标和性能指标,确定影响光伏设备正常运行的缺陷位置,并给出缺陷消除策略;The photovoltaic maintenance decision-making module is connected to the photovoltaic index calculation module, and is used to determine the defect location that affects the normal operation of the photovoltaic equipment according to the reliability index and performance index of the photovoltaic equipment, and to provide a defect elimination strategy;
光伏状态评估模块,连接所述光伏指标计算模块,用于根据所述光伏设备的可靠性指标和性能指标,生成光伏分系统的状态评估报告;A photovoltaic state evaluation module, connected to the photovoltaic index calculation module, for generating a state evaluation report of the photovoltaic subsystem according to the reliability index and performance index of the photovoltaic equipment;
所述储能分系统评估单元具体包括:The evaluation unit of the energy storage subsystem specifically includes:
储能指标计算模块,连接所述数据存储模块,用于根据所述储能设备基础监控数据,生成储能设备的可靠性指标和性能指标;The energy storage index calculation module is connected to the data storage module, and is used to generate the reliability index and performance index of the energy storage device according to the basic monitoring data of the energy storage device;
储能状态分级模块,连接所述储能指标计算模块,用于根据所述储能设备的可靠性指标和性能指标,对储能设备的状态进行分级;An energy storage state grading module, connected to the energy storage index calculation module, for grading the state of the energy storage device according to the reliability index and performance index of the energy storage device;
储能状态预警模块,连接所述储能状态分级模块,用于根据所述储能设备的状态级别进行报警;An energy storage state early warning module, connected to the energy storage state grading module, for giving an alarm according to the state level of the energy storage device;
储能检修决策模块,连接所述储能指标计算模块,用于根据所述储能设备的可靠性指标和性能指标,确定影响储能设备正常运行的缺陷位置,并给出缺陷消除策略;The energy storage maintenance decision-making module is connected to the energy storage index calculation module, and is used to determine the defect location that affects the normal operation of the energy storage device according to the reliability index and performance index of the energy storage device, and to provide a defect elimination strategy;
储能状态评估模块,连接所述储能指标计算模块,用于根据所述储能设备的可靠性指标和性能指标,生成储能分系统的状态评估报告。The energy storage state evaluation module is connected to the energy storage index calculation module, and is used to generate a state evaluation report of the energy storage subsystem according to the reliability index and performance index of the energy storage device.
借助于上述技术方案,本发明首先通过数据录入单元在线或离线获取风电设备/光伏设备/储能设备的基础监控数据,然后再分别通过风电分系统评估单元、光伏分系统评估单元和储能分系统评估单元利用这些基础监控数据计算风电设备/光伏设备/储能设备的可靠性指标和性能指标,进而利用预先制定的设备状态级别判断标准,确定风电设备/光伏设备/储能设备的状态级别,相比于现有技术,本发明实施例可以自动评估各类型设备运行状态的健康状况,提供不良状态的预警功能,给出缺陷消除策略,优化设备运行,从而提升了发电单位的运维管理水平,降低运维成本,提高了设备的可利用率,延长了设备的维护周期。With the help of the above technical solution, the present invention first obtains the basic monitoring data of wind power equipment/photovoltaic equipment/energy storage equipment online or offline through the data entry unit, and then respectively through the wind power subsystem evaluation unit, photovoltaic subsystem evaluation unit and energy storage The system evaluation unit uses these basic monitoring data to calculate the reliability index and performance index of wind power equipment/photovoltaic equipment/energy storage equipment, and then uses the pre-established equipment status level judgment standards to determine the status level of wind power equipment/photovoltaic equipment/energy storage equipment , compared with the prior art, the embodiment of the present invention can automatically evaluate the health status of various types of equipment operating status, provide an early warning function for bad status, provide defect elimination strategies, and optimize equipment operation, thereby improving the operation and maintenance management of power generation units Level, reduce operation and maintenance costs, improve the availability of equipment, and extend the maintenance cycle of equipment.
附图说明Description of drawings
为了更清楚地说明本发明实施例或现有技术中的技术方案,下面将对实施例描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动性的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the following will briefly introduce the accompanying drawings that need to be used in the description of the embodiments. Obviously, the accompanying drawings in the following description are only of the present invention. For some embodiments, those of ordinary skill in the art can also obtain other drawings based on these drawings without paying creative efforts.
图1是本发明提供的风光储联合发电系统设备状态评估信息系统的结构框图;Fig. 1 is a structural block diagram of the equipment status evaluation information system of the wind-solar-storage combined power generation system provided by the present invention;
图2是本发明提供的数据录入单元的结构框图;Fig. 2 is the structural block diagram of the data entry unit provided by the present invention;
图3是本发明提供的风电分系统评估单元的结构框图;Fig. 3 is the structural block diagram of the wind power subsystem evaluation unit provided by the present invention;
图4是本发明提供的光伏分系统评估单元的结构框图;Fig. 4 is the structural block diagram of the photovoltaic subsystem evaluation unit provided by the present invention;
图5是本发明提供的储能分系统评估单元的结构框图;Fig. 5 is a structural block diagram of the evaluation unit of the energy storage subsystem provided by the present invention;
图6是本发明提供的设备状态级别判断标准示意图。Fig. 6 is a schematic diagram of the equipment status level judgment standard provided by the present invention.
具体实施方式Detailed ways
下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.
本发明提供一种风光储联合发电系统设备状态评估信息系统,如图1所示,该系统包括:数据录入单元11、风电分系统评估单元12、光伏分系统评估单元13和储能分系统评估单元14。The present invention provides an equipment status evaluation information system for a wind-solar-storage combined power generation system, as shown in Figure 1, the system includes: a
如图2所示,数据录入单元11具体包括:数据输入接口111、数据存储模块112。As shown in FIG. 2 , the
数据输入接口111,用于接收风电设备基础监控数据、光伏设备基础监控数据和储能设备基础监控数据。The data input interface 111 is used to receive basic monitoring data of wind power equipment, basic monitoring data of photovoltaic equipment and basic monitoring data of energy storage equipment.
具体的,风电设备基础监控数据是通过监控风电分系统中各风电设备的运行过程而获取的各类参数数据,例如:风电机组电压、电流、10min平均有功功率、10min平均风速、桨距角、风向角等。Specifically, the basic monitoring data of wind power equipment is various parameter data obtained by monitoring the operation process of each wind power equipment in the wind power subsystem, such as: wind turbine voltage, current, 10-min average active power, 10-min average wind speed, pitch angle, wind angle etc.
光伏设备基础监控数据是通过监控光伏分系统中各光伏设备的运行过程而获取的各类参数数据,例如:环境温度、湿度、风速、太阳辐照度;光伏组串输出电压、输出电流;汇流箱输出电压、输出电流;光伏逆变器输出电压、输出电流、10min平均有功功率等。The basic monitoring data of photovoltaic equipment is various parameter data obtained by monitoring the operation process of each photovoltaic equipment in the photovoltaic subsystem, such as: ambient temperature, humidity, wind speed, solar irradiance; photovoltaic string output voltage, output current; confluence Box output voltage, output current; photovoltaic inverter output voltage, output current, 10min average active power, etc.
储能设备基础监控数据是通过监控储能分系统中各储能设备的运行过程而获取的各类参数数据,例如:充放电瞬时电压、瞬时电流、电池温度、电池标定容量等。The basic monitoring data of energy storage equipment is various parameter data obtained by monitoring the operation process of each energy storage equipment in the energy storage subsystem, such as: charging and discharging instantaneous voltage, instantaneous current, battery temperature, battery calibration capacity, etc.
在一种较佳的实施例中,数据输入接口111为在线接口,其分别连接风机监控系统、光伏监控系统和储能监控系统,用于实时从所述风机监控系统获取所述风电设备基础监控数据,从所述光伏监控系统获取所述光伏设备基础监控数据,从所述储能监控系统获取所述储能设备基础监控数据。这种情况下,数据输入接口111支持在线接收实时变化的各类基础监控数据(即风电设备/光伏设备/储能设备基础监控数据),为系统的后续工作提供了可靠的数据基础,并且避免了用户手动导入数据的麻烦,系统自动化程度较高。In a preferred embodiment, the data input interface 111 is an online interface, which is respectively connected to the wind turbine monitoring system, the photovoltaic monitoring system and the energy storage monitoring system, and is used to obtain the basic monitoring information of the wind power equipment from the wind turbine monitoring system in real time. The basic monitoring data of the photovoltaic equipment is obtained from the photovoltaic monitoring system, and the basic monitoring data of the energy storage equipment is obtained from the energy storage monitoring system. In this case, the data input interface 111 supports online reception of various basic monitoring data that changes in real time (that is, wind power equipment/photovoltaic equipment/energy storage equipment basic monitoring data), which provides a reliable data basis for the follow-up work of the system and avoids It eliminates the trouble of users manually importing data, and the system has a high degree of automation.
在另一种较佳的实施例中,数据输入接口111还可以为离线接口,用于离线接收用户导入的风电设备基础监控数据、光伏设备基础监控数据、储能设备基础监控数据。这种情况下,数据输入接口111支持离线接收用户手动导入的各类基础监控数据,适用于该评估信息系统不支持与风机监控系统、光伏监控系统和储能监控系统相连接的情况,或者,连接风机监控系统、光伏监控系统和储能监控系统的网络出现故障而不能在线接收的情况。In another preferred embodiment, the data input interface 111 can also be an offline interface, which is used to offline receive basic monitoring data of wind power equipment, basic monitoring data of photovoltaic equipment, and basic monitoring data of energy storage equipment imported by users. In this case, the data input interface 111 supports off-line reception of various types of basic monitoring data manually imported by the user, which is applicable to the situation that the evaluation information system does not support connection with the wind turbine monitoring system, photovoltaic monitoring system and energy storage monitoring system, or, The network connecting the wind turbine monitoring system, photovoltaic monitoring system and energy storage monitoring system fails and cannot be received online.
数据存储模块112,连接所述数据输入接口111,用于存储所述风电设备基础监控数据、光伏设备基础监控数据、储能设备基础监控数据。The data storage module 112 is connected to the data input interface 111 and is used for storing the basic monitoring data of the wind power equipment, the basic monitoring data of the photovoltaic equipment, and the basic monitoring data of the energy storage equipment.
具体的,数据存储模块112包含独立的数据库,能够长期存储各类基础监控数据,支持随时调用历史数据的功能。Specifically, the data storage module 112 includes an independent database, which can store various basic monitoring data for a long time, and supports the function of calling historical data at any time.
在一种较佳的实施例中,数据录入单元11还包括:数据补充模块和/或数据修改模块。In a preferred embodiment, the
所述数据补充模块,连接所述数据存储模块112,用于接收用户输入的数据补充命令,并将所述数据补充命令中包含的补充数据增加到所述数据存储模块112存储的风电设备基础监控数据、光伏设备基础监控数据、储能设备基础监控数据中。The data supplement module, connected to the data storage module 112, is used to receive the data supplement command input by the user, and add the supplement data contained in the data supplement command to the basic monitoring of wind power equipment stored in the data storage module 112. data, basic monitoring data of photovoltaic equipment, and basic monitoring data of energy storage equipment.
具体的,数据补充模块提供了用户手动补充基础监控数据的功能,适用于当数据输入接口111在线接收或离线接收的各类基础监控数据出现缺失的情况。Specifically, the data supplement module provides a function for the user to manually supplement basic monitoring data, which is suitable for situations where various basic monitoring data received online or offline by the data input interface 111 are missing.
所述数据修改模块,连接所述数据存储模块112,用于接收用户输入的数据修改命令,并根据所述数据修改命令对所述数据存储模块112存储的风电设备基础监控数据、光伏设备基础监控数据、储能设备基础监控数据进行修改。The data modification module is connected to the data storage module 112, and is used to receive a data modification command input by a user, and perform basic monitoring data of wind power equipment and photovoltaic equipment basic monitoring data stored in the data storage module 112 according to the data modification command. Data and basic monitoring data of energy storage equipment are modified.
具体的,数据修改模块提供了用户手动修改各类基础监控数据的功能,例如,用户可根据实际需要对不满足精确度要求的数据进行精确度处理,或者,将明显偏离正常情况的数值剔除掉等。Specifically, the data modification module provides users with the function of manually modifying various basic monitoring data. For example, users can perform precision processing on data that does not meet the accuracy requirements according to actual needs, or remove values that obviously deviate from the normal situation. wait.
在一种较佳的实施例中,数据录入单元11还包括:格式转换模块,连接所述数据存储模块112,用于将所述数据存储模块112存储的风电设备基础监控数据、光伏设备基础监控数据和储能设备基础监控数据转换成预设格式。In a preferred embodiment, the
具体的,格式转换模块提供了根据后续处理的需要,对各类基础监控数据进行数据格式进行转换的功能。Specifically, the format conversion module provides the function of converting the data format of various basic monitoring data according to the needs of subsequent processing.
如图3所示,风电分系统评估单元12具体包括:风电指标计算模块121、风电状态分级模块122、风电状态预警模块123、风电检修决策模块124和风电状态评估模块125。As shown in FIG. 3 , the wind power
风电指标计算模块121,连接所述数据存储模块112,用于根据所述风电设备基础监控数据,计算风电设备的可靠性指标和性能指标。The wind power
具体的,风电指标计算模块121通过对一定时间长度内(例如以每6个月为一个时间长度)的风电设备基础监控数据进行统计、分析、计算,获得风电设备的可靠性指标和性能指标。Specifically, the wind power
本发明中,风电分系统评估单元12可采用平均无故障运行时间、时间可利用率、能量可利用率、检修平均无故障运行时间、可运行条件下设备连续运行时间中的一种作为风电设备的可靠性指标。In the present invention, the wind power
在一种较佳的实施例中,风电分系统评估单元12采用平均无故障运行时间作为风电设备的可靠性指标。In a preferred embodiment, the wind power
本发明中,风电分系统评估单元12可采用发电能力、功率特性保证率、功率特性一致性系数中的一种作为风电设备的性能指标。In the present invention, the wind power
在一种较佳的实施例中,风电分系统评估单元12采用发电能力作为风电设备的性能指标。In a preferred embodiment, the wind power
风电状态分级模块122,连接所述风电指标计算模块121,用于根据所述风电设备的可靠性指标和性能指标,对风电设备的状态进行分级。The wind power
具体的,风电状态分级模块122首先利用预先制定的风电设备可靠性指标判断标准,对所述风电设备的可靠性指标进行级别划分,以及,利用预先制定的风电设备性能指标判断标准,对所述风电设备的性能指标进行级别划分;然后,再利用预先制定的设备状态级别判断标准,综合风电设备的可靠性指标级别和性能指标级别,确定风电设备的状态级别。Specifically, the wind power
针对风电设备可靠性指标的级别划分,在一种较佳的实施例中,本发明利用预先设定的可靠性指标判断标准,将可靠性指标划分为正常、亚健康、严重三种级别。例如,针对可靠性指标,预先设定两个标准阈值,分别记为一级标准阈值和二级标准阈值;当可靠性指标小于一级标准阈值时,为正常级别;当可靠性指标大于等于一级标准阈值,且小于二级标准阈值时,为亚健康级别;当可靠性指标大于等于二级标准阈值时,为严重级别。Regarding the classification of reliability indexes of wind power equipment, in a preferred embodiment, the present invention divides the reliability indexes into three grades: normal, sub-healthy, and severe by using a preset reliability index judgment standard. For example, for the reliability index, two standard thresholds are preset, which are recorded as the first-level standard threshold and the second-level standard threshold; when the reliability index is less than the first-level standard threshold, it is a normal level; when the reliability index is greater than or equal to one When the reliability index is greater than or equal to the threshold of the second-level standard, it is the severe level.
类似的,针对风电设备性能指标的级别划分,在一种较佳的实施例中,本发明利用预先制定的性能指标判断标准,将性能指标划分为优、良、差三种级别。Similarly, for the classification of performance indexes of wind power equipment, in a preferred embodiment, the present invention divides performance indexes into three grades: excellent, good, and poor by using pre-established performance index judgment standards.
针对风电设备的状态级别划分,在一种较佳的实施例中,本发明利用预先制定的设备状态级别判断标准,将风电设备的状态划分为正常状态、亚健康状态、严重状态三种,并且,如图6所示,该预先制定的设备状态级别判断标准为:当可靠性指标为正常,且性能指标为优时,确定设备状态为正常状态;当可靠性指标为亚健康,或性能指标为良时,确定设备状态为亚健康状态;当可靠性指标为严重,或性能指标为差时,确定设备状态为严重状态。For the status level division of wind power equipment, in a preferred embodiment, the present invention uses the pre-established equipment status level judgment criteria to divide the status of wind power equipment into three types: normal state, sub-healthy state, and serious state, and , as shown in Figure 6, the pre-established equipment status level judgment standard is: when the reliability index is normal and the performance index is excellent, the equipment status is determined to be normal; when the reliability index is sub-healthy, or the performance index is When it is good, it is determined that the state of the equipment is sub-healthy; when the reliability index is serious, or the performance index is poor, it is determined that the state of the equipment is serious.
风电状态预警模块123,连接所述风电状态分级模块122,用于根据所述风电设备的状态级别进行报警。The wind power state
在一种较佳的实施例中,风电状态预警模块123提供了针对风电设备的亚健康状态和严重状态的预警功能。In a preferred embodiment, the wind power state
风电检修决策模块124,连接所述风电指标计算模块121,用于根据所述风电设备的可靠性指标和性能指标,确定风电设备的缺陷位置,并给出缺陷消除策略。The wind power maintenance decision-
具体的,风电设备的可靠性指标为亚健康级别或严重级别时,风电检修决策模块124提供自动对造成风电设备频繁故障的原因进行分析,对缺陷位置进行定位,并依据检修经验给出适当的缺陷消除策略(如预防性维护或更换部件)等功能;Specifically, when the reliability index of the wind power equipment is sub-health level or severe level, the wind power maintenance decision-
风电设备的性能指标为良级别或差级别时,风电检修决策提供自动分析外部环境因素、控制系统参数,必要时进行诊断性试验,有针对性得进行检修以恢复性能指标等功能。When the performance indicators of wind power equipment are good or poor, the wind power maintenance decision-making provides functions such as automatic analysis of external environmental factors, control system parameters, diagnostic tests when necessary, and targeted maintenance to restore performance indicators.
风电状态评估模块125,连接所述风电指标计算模块121,用于根据所述风电设备的可靠性指标和性能指标,生成风电分系统的状态评估报告。The wind power
具体的,在风电指标计算模块121计算可靠性指标、性能指标,以及风电状态分级模块122对风电设备的状态进行分级之后,风电状态评估模块125应出具一份状态评估报告,以供用户查阅。Specifically, after the wind power
在一种较佳的实施例中,为使评估报告格式统一,方便用户查阅,可预先制定一种风电设备状态评估报告模板,风电状态评估模块125即可根据该模板生成风电设备状态评估报告。In a preferred embodiment, in order to make the assessment report format uniform and easy for users to refer to, a wind power equipment status assessment report template can be prepared in advance, and the wind power
除以上各种功能模块之外,在一种较佳的实施例中,风电分系统评估单元12还包括:In addition to the above various functional modules, in a preferred embodiment, the wind power
风电指标查询模块,连接所述风电指标计算模块121,用于接收用户输入的风电设备指标查询命令,根据所述风电设备查询命令解析用户欲查询的时间段及具体风电设备,并将所述时间段内,所述具体风电设备对应的可靠性指标和性能指标显示给用户。The wind power index query module, connected to the wind power
具体的,风电指标查询模块提供给用户查询某一具体时间段内、某些具体风电设备的可靠性指标和性能指标的功能,利用风电指标查询模块,用户只需输入需要查询的时间段和具体风电设备的编号,即可查询相应的历史指标数据。Specifically, the wind power index query module provides the user with the function of querying the reliability index and performance index of some specific wind power equipment within a specific time period. Using the wind power index query module, the user only needs to input the time period and specific Wind power equipment number, you can query the corresponding historical index data.
如图4所示,光伏分系统评估单元13具体包括:光伏指标计算模块131、光伏状态分级模块132、光伏状态预警模块133、光伏检修决策模块134和光伏状态评估模块135。As shown in FIG. 4 , the photovoltaic
光伏指标计算模块131,连接所述数据存储模块112,用于根据所述的光伏设备基础监控数据,生成光伏设备的可靠性指标和性能指标。The photovoltaic
具体的,光伏指标计算模块131通过对一定时间长度内(例如以每6个月为一个时间长度)的光伏设备基础监控数据进行统计、分析、计算,获得光伏设备的可靠性指标和性能指标。Specifically, the photovoltaic
本发明中,光伏分系统评估单元13可采用平均无故障运行时间、时间可利用率、能量可利用率、检修平均无故障运行时间、可运行条件下设备连续运行时间中的一种作为光伏设备的可靠性指标。In the present invention, the photovoltaic
在一种较佳的实施例中,光伏分系统评估单元13采用平均无故障运行时间作为光伏设备的可靠性指标。In a preferred embodiment, the photovoltaic
本发明中,光伏分系统评估单元13可采用发电能力、功率特性保证率、功率特性一致性系数中的一种作为光伏设备的性能指标。In the present invention, the photovoltaic
在一种较佳的实施例中,光伏分系统评估单元13采用发电能力作为光伏设备的性能指标。In a preferred embodiment, the photovoltaic
光伏状态分级模块132,连接所述光伏指标计算模块131,用于根据所述光伏设备的可靠性指标和性能指标,对光伏设备的状态进行分级。The photovoltaic
具体的,光伏状态分级模块132首先利用预先制定的光伏设备可靠性指标判断标准,对所述光伏设备的可靠性指标进行级别划分,以及,利用预先制定的光伏设备性能指标判断标准,对所述光伏设备的性能指标进行级别划分;然后,再利用预先制定的设备状态级别判断标准,综合光伏设备的可靠性指标级别和性能指标级别,确定光伏设备的状态级别。Specifically, the photovoltaic
针对光伏设备可靠性指标的级别划分,在一种较佳的实施例中,本发明利用预先设定的可靠性指标判断标准,将可靠性指标划分为正常、亚健康、严重三种级别。例如,针对可靠性指标,预先设定两个标准阈值,分别记为一级标准阈值和二级标准阈值;当可靠性指标小于一级标准阈值时,为正常级别;当可靠性指标大于等于一级标准阈值,且小于二级标准阈值时,为亚健康级别;当可靠性指标大于等于二级标准阈值时,为严重级别。Regarding the classification of reliability indexes of photovoltaic equipment, in a preferred embodiment, the present invention divides the reliability indexes into three levels: normal, sub-healthy and serious by using the preset reliability index judgment criteria. For example, for the reliability index, two standard thresholds are preset, which are recorded as the first-level standard threshold and the second-level standard threshold; when the reliability index is less than the first-level standard threshold, it is a normal level; when the reliability index is greater than or equal to one When the reliability index is greater than or equal to the threshold of the second-level standard, it is the severe level.
类似的,针对光伏设备性能指标的级别划分,在一种较佳的实施例中,本发明利用预先制定的性能指标判断标准,将性能指标划分为优、良、差三种级别。Similarly, for the classification of performance indexes of photovoltaic equipment, in a preferred embodiment, the present invention uses pre-established performance index judgment standards to classify performance indexes into three levels: excellent, good, and poor.
针对光伏设备的状态级别划分,在一种较佳的实施例中,本发明利用预先制定的设备状态级别判断标准,将光伏设备的状态划分为正常状态、亚健康状态、严重状态三种,并且,如图6所示,该预先制定的设备状态级别判断标准为:当可靠性指标为正常,且性能指标为优时,确定设备状态为正常状态;当可靠性指标为亚健康,或性能指标为良时,确定设备状态为亚健康状态;当可靠性指标为严重,或性能指标为差时,确定设备状态为严重状态。For the classification of the state level of photovoltaic equipment, in a preferred embodiment, the present invention uses the pre-established equipment state level judgment standard to divide the state of photovoltaic equipment into three types: normal state, sub-health state, and serious state, and , as shown in Figure 6, the pre-established equipment status level judgment standard is: when the reliability index is normal and the performance index is excellent, the equipment status is determined to be normal; when the reliability index is sub-healthy, or the performance index is When it is good, it is determined that the state of the equipment is sub-healthy; when the reliability index is serious, or the performance index is poor, it is determined that the state of the equipment is serious.
光伏状态预警模块133,连接所述光伏状态分级模块132,用于根据所述光伏设备的状态级别进行报警。The photovoltaic state
在一种较佳的实施例中,光伏状态预警模块133提供了针对光伏设备的亚健康状态和严重状态的预警功能。In a preferred embodiment, the photovoltaic state
光伏检修决策模块134,连接所述光伏指标计算模块131,用于根据所述光伏设备的可靠性指标和性能指标,确定影响光伏设备正常运行的缺陷位置,并给出缺陷消除策略。The photovoltaic maintenance decision-
具体的,光伏设备的可靠性指标为亚健康级别或严重级别时,光伏检修决策模块134提供自动对造成光伏设备频繁故障的原因进行分析,对缺陷位置进行定位,并依据检修经验给出适当的缺陷消除策略(如预防性维护或更换部件)等功能;Specifically, when the reliability index of photovoltaic equipment is sub-health level or serious level, the photovoltaic maintenance decision-
光伏设备的性能指标为良级别或差级别时,光伏检修决策提供自动分析外部环境因素、控制系统参数,必要时进行诊断性试验,有针对性得进行检修以恢复性能指标等功能。When the performance index of photovoltaic equipment is good or poor, photovoltaic maintenance decision-making provides functions such as automatic analysis of external environmental factors, control system parameters, diagnostic tests when necessary, and targeted maintenance to restore performance indicators.
光伏状态评估模块135,连接所述光伏指标计算模块131,用于根据所述光伏设备的可靠性指标和性能指标,生成光伏分系统的状态评估报告;The photovoltaic
具体的,在光伏指标计算模块131计算可靠性指标、性能指标,以及光伏状态分级模块132对光伏设备的状态进行分级之后,光伏状态评估模块135应出具一份状态评估报告,以供用户查阅。Specifically, after the photovoltaic
在一种较佳的实施例中,为使评估报告格式统一,方便用户查阅,可预先制定一种光伏设备状态评估报告模板,光伏状态评估模块135即可根据该模板生成光伏设备状态评估报告。In a preferred embodiment, in order to make the assessment report format uniform and easy for users to refer to, a photovoltaic equipment status assessment report template can be prepared in advance, and the photovoltaic equipment
除以上各种功能模块之外,在一种较佳的实施例中,光伏分系统评估单元13还包括:In addition to the above various functional modules, in a preferred embodiment, the photovoltaic
光伏指标查询模块,连接所述光伏指标计算模块131,用于接收用户输入的光伏设备指标查询命令,根据所述光伏设备查询命令解析用户欲查询的时间段及具体光伏设备,并将所述时间段内,所述具体光伏设备对应的可靠性指标和性能指标显示给用户。The photovoltaic index query module, connected to the photovoltaic
具体的,光伏指标查询模块提供给用户查询某一具体时间段内、某些具体光伏设备的可靠性指标和性能指标的功能,利用光伏指标查询模块,用户只需输入需要查询的时间段和具体光伏设备的编号,即可查询相应的历史指标数据。Specifically, the photovoltaic index query module provides the user with the function of querying the reliability index and performance index of some specific photovoltaic equipment within a specific time period. Using the photovoltaic index query module, the user only needs to input the time period and specific You can query the corresponding historical index data by entering the serial number of the photovoltaic equipment.
如图5所示,储能分系统评估单元14具体包括:储能指标计算模块141、储能状态分级模块142、储能状态预警模块143、储能检修决策模块144和储能状态评估模块145。As shown in Figure 5, the energy storage
储能指标计算模块141,连接所述数据存储模块112,用于根据所述储能设备基础监控数据,生成储能设备的可靠性指标和性能指标。The energy storage
具体的,储能指标计算模块141通过对一定时间长度内(例如以每6个月为一个时间长度)的储能设备基础监控数据进行统计、分析、计算,获得储能设备的可靠性指标和性能指标。Specifically, the energy storage
本发明中,储能分系统评估单元14可采用平均无故障运行时间、时间可利用率、能量可利用率、检修平均无故障运行时间、可运行条件下设备连续运行时间中的一种作为储能设备的可靠性指标。In the present invention, the
在一种较佳的实施例中,储能分系统评估单元14采用平均无故障运行时间作为储能设备的可靠性指标。In a preferred embodiment, the energy storage
本发明中,储能分系统评估单元14可采用储能电池实际容量、充放电效率中的一种作为储能设备的性能指标。In the present invention, the energy storage
在一种较佳的实施例中,储能分系统评估单元14采用储能电池实际容量作为储能设备的性能指标。In a preferred embodiment, the energy storage
储能状态分级模块142,连接所述储能指标计算模块141,用于根据所述储能设备的可靠性指标和性能指标,对储能设备的状态进行分级。The energy storage
具体的,储能状态分级模块142首先利用预先制定的储能设备可靠性指标判断标准,对所述储能设备的可靠性指标进行级别划分,以及,利用预先制定的储能设备性能指标判断标准,对所述储能设备的性能指标进行级别划分;然后,再利用预先制定的设备状态级别判断标准,综合储能设备的可靠性指标级别和性能指标级别,确定储能设备的状态级别。Specifically, the energy storage
针对储能设备可靠性指标的级别划分,在一种较佳的实施例中,本发明利用预先设定的可靠性指标判断标准,将可靠性指标划分为正常、亚健康、严重三种级别。例如,针对可靠性指标,预先设定两个标准阈值,分别记为一级标准阈值和二级标准阈值;当可靠性指标小于一级标准阈值时,为正常级别;当可靠性指标大于等于一级标准阈值,且小于二级标准阈值时,为亚健康级别;当可靠性指标大于等于二级标准阈值时,为严重级别。With regard to the classification of reliability indexes of energy storage equipment, in a preferred embodiment, the present invention divides the reliability indexes into three grades: normal, sub-healthy, and serious by using preset reliability index judgment standards. For example, for the reliability index, two standard thresholds are preset, which are recorded as the first-level standard threshold and the second-level standard threshold; when the reliability index is less than the first-level standard threshold, it is a normal level; when the reliability index is greater than or equal to one When the reliability index is greater than or equal to the threshold of the second-level standard, it is the severe level.
类似的,针对储能设备性能指标的级别划分,在一种较佳的实施例中,本发明利用预先制定的性能指标判断标准,将性能指标划分为优、良、差三种级别。Similarly, for the classification of energy storage device performance indexes, in a preferred embodiment, the present invention uses pre-established performance index judgment standards to classify performance indexes into three levels: excellent, good, and poor.
针对储能设备的状态级别划分,在一种较佳的实施例中,本发明利用预先制定的设备状态级别判断标准,将储能设备的状态划分为正常状态、亚健康状态、严重状态三种,并且,如图6所示,该预先制定的设备状态级别判断标准为:当可靠性指标为正常,且性能指标为优时,确定设备状态为正常状态;当可靠性指标为亚健康,或性能指标为良时,确定设备状态为亚健康状态;当可靠性指标为严重,或性能指标为差时,确定设备状态为严重状态。Aiming at the status level division of energy storage equipment, in a preferred embodiment, the present invention uses the pre-established equipment status level judgment criteria to divide the status of energy storage equipment into three types: normal state, sub-healthy state, and serious state , and, as shown in Figure 6, the pre-established equipment status level judgment standard is: when the reliability index is normal and the performance index is excellent, the equipment status is determined to be normal; when the reliability index is sub-healthy, or When the performance index is good, determine the state of the equipment as a sub-health state; when the reliability index is serious, or the performance index is poor, determine the state of the equipment as a serious state.
储能状态预警模块143,连接所述储能状态分级模块142,用于根据所述储能设备的状态级别进行报警。The energy storage state
在一种较佳的实施例中,储能状态预警模块143提供了针对储能设备的亚健康状态和严重状态的预警功能。In a preferred embodiment, the energy storage state
储能检修决策模块144,连接所述储能指标计算模块141,用于根据所述储能设备的可靠性指标和性能指标,确定影响储能设备正常运行的缺陷位置,并给出缺陷消除策略。The energy storage maintenance decision-
具体的,储能设备的可靠性指标为亚健康级别或严重级别时,储能检修决策模块144提供自动对造成储能设备频繁故障的原因进行分析,对缺陷位置进行定位,并依据检修经验给出适当的缺陷消除策略(如预防性维护或更换部件)等功能;Specifically, when the reliability index of the energy storage equipment is at the sub-health level or severe level, the energy storage maintenance decision-
储能设备的性能指标为良级别或差级别时,储能检修决策提供自动分析外部环境因素、控制系统参数,必要时进行诊断性试验,有针对性得进行检修以恢复性能指标等功能。When the performance index of the energy storage equipment is good or poor, the energy storage maintenance decision provides functions such as automatic analysis of external environmental factors, control system parameters, diagnostic tests when necessary, and targeted maintenance to restore performance indicators.
储能状态评估模块145,连接所述储能指标计算模块141,用于根据所述储能设备的可靠性指标和性能指标,生成储能分系统的状态评估报告。The energy storage
具体的,在储能指标计算模块141计算可靠性指标、性能指标,以及储能状态分级模块142对储能设备的状态进行分级之后,储能状态评估模块145应出具一份状态评估报告,以供用户查阅。Specifically, after the energy storage
在一种较佳的实施例中,为使评估报告格式统一,方便用户查阅,可预先制定一种储能设备状态评估报告模板,储能状态评估模块145即可根据该模板生成储能设备状态评估报告。In a preferred embodiment, in order to make the evaluation report format uniform and convenient for users to refer to, an energy storage device status evaluation report template can be prepared in advance, and the energy storage
除以上各种功能模块之外,在一种较佳的实施例中,储能分系统评估单元14还包括:In addition to the above various functional modules, in a preferred embodiment, the energy storage
储能指标查询模块,连接所述储能指标计算模块141,用于接收用户输入的储能设备指标查询命令,根据所述储能设备查询命令解析用户欲查询的时间段及具体储能设备,并将所述时间段内,所述具体储能设备对应的可靠性指标和性能指标显示给用户。The energy storage index query module is connected to the energy storage
具体的,储能指标查询模块提供给用户查询某一具体时间段内、某些具体储能设备的可靠性指标和性能指标的功能,利用储能指标查询模块,用户只需输入需要查询的时间段和具体储能设备的编号,即可查询相应的历史指标数据。Specifically, the energy storage index query module provides the user with the function of querying the reliability index and performance index of some specific energy storage equipment within a specific time period. Using the energy storage index query module, the user only needs to input the time to be queried The corresponding historical indicator data can be queried through the number of the segment and the specific energy storage device.
综上所述,本发明实施例提供的风光储联合发电系统设备状态评估信息系统具有以下有益效果:In summary, the equipment status evaluation information system of the wind-solar-storage combined power generation system provided by the embodiment of the present invention has the following beneficial effects:
(1)支持在线和离线两种模式接收风电设备/光伏设备/储能设备基础监控数据的功能;(1) Support the function of receiving basic monitoring data of wind power equipment/photovoltaic equipment/energy storage equipment in both online and offline modes;
(2)支持对风电设备/光伏设备/储能设备基础监控数据进行格式转换、补充、修改等功能;(2) Support functions such as format conversion, supplementation, and modification of basic monitoring data of wind power equipment/photovoltaic equipment/energy storage equipment;
(3)支持根据风电设备/光伏设备/储能设备基础监控数据,自动计算风电设备/光伏设备/储能设备的可靠性指标和性能指标的功能;(3) Support the function of automatically calculating the reliability index and performance index of wind power equipment/photovoltaic equipment/energy storage equipment based on the basic monitoring data of wind power equipment/photovoltaic equipment/energy storage equipment;
(4)支持自动对风电设备/光伏设备/储能设备的运行状态进行评估的功能;(4) Support the function of automatically evaluating the operating status of wind power equipment/photovoltaic equipment/energy storage equipment;
(5)支持对风电设备/光伏设备/储能设备的不良状态进行报警的功能;(5) Support the function of alarming the bad state of wind power equipment/photovoltaic equipment/energy storage equipment;
(6)支持故障分析、定位缺陷位置、提供缺陷消除策略的功能;(6) Functions that support fault analysis, locate defect locations, and provide defect elimination strategies;
(7)支持出具风电分系统/光伏分系统/储能分系统的状态评估报告的功能;(7) Support the function of issuing status assessment reports for wind power subsystems/photovoltaic subsystems/energy storage subsystems;
(8)提高了设备的可利用率,延长了设备的维护周期;(8) Improve the availability of equipment and prolong the maintenance cycle of equipment;
(9)提升了发电单位的运维管理水平,降低运维成本。(9) Improve the operation and maintenance management level of power generation units and reduce operation and maintenance costs.
以上所述的具体实施例,对本发明的目的、技术方案和有益效果进行了进一步详细说明,所应理解的是,以上所述仅为本发明的具体实施例而已,并不用于限定本发明的保护范围,凡在本发明的精神和原则之内,所做的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The specific embodiments described above have further described the purpose, technical solutions and beneficial effects of the present invention in detail. It should be understood that the above descriptions are only specific embodiments of the present invention and are not intended to limit the scope of the present invention. Protection scope, within the spirit and principles of the present invention, any modification, equivalent replacement, improvement, etc., shall be included in the protection scope of the present invention.
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CN105514991A (en) * | 2015-12-08 | 2016-04-20 | 华北电力科学研究院有限责任公司 | New energy power station generating equipment health state determining method and apparatus |
CN107045548A (en) * | 2017-04-13 | 2017-08-15 | 南京南瑞继保电气有限公司 | A kind of system and method for calculating wind-powered electricity generation capacity usage ratio |
CN107045548B (en) * | 2017-04-13 | 2021-02-09 | 南京南瑞继保电气有限公司 | System and method for calculating wind power energy utilization rate |
CN109617135A (en) * | 2018-12-26 | 2019-04-12 | 四川大学 | Multi-objective decision-making method for power dispatching in hybrid power generation system |
CN113554264A (en) * | 2021-06-07 | 2021-10-26 | 华北电力科学研究院有限责任公司 | Alarm method and device for power generation equipment |
CN113554264B (en) * | 2021-06-07 | 2023-11-17 | 华北电力科学研究院有限责任公司 | Alarm method and device for power generation equipment |
CN114548654A (en) * | 2021-12-31 | 2022-05-27 | 华能山东发电有限公司 | A new energy supervision method and system based on big data platform |
CN115951732A (en) * | 2022-12-20 | 2023-04-11 | 铭派技术开发有限公司 | Temperature control system of smart radar host |
CN115951732B (en) * | 2022-12-20 | 2023-10-31 | 铭派技术开发有限公司 | Wisdom radar host computer temperature control system |
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