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CN110601374A - Power utilization management system and power utilization data monitoring method - Google Patents

Power utilization management system and power utilization data monitoring method Download PDF

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Publication number
CN110601374A
CN110601374A CN201910999334.7A CN201910999334A CN110601374A CN 110601374 A CN110601374 A CN 110601374A CN 201910999334 A CN201910999334 A CN 201910999334A CN 110601374 A CN110601374 A CN 110601374A
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data
power consumption
electrical equipment
power utilization
power
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孙立
黄兆桐
张相雨
田丽
杨明晓
洪福斌
曹紫薇
陈兴
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Guowang Xiongan Finance Technology Group Co Ltd
State Grid Agel Ecommerce Ltd
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Guowang Xiongan Finance Technology Group Co Ltd
State Grid Agel Ecommerce Ltd
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Abstract

本发明公开了一种用电管理系统及用电数据监测方法,在每个电器设备单元总线路上安装感知设备,每个感知设备将采集到的与之相匹配的电器设备单元的用电数据通过数据传输模块发送至服务器;服务器接收用电数据,根据预设的安全用电场景模型对用电数据进行评估,若用电数据满足风险预警条件,生成预警信息。通过在每个电器设备单元配置的感知设备,能够实时采集该电器设备单元的用电数据,并且能够基于安全用电场景模型实现对用电数据的智能、准确性分析,从而获得存在用电风险的用电设备信息和风险评估信息,进而实现了能够准确上报故障电器信息,消除潜在安全隐患,解决了人工排查故障风险效率低的问题。

The invention discloses a power consumption management system and a power consumption data monitoring method. A sensing device is installed on the bus line of each electrical equipment unit, and each sensing device passes the collected power consumption data of the matched electrical equipment unit through The data transmission module sends it to the server; the server receives the power consumption data, evaluates the power consumption data according to the preset safe power consumption scenario model, and generates early warning information if the power consumption data meets the risk warning conditions. Through the sensing device configured in each electrical equipment unit, the power consumption data of the electrical equipment unit can be collected in real time, and the intelligent and accurate analysis of the power consumption data can be realized based on the safe power consumption scene model, so as to obtain the risk of power consumption The electrical equipment information and risk assessment information can be used to accurately report faulty electrical equipment information, eliminate potential safety hazards, and solve the problem of low efficiency in manual troubleshooting.

Description

一种用电管理系统及用电数据监测方法A power consumption management system and power consumption data monitoring method

技术领域technical field

本发明涉及电力技术领域,特别是涉及一种用电管理系统及用电数据监测方法。The invention relates to the field of electric power technology, in particular to a power consumption management system and a power consumption data monitoring method.

背景技术Background technique

随着用电设备的种类越来越多,用电安全问题已经成为消防安全中的主要部分。为了能够保证用电设备的用电安全,现有技术中通常会使用电气火灾监控系统对用电设备进行监控。With more and more types of electrical equipment, electrical safety issues have become a major part of fire safety. In order to ensure the electricity safety of the electrical equipment, an electrical fire monitoring system is usually used to monitor the electrical equipment in the prior art.

目前电气火灾监控系统,主要包括一台主控机和若干个剩余电流式火灾报警装置、总线隔离器经双总线连接而成。当被保护线路中的剩余电流式火灾报警装置探测的接地故障电流超过预设值时,会生成对应的报警信号和控制信号。但是,在现有的电气火灾监控系统在发现用电异常时是直接切断电路电源,无法精确上报故障位置。并且,在排查故障位置时需要人工现场一次排查故障点并修复,耗费大量人力物力,使得最终的检修效率较低。At present, the electrical fire monitoring system mainly includes a main control computer, several residual current type fire alarm devices, and bus isolators connected by dual buses. When the ground fault current detected by the residual current fire alarm device in the protected line exceeds a preset value, a corresponding alarm signal and control signal will be generated. However, the existing electrical fire monitoring system directly cuts off the circuit power supply when abnormal power consumption is found, and cannot accurately report the fault location. Moreover, when checking the location of the fault, it is necessary to manually check and repair the fault point at one time on site, which consumes a lot of manpower and material resources, making the final repair efficiency low.

发明内容Contents of the invention

针对于上述问题,本发明提供一种用电管理系统及用电数据监测方法,实现了能够准确上报故障电器位置,消除潜在安全隐患,提高故障检修效率。In view of the above problems, the present invention provides a power consumption management system and a power consumption data monitoring method, which can accurately report the location of faulty electrical appliances, eliminate potential safety hazards, and improve troubleshooting efficiency.

为了实现上述目的,本发明提供了如下技术方案:In order to achieve the above object, the present invention provides the following technical solutions:

一种用电管理系统,该系统包括:A power consumption management system, the system comprising:

若干个电器设备单元、在每个电器设备单元总线路上安装的感知设备以及与所述感知设备连接的数据传输模块、与所述数据传输模块进行通讯连接的服务器;A plurality of electrical equipment units, a sensing device installed on the bus line of each electrical equipment unit, a data transmission module connected to the sensing device, and a server communicating with the data transmission module;

其中,每个所述感知设备将采集到的与之相匹配的用电设备单元的用电数据通过所述数据传输模块发送至所述服务器;Wherein, each of the sensing devices sends the collected power consumption data of the matching electric equipment unit to the server through the data transmission module;

所述服务器接收所述用电数据,根据预设的安全用电场景模型对所述用电数据进行评估,若所述用电数据满足风险预警条件,生成预警信息,所述预警信息用于指示存在用电风险的用电设备信息和风险评估信息。The server receives the power consumption data, evaluates the power consumption data according to a preset safe power consumption scenario model, and generates early warning information if the power consumption data satisfies risk warning conditions, and the early warning information is used to indicate Information and risk assessment information of electrical equipment with electrical risks.

可选地,所述感知设备包括电流互感器、剩余电流互感器、电压互感器和线路温度传感器;Optionally, the sensing device includes a current transformer, a residual current transformer, a voltage transformer and a line temperature sensor;

所述感知设备采集到的用电数据包括电压数据、电流数据和温度数据。The electricity consumption data collected by the sensing device includes voltage data, current data and temperature data.

可选地,所述数据传输模块包括无线数据传输模块和/或有线数据传输模块。Optionally, the data transmission module includes a wireless data transmission module and/or a wired data transmission module.

一种用电数据监测方法,该方法应用于上述任意一项所述的用电管理系统中的服务器,该方法包括:A method for monitoring electricity consumption data, the method is applied to the server in any one of the above-mentioned electricity consumption management systems, and the method includes:

获取各个电器设备单元对应的用电数据,所述用电数据为所述用电管理系统的感知设备针对电器设备单元采集获得的;Acquiring power consumption data corresponding to each electrical equipment unit, the power consumption data is collected by the sensing device of the power consumption management system for the electrical equipment unit;

根据预设的安全用电场景模型对所述用电数据进行评估,若所述用电数据满足风险预警条件,生成预警信息,所述预警信息用于指示存在用电风险的用电设备信息和风险评估信息;所述预设的安全用电场景模型为根据电气行业知识图谱、历史用电数据和历史用电设备故障事件作为训练样本,通过算法训练得到的。Evaluate the power consumption data according to the preset safe power consumption scenario model, if the power consumption data meets the risk early warning condition, generate early warning information, and the early warning information is used to indicate the information of the electrical equipment with power consumption risk and Risk assessment information; the preset safe power usage scenario model is obtained through algorithm training based on the electrical industry knowledge map, historical power consumption data and historical electrical equipment failure events as training samples.

可选地,所述获取各个电器设备单元对应的用电数据,包括:Optionally, the acquiring the electricity consumption data corresponding to each electrical equipment unit includes:

当目标电器设备加入到所述电器设备单元时,获取所述电器设备单元的用电数据,并根据所述用电数据识别得到所述目标电器设备的属性信息。When the target electrical equipment is added to the electrical equipment unit, the power consumption data of the electrical equipment unit is obtained, and the attribute information of the target electrical equipment is identified according to the power consumption data.

可选地,该方法还包括:Optionally, the method also includes:

获取电气行业知识图谱,所述电气行业知识图谱包括加入到所述电器设备单元中的用电设备的使用参数;Obtaining a knowledge map of the electrical industry, the knowledge map of the electrical industry includes the use parameters of the electrical equipment added to the electrical equipment unit;

获取所述用电设备使用参数的更新数据,并利用所述更新数据对所述电气行业知识图谱进行更新,使得能够利用更新的电气行业知识图谱训练得到安全用电场景模型。The update data of the use parameters of the electrical equipment is obtained, and the update data is used to update the electrical industry knowledge map, so that the updated electrical industry knowledge map can be used to train and obtain a safe electricity use scene model.

可选地,所述安全用电场景模型根据不同用电场景进行调整,使得调整后的安全用电场景模型适用于当前用电场景。Optionally, the safe power usage scenario model is adjusted according to different power usage scenarios, so that the adjusted safe power usage scenario model is applicable to the current power usage scenario.

可选地,所述风险预警条件包括:故障事件条件、用电变化趋势条件、安全用电标准条件或者用电场景规范条件中的一个或多个。Optionally, the risk warning conditions include: one or more of fault event conditions, power consumption trend conditions, safe power usage standard conditions, or power usage scenario specification conditions.

可选地,该方法还包括:Optionally, the method also includes:

利用所述安全用电场景模型对所述用电数据进行用电趋势分析,得到评估数据,所述评估数据用于对电器设备单元中的各个电器设备进行用电管理。Using the safe power consumption scenario model to analyze the power consumption data to obtain evaluation data, the evaluation data is used to manage the power consumption of each electrical equipment in the electrical equipment unit.

可选地,该方法还包括:Optionally, the method also includes:

根据所述评估数据,生成对所述电器设备单元中的目标电器设备的控制指令,所述控制指令用于实现控制所述目标电器设备的延时启动。According to the evaluation data, a control instruction for the target electrical equipment in the electrical equipment unit is generated, and the control instruction is used to control the delayed start of the target electrical equipment.

相较于现有技术,本发明提供了一种用电管理系统及用电数据监测方法,该系统包括:若干个电器设备单元、在每个电器设备单元总线路上安装的感知设备以及与感知设备连接的数据传输模块、与数据传输模块进行通讯连接的服务器;其中,每个感知设备将采集到的与之相匹配的用电设备单元的用电数据通过数据传输模块发送至服务器;服务器接收用电数据,根据预设的安全用电场景模型对用电数据进行评估,若用电数据满足风险预警条件,生成预警信息。通过在每个电器设备单元配置有感知设备,能够实时采集该电器设备单元的用电数据,并且能够基于安全用电场景模型实现对用电数据的智能、准确性分析,从而获得存在用电风险的用电设备和风险评估信息,进而实现了能够准确上报故障电器位置,消除安全隐患,解决了人工排查故障风险的效率低的问题。Compared with the prior art, the present invention provides a power consumption management system and a power consumption data monitoring method. The system includes: several electrical equipment units, a sensing device installed on the main line of each electrical equipment unit, and the sensing device The connected data transmission module, and the server that communicates with the data transmission module; wherein, each sensing device sends the collected power consumption data of the matching electric equipment unit to the server through the data transmission module; the server receives the For electricity data, the electricity consumption data is evaluated according to the preset safe electricity consumption scenario model, and if the electricity consumption data meets the risk warning conditions, early warning information is generated. By configuring each electrical equipment unit with a sensing device, the power consumption data of the electrical equipment unit can be collected in real time, and the intelligent and accurate analysis of the power consumption data can be realized based on the safe power consumption scene model, so as to obtain the risk of power consumption Electrical equipment and risk assessment information, and then realize the accurate reporting of the location of faulty electrical appliances, eliminate potential safety hazards, and solve the problem of low efficiency in manual troubleshooting of fault risks.

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,下面将对实施例或现有技术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的前提下,还可以根据提供的附图获得其他的附图。In order to more clearly illustrate the technical solutions in the embodiments of the present invention or the prior art, the following will briefly introduce the drawings that need to be used in the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description are only It is an embodiment of the present invention, and those skilled in the art can also obtain other drawings according to the provided drawings without creative work.

图1为本发明实施例提供的与用电管理系统对应的用电管理场景的示意图;FIG. 1 is a schematic diagram of a power management scenario corresponding to a power management system provided by an embodiment of the present invention;

图2为本发明实施例提供的一种用电数据监测方法流程示意图;Fig. 2 is a schematic flow chart of a method for monitoring electricity consumption data provided by an embodiment of the present invention;

图3为本发明实施例提供的一种应用安全用电场景模型的示意图;FIG. 3 is a schematic diagram of an application security power usage scenario model provided by an embodiment of the present invention;

图4为本发明实施例提供的用电安全态势感知的流程示意图;FIG. 4 is a schematic flow diagram of situational awareness of electricity safety provided by an embodiment of the present invention;

图5为本发明实施例提供的一种空调启动控制示意图。Fig. 5 is a schematic diagram of start-up control of an air conditioner provided by an embodiment of 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.

本发明的说明书和权利要求书及上述附图中的术语“第一”和“第二”等是用于区别不同的对象,而不是用于描述特定的顺序。此外术语“包括”和“具有”以及他们任何变形,意图在于覆盖不排他的包含。例如包含了一系列步骤或单元的过程、方法、系统、产品或设备没有设定于已列出的步骤或单元,而是可包括没有列出的步骤或单元。The terms "first" and "second" in the specification and claims of the present invention and the above drawings are used to distinguish different objects, rather than to describe a specific order. Furthermore, the terms "comprising" and "having", and any variations thereof, are intended to cover a non-exclusive inclusion. For example, a process, method, system, product or apparatus comprising a series of steps or units is not defined by listed steps or units, but may include unlisted steps or units.

在本发明实施例中提供了一种用电管理系统,该系统包括:In an embodiment of the present invention, a power consumption management system is provided, and the system includes:

若干个电器设备单元、在每个电器设备单元总线路上安装的感知设备以及与感知设备连接的数据传输模块、与数据传输模块进行通讯连接的服务器;Several electrical equipment units, sensing equipment installed on the bus line of each electrical equipment unit, a data transmission module connected to the sensing equipment, and a server communicating with the data transmission module;

其中,每个感知设备将采集到的与之相匹配的用电设备单元的用电数据通过数据传输模块发送至服务器;Wherein, each sensing device sends the collected power consumption data of the matching electric equipment unit to the server through the data transmission module;

服务器接收用电数据,根据预设的安全用电场景模型对用电数据进行评估,若用电数据满足风险预警条件,生成预警信息,预警信息用于指示存在用电风险的用电设备的位置和风险评估信息。The server receives the power consumption data and evaluates the power consumption data according to the preset safe power consumption scenario model. If the power consumption data meets the risk warning conditions, an early warning information is generated. The early warning information is used to indicate the location of the electrical equipment with power consumption risks and risk assessment information.

参见图1,其示出了本发明实施例提供的与用电管理系统对应的用电管理场景的示意图。在图1中,以生产区域、办公区域或生活区域的电器设备数量或种类划分为多个单元,即在可以根据电器设备的类别属性、工作区域以及电器设备的数量,将电器设备划分为多个用电单元,即电器设备单元,同时为每个电器设备单元配置一个感知设备。在另一种可能的实现方式中,若电器设备数量较少,或者为了实现更加精准的监测,可以为每一部电器设备都安装上对应的感知设备。具体的,感知设备包括电流互感器、剩余电流互感器、电压互感器和线路温度传感器。感知设备采集的用电数据通过数据传输模块上传至服务器,需要说明的是,在本发明实施例中的用电数据包括电压数据、电流数据、温度数据,也可以包括功率相关数据。具体的,数据传输模块可以为无线数据传输模块或有线数据传输模块或两者都有,即其工作方式可以为无线传输或有线传输或两者都有三种方式,进一步地,无线传输方式包括NB-IOT、4G、5G、Wifi、Bluetooth、Zigbee等,有线传输方式包括RS485、RS232、以太网、CAN等。Referring to FIG. 1 , it shows a schematic diagram of a power usage management scenario corresponding to a power usage management system provided by an embodiment of the present invention. In Figure 1, the number or types of electrical equipment in the production area, office area, or living area are divided into multiple units. Each electrical unit is an electrical equipment unit, and a sensing device is configured for each electrical equipment unit. In another possible implementation, if the number of electrical equipment is small, or to achieve more accurate monitoring, a corresponding sensing device may be installed for each electrical equipment. Specifically, the sensing device includes a current transformer, a residual current transformer, a voltage transformer and a line temperature sensor. The power consumption data collected by the sensing device is uploaded to the server through the data transmission module. It should be noted that the power consumption data in the embodiment of the present invention includes voltage data, current data, and temperature data, and may also include power-related data. Specifically, the data transmission module can be a wireless data transmission module or a wired data transmission module or both, that is, its working mode can be wireless transmission or wired transmission or both. Further, the wireless transmission mode includes NB -IOT, 4G, 5G, Wifi, Bluetooth, Zigbee, etc., wired transmission methods include RS485, RS232, Ethernet, CAN, etc.

数据传输模块将感知设备采集到的用电数据上传至服务器,即在服务器上实现了对用电数据的处理、监控和分析。具体的,可以通过搭载在服务器上的用电安全管理平台实现。在本发明实施例中的用电安全管理平台综合运用了人工智能技术、电气行业知识图谱和用电场景安全模型相关内容。实现用电安全态势感知、用电规章制度监管和电器协同安全控制。The data transmission module uploads the power consumption data collected by the sensing device to the server, that is, the processing, monitoring and analysis of the power consumption data are realized on the server. Specifically, it can be realized through a power consumption safety management platform mounted on a server. The power consumption safety management platform in the embodiment of the present invention comprehensively uses the artificial intelligence technology, the knowledge map of the electrical industry and the relevant content of the power consumption scene safety model. Realize situational awareness of electricity safety, supervision of electricity rules and regulations, and coordinated safety control of electrical appliances.

搭载在服务器上的用电安全管理平台根据预设的安全用电场景模型对用电数据进行评估,若用电数据满足风险预警条件,生成预警信息。该预警信息用于指示存在用电风险的用电设备的相关信息和风险评估信息。The power consumption safety management platform mounted on the server evaluates the power consumption data according to the preset safe power consumption scenario model, and generates early warning information if the power consumption data meets the risk warning conditions. The early warning information is used to indicate the relevant information and risk assessment information of the electrical equipment with electrical risk.

本发明提供了一种用电管理系统,该系统包括:若干个电器设备单元、在每个电器设备单元总线路上安装的感知设备以及与感知设备连接的数据传输模块、与数据传输模块进行通讯连接的服务器;其中,每个感知设备将采集到的与之相匹配的用电设备单元的用电数据通过数据传输模块发送至服务器;服务器接收用电数据,根据预设的安全用电场景模型对用电数据进行评估,若用电数据满足风险预警条件,生成预警信息。通过在每个电器设备单元配置有感知设备,能够实时采集该电器设备单元的用电数据,并且能够基于安全用电场景模型实现对用电数据的智能、准确性分析,从而获得存在用电风险的用电设备和风险评估信息,进而实现了能够准确上报故障电器信息,消除潜在安全隐患,解决了人工排查故障风险的效率低的问题。The invention provides a power consumption management system, which includes: several electrical equipment units, sensing equipment installed on the bus line of each electrical equipment unit, a data transmission module connected to the sensing equipment, and a communication connection with the data transmission module server; wherein, each sensing device sends the collected power consumption data of the matching electric equipment unit to the server through the data transmission module; the server receives the power consumption data and performs The electricity consumption data is evaluated, and if the electricity consumption data meets the risk warning conditions, early warning information is generated. By configuring each electrical equipment unit with a sensing device, the power consumption data of the electrical equipment unit can be collected in real time, and the intelligent and accurate analysis of the power consumption data can be realized based on the safe power consumption scene model, so as to obtain the risk of power consumption Electrical equipment and risk assessment information, and then realize the accurate reporting of faulty electrical information, eliminate potential safety hazards, and solve the problem of low efficiency in manual troubleshooting of fault risks.

需要说明的是,在本发明实施例中还提供了一种用电数据监测方法,参见图2,该方法应用于用电管理系统中的服务器,该方法包括:It should be noted that an embodiment of the present invention also provides a method for monitoring power consumption data, as shown in FIG. 2 , the method is applied to a server in a power consumption management system, and the method includes:

S101、获取各个电器设备单元对应的用电数据;S101. Obtain electricity consumption data corresponding to each electrical equipment unit;

所述用电数据为所述用电管理系统的感知设备针对电器设备单元采集获得的;The power consumption data is collected by the sensing device of the power consumption management system for the electrical equipment unit;

S102、根据预设的安全用电场景模型对所述用电数据进行评估,若所述用电数据满足风险预警条件,生成预警信息。S102. Evaluate the power consumption data according to a preset safe power consumption scenario model, and generate early warning information if the power consumption data meets risk warning conditions.

所述预警信息用于指示存在用电风险的用电设备和风险评估信息;所述预设的安全用电场景模型为根据电气行业知识图谱、历史用电数据和历史用电设备故障事件作为训练样本训练得到的。The early warning information is used to indicate the electrical equipment and risk assessment information with electricity risk; the preset safe electricity usage scenario model is based on the electrical industry knowledge map, historical electricity consumption data and historical electrical equipment failure events as training obtained from training samples.

具体地,预设的安全用电场景模型为根据电气行业知识图谱、历史用电数据和历史用电设备故障事件作为训练样本训练得到的。其中,电气行业知识图谱包括各种类、各型号用电设备的暂态功率、额定电压、额定电流、额定功率、最高线路温度、最大持续运行时长、累计使用年限、超负荷运行累计时长等参数。每种电器设备有独特的暂态功率,可以根据采集到的用电数据中该电器设备的接入或断开时的暂态功率能够分析出接入或断开的电器设备具体是哪种设备。Specifically, the preset safe power consumption scenario model is obtained by training according to the electrical industry knowledge map, historical power consumption data and historical electrical equipment failure events as training samples. Among them, the knowledge map of the electrical industry includes parameters such as transient power, rated voltage, rated current, rated power, maximum line temperature, maximum continuous operation time, cumulative service life, and cumulative overload operation time of various types and types of electrical equipment . Each type of electrical equipment has a unique transient power, which can be analyzed according to the transient power when the electrical equipment is connected or disconnected in the collected power consumption data. .

为了保证能够对用电数据的精准判断和监测,在本发明实施例中还包括:In order to ensure accurate judgment and monitoring of electricity consumption data, the embodiments of the present invention also include:

获取电气行业知识图谱,所述电气行业知识图谱包括加入到所述电器设备单元中的用电设备的使用参数;Obtaining a knowledge map of the electrical industry, the knowledge map of the electrical industry includes the use parameters of the electrical equipment added to the electrical equipment unit;

获取所述用电设备使用参数的更新数据,并利用所述更新数据对所述电气行业知识图谱进行更新,使得能够利用更新的电气行业知识图谱训练得到安全用电场景模型。The update data of the use parameters of the electrical equipment is obtained, and the update data is used to update the electrical industry knowledge map, so that the updated electrical industry knowledge map can be used to train and obtain a safe electricity use scene model.

具体的,可以利用人工智能技术自动从网络上爬取新电器设备的安全参数,以便不断完善到电气行业知识图谱中。用电场景安全模型针对场景内电器设备进行差异化监管,实现智能电器协同安全控制,进一步提高用电安全管理的精细化程度。Specifically, artificial intelligence technology can be used to automatically crawl the safety parameters of new electrical equipment from the Internet, so as to continuously improve it into the knowledge map of the electrical industry. The security model of the power consumption scene conducts differentiated supervision on the electrical equipment in the scene, realizes the coordinated safety control of smart appliances, and further improves the refinement of power consumption safety management.

需要说明的是,为了实现用电安全管理的精细化程度,所述安全用电场景模型能够根据不同用电场景,适应性调整安全用电策略。即实现根据不同的用电场景对安全用电场景模型的调整。It should be noted that, in order to realize the refinement of power consumption security management, the safe power consumption scenario model can adaptively adjust the safe power consumption strategy according to different power consumption scenarios. That is to realize the adjustment of the safe power consumption scenario model according to different power consumption scenarios.

具体的,参见图3,其示出了本发明实施例提供的一种应用安全用电场景模型的示意图。在时间节点1时,场景接入的用电设备包括电视机、浴霸、冰箱、空调、热水器等,此时有对应的安全用电模型1,对接入的用电设备实时监测;当在时间节点2时,利用电气行业知识图谱能够分析出新接入的是微波炉及型号,对应修改为安全用电模型2,对电视机、浴霸、冰箱、空调、热水器、微波炉等一同监测;当在时间节点3时,利用电气行业知识图谱能够判断出关闭的是空调及型号,对应修改为安全用电模型3,对电视机、浴霸、冰箱、热水器、微波炉等一同检测。需要说明的是,在时间节点2时,微波炉加入到当前电器设备单元中,则调用的安全用电模型2中会自适应加入微波炉安全用电策略;在时间节点3时,空调关闭则相当于空调退出当前电器设备单元,则调用的安全用电模型3中会自适应删除空调安全用电策略。Specifically, refer to FIG. 3 , which shows a schematic diagram of an application security power usage scenario model provided by an embodiment of the present invention. At time node 1, the electrical equipment connected to the scene includes TVs, Yuba, refrigerators, air conditioners, water heaters, etc. At this time, there is a corresponding safe electricity consumption model 1, which monitors the connected electrical equipment in real time; At node 2, using the knowledge map of the electrical industry, it can be analyzed that the newly connected microwave oven and its model are correspondingly modified to safe electricity consumption model 2, and the TV, Yuba, refrigerator, air conditioner, water heater, microwave oven, etc. are monitored together; At node 3, using the knowledge map of the electrical industry, it can be determined that the air conditioner and its model are turned off, and the corresponding modification is the safe electricity consumption model 3, and the TV, Yuba, refrigerator, water heater, microwave oven, etc. are detected together. It should be noted that, at time node 2, when the microwave oven is added to the current electrical equipment unit, the safety power consumption model 2 invoked will adaptively add the safe power consumption strategy of the microwave oven; at time node 3, when the air conditioner is turned off, it is equivalent to When the air conditioner exits the current electrical equipment unit, the safe power consumption policy of the air conditioner will be deleted adaptively in the invoked safe power consumption model 3.

在本发明实施例中还可以根据安全用电场景模型对用电数据进行用电趋势分析,得到评估数据,通过评估数据对电器设备单元中的各个电器设备进行用电管理。即实现了用电安全态势感知的目的。如图4所示,其示出了本发明实施例的用电安全态势感知的流程示意图。对当前场景的用电情况对应的用电数据进行获取,其中,针对各个用电设备的用电数据包括但不局限于:实际功率/额定功率,实际电流/额定电流,实际电压/额定电压,实际温度/温度上限等,还包括用电系统的禁止接入设备类型、线路使用年限和超负荷运行累计时等。通过用电安全场景模型对上述用电数据进行评估,具体的,用电安全场景模型结合历史故障事件、用电变化趋势、安全用电标准和当前场景的特殊规定,做出整体的态势评估和威胁评估,提前消除故障和风险。具体的,历史故障事件是指在同样的用电场景下之前发生故障时存储的功率、剩余电流、电压、电流、温度等指标;用电情况变化趋势指当前各项指标的变化趋势,并利用算法预测出未来走势,当预测有风险时及时预警;安全用电标准指国家或单位设定的用电规范。在经过整体安全态势感知后,综合做出响应预警。每种电器开启和关闭瞬间暂态是特定的,根据暂态可以判断是哪种电器设备加入/退出电网。该方法能够显著区分不同型号的用电设备,但同一型号的区分不明显,但是可以根据电器设备的型号缩小故障排查范围。In the embodiment of the present invention, it is also possible to analyze the power consumption trend of the power consumption data according to the safe power consumption scene model to obtain evaluation data, and manage the power consumption of each electrical device in the electrical device unit through the evaluation data. That is to say, the purpose of situational awareness of electricity safety is realized. As shown in FIG. 4 , it shows a schematic flowchart of situational awareness of power consumption security in an embodiment of the present invention. Acquire the power consumption data corresponding to the power consumption situation of the current scene, where the power consumption data for each power consumption device includes but not limited to: actual power/rated power, actual current/rated current, actual voltage/rated voltage, The actual temperature/temperature upper limit, etc., also includes the type of equipment that is prohibited from being connected to the power system, the service life of the line, and the cumulative time of overload operation. Evaluate the above power consumption data through the power consumption security scenario model. Specifically, the power consumption security scenario model combines historical fault events, power consumption change trends, safe power consumption standards and special regulations of the current scenario to make an overall situation assessment and analysis. Threat assessment to eliminate failures and risks in advance. Specifically, the historical fault event refers to the power, residual current, voltage, current, temperature and other indicators stored when a fault occurred before in the same power consumption scenario; the change trend of power consumption refers to the current change trend of various indicators, and uses The algorithm predicts the future trend, and warns in time when there is a risk in the prediction; the safe electricity use standard refers to the electricity use specification set by the country or the unit. After the overall security situation awareness, a comprehensive response and early warning is made. The transient state at the moment of opening and closing of each electrical appliance is specific, and according to the transient state, it can be judged which electrical equipment joins/exits the grid. This method can significantly distinguish different types of electrical equipment, but the same type of electrical equipment is not clearly distinguished, but the scope of troubleshooting can be narrowed according to the type of electrical equipment.

通过本发明实施例提供的用电数据监测方法可以实现用电规章制度在线监管,基于电气行业知识图谱进行用电规范推理,用于监测办公场所电器的违法接入、商户违规经营、租房用途欺诈、线路私自扩容等,解决用电规章制度执行监管难题。具体地,用电规章制度规定接入电器设备的黑/白名单;电气行业知识图谱能够监测接入的电器种类和型号,经过知识抽取和融合关联能够分析得到分析报告。The electricity usage data monitoring method provided by the embodiment of the present invention can realize online supervision of electricity usage rules and regulations, conduct electricity usage specification reasoning based on the knowledge map of the electrical industry, and be used to monitor illegal access of electrical appliances in office places, illegal operation of merchants, and fraud for renting houses , Unauthorized expansion of lines, etc., to solve the problem of supervision of the implementation of electricity rules and regulations. Specifically, the electricity rules and regulations stipulate the black/white list of connected electrical equipment; the knowledge map of the electrical industry can monitor the types and models of connected electrical appliances, and analysis reports can be obtained through knowledge extraction and fusion association.

用电安全管理平台将监测结果及时发送到PC端、APP端,当出现或预计出现用电风险时通过声光报警提醒用户或安全管理员;基于物联协同,一方面与电气消防设备联动,及时切断电源进行风险抢救,一方面错开用电设备的开启时间,防止同时入网对电网造成的瞬时巨大电荷冲击。将发生电气火灾风险时的监测数据存储在统一的服务器中,结合用电场景内的具体电器参数,通过大数据分析工具,总结电气火灾风险与各指标变化规律,形成电气火灾风险评估模型,训练后的模型嵌入到用电安全管理平台中,被用电安全态势感知模块调用进行风险评估。The electricity safety management platform sends the monitoring results to the PC and APP in a timely manner, and reminds the user or the safety administrator through an audible and visual alarm when there is or is expected to be an electricity risk; Timely cut off the power supply for risk rescue. On the one hand, stagger the turn-on time of electrical equipment to prevent the instantaneous huge charge impact on the power grid caused by simultaneous network access. Store the monitoring data when the electrical fire risk occurs in a unified server, combine the specific electrical parameters in the power consumption scene, and use big data analysis tools to summarize the electrical fire risk and the change rules of each index, form an electrical fire risk assessment model, and train The final model is embedded into the power consumption safety management platform, and is invoked by the power consumption safety situational awareness module for risk assessment.

本发明应用场景包括电气火灾预警、违禁电器接入识别、线路私自扩容排查、商户违规经营监测等。The application scenarios of the present invention include early warning of electrical fires, identification of access to prohibited electrical appliances, investigation of unauthorized expansion of lines, monitoring of illegal operations of merchants, and the like.

在本发明实施例中将安全用电规章制度的监管与信息化系统结合。目前用电安全政策监管主要靠人工定期或不定期巡查,且一些安全隐患比较隐蔽不易于发现。本发明创造性地将用电规章制度与信息化系统相结合,利用知识图谱分析接入的用电设备的属性信息,例如,接入的用电设备的种类及型号,进行用电欺诈检测、违规用电管理等,实现线上监管。根据每类/型号电器用电特性构建安全用电策略,利用非侵入式感知设备(剩余电流互感器、电流互感器、电压互感器、温度传感器等)采集线路数据,基于电气行业知识图谱分析接入的用电设备种类/型号,制定对应的安全用电场景模型,实现精准监控。In the embodiment of the present invention, the supervision of the rules and regulations for safe electricity use is combined with the information system. At present, electricity safety policy supervision mainly relies on manual regular or irregular inspections, and some hidden safety hazards are relatively hidden and difficult to find. The present invention creatively combines electricity rules and regulations with an information system, uses the knowledge map to analyze the attribute information of the connected electric equipment, for example, the type and model of the connected electric equipment, and detects electricity fraud and irregularities. Electricity management, etc., realize online supervision. Construct a safe power consumption strategy according to the power consumption characteristics of each type/model of electrical appliances, use non-intrusive sensing devices (residual current transformers, current transformers, voltage transformers, temperature sensors, etc.) to collect line data, and analyze connections based on the knowledge map of the electrical industry According to the type/model of the imported electrical equipment, a corresponding safe electricity usage scenario model is formulated to achieve accurate monitoring.

在本发明实施例中的用电态势感知是基于环境、动态、整体地洞悉用电安全风险,以用电大数据为基础,从场景全局视角提升对潜在风险的发现识别、理解分析、响应处置能力。对应的在本发明实施例中还包括:根据所述评估数据,生成对所述电器设备单元中的目标电器设备的控制指令,所述控制指令用于实现控制所述目标电器设备的延时启动。The electricity situation awareness in the embodiment of the present invention is based on the environmental, dynamic, and overall insight into the safety risks of electricity usage, and based on the big data of electricity usage, it improves the discovery, identification, understanding, analysis, and response of potential risks from the global perspective of the scene. ability. Correspondingly, the embodiment of the present invention further includes: according to the evaluation data, generating a control instruction for the target electrical equipment in the electrical equipment unit, and the control instruction is used to control the delayed start of the target electrical equipment .

参见图5,其示出了本发明实施例提供的一种空调启动控制示意图,在图5中以园区办公场所用电安全态势感知为例,同一层楼办公区域温度达到开启空调标准,在现有技术中会控制该办公区域的空调同时启动,这样会使得瞬时功率过高,而应用本发明提供的控制方法,可以使得空调依次启动,降低对线路和电网的冲击,避免瞬时功率过高。也可以根据空调启动时的瞬间功率确定空调的启动顺序,根据该启动顺序控制各个空调的启动,实现了空调的延时启动。Referring to FIG. 5 , it shows a schematic diagram of an air conditioner start-up control provided by an embodiment of the present invention. In FIG. 5 , taking electricity safety situation awareness in a park office as an example, the temperature in the office area on the same floor reaches the standard for turning on the air conditioner. In the prior art, the air conditioners in the office area are controlled to start at the same time, which will cause the instantaneous power to be too high, but the control method provided by the present invention can make the air conditioners start in sequence, reduce the impact on the line and power grid, and avoid the instantaneous power being too high. The starting sequence of the air conditioners can also be determined according to the instantaneous power when the air conditioners are started, and the start of each air conditioner can be controlled according to the starting sequence, thereby realizing the delayed start of the air conditioners.

因此,在本发明实施例中基于电气行业知识图谱创建的自适应安全用电场景模型可有效识别接入的用电设备种类,针对性的监测电气火灾风险,实现精准监控;风险发生时精确故障位置,降低运检人员的排查时间。对于商场、租赁住房等场所的接入用电设备有效监管,解决用电规章制度执行监管难题。态势感知技术能够利用电气火灾风险评估模型,根据场景内的具体用电设备和历史故障、用电情况变化趋势等,评估风险发生概率,及时响应与预警;同时能够基于物联网控制众多用电设备错峰入网,降低对电网的瞬时负荷冲击,提高用电线路安全性。监测数据上传统一平台共享,训练电气火灾风险评估模型,提高风险预测精度。Therefore, in the embodiment of the present invention, the self-adaptive safe power consumption scene model based on the electrical industry knowledge map can effectively identify the type of electrical equipment connected, monitor the electrical fire risk in a targeted manner, and realize precise monitoring; when a risk occurs, an accurate failure position, reducing the inspection time of the inspection personnel. Effectively supervise the access to electrical equipment in shopping malls, rental housing and other places, and solve the problem of supervision of the implementation of electricity rules and regulations. Situational awareness technology can use the electrical fire risk assessment model to assess the probability of risk occurrence based on the specific electrical equipment in the scene, historical faults, and power consumption trends, and respond and warn in a timely manner; at the same time, it can control many electrical equipment based on the Internet of Things Staggered peak access to the grid reduces the instantaneous load impact on the grid and improves the safety of power lines. The monitoring data is uploaded to a unified platform for sharing, and the electrical fire risk assessment model is trained to improve the accuracy of risk prediction.

本说明书中各个实施例采用递进的方式描述,每个实施例重点说明的都是与其他实施例的不同之处,各个实施例之间相同相似部分互相参见即可。对于实施例公开的装置而言,由于其与实施例公开的方法相对应,所以描述的比较简单,相关之处参见方法部分说明即可。Each embodiment in this specification is described in a progressive manner, each embodiment focuses on the difference from other embodiments, and the same and similar parts of each embodiment can be referred to each other. As for the device disclosed in the embodiment, since it corresponds to the method disclosed in the embodiment, the description is relatively simple, and for the related part, please refer to the description of the method part.

对所公开的实施例的上述说明,使本领域专业技术人员能够实现或使用本发明。对这些实施例的多种修改对本领域的专业技术人员来说将是显而易见的,本文中所定义的一般原理可以在不脱离本发明的精神或范围的情况下,在其它实施例中实现。因此,本发明将不会被限制于本文所示的这些实施例,而是要符合与本文所公开的原理和新颖特点相一致的最宽的范围。The above description of the disclosed embodiments is provided to enable any person skilled in the art to make or use the invention. Various modifications to these embodiments will be readily apparent to those skilled in the art, and the general principles defined herein may be implemented in other embodiments without departing from the spirit or scope of the invention. Therefore, the present invention will not be limited to the embodiments shown herein, but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.

Claims (10)

1. An electricity management system, comprising:
the system comprises a plurality of electrical equipment units, sensing equipment arranged on a bus line of each electrical equipment unit, a data transmission module connected with the sensing equipment, and a server in communication connection with the data transmission module;
each sensing device sends the collected electricity utilization data of the matched electricity utilization device unit to the server through the data transmission module;
the server receives the power utilization data, evaluates the power utilization data according to a preset safety power utilization scene model, and generates early warning information if the power utilization data meet risk early warning conditions, wherein the early warning information is used for indicating power utilization equipment information and risk evaluation information with power utilization risks.
2. The system of claim 1, wherein the sensing devices comprise a current transformer, a residual current transformer, a voltage transformer, and a line temperature sensor;
the electricity consumption data collected by the sensing equipment comprise voltage data, current data and temperature data.
3. The system of claim 1, wherein the data transmission module comprises a wireless data transmission module and/or a wired data transmission module.
4. A power consumption data monitoring method applied to a server in the power consumption management system according to any one of claims 1 to 3, the method comprising:
acquiring power utilization data corresponding to each electrical equipment unit, wherein the power utilization data are acquired by sensing equipment of the power utilization management system aiming at the electrical equipment units;
evaluating the power utilization data according to a preset safe power utilization scene model, and generating early warning information if the power utilization data meet a risk early warning condition, wherein the early warning information is used for indicating power utilization equipment information and risk evaluation information with power utilization risk; the preset safe power utilization scene model is obtained by training through an algorithm according to an electrical industry knowledge graph, historical power utilization data and historical power utilization equipment fault events serving as training samples.
5. The method according to claim 4, wherein the acquiring of the electricity consumption data corresponding to each electrical equipment unit comprises:
when target electrical equipment is added into the electrical equipment unit, acquiring power utilization data of the electrical equipment unit, and identifying and obtaining attribute information of the target electrical equipment according to the power utilization data.
6. The method of claim 4, further comprising:
acquiring an electrical industry knowledge graph, wherein the electrical industry knowledge graph comprises use parameters of electric equipment added into the electric equipment unit;
and obtaining the updating data of the use parameters of the electric equipment, and updating the electrical industry knowledge graph by using the updating data, so that a safety power utilization scene model can be obtained by using the updated electrical industry knowledge graph for training.
7. The method according to claim 4, wherein the safety power usage scenario model is adjusted according to different power usage scenarios, so that the adjusted safety power usage scenario model is suitable for a current power usage scenario.
8. The method of claim 4, wherein the risk pre-warning condition comprises: one or more of a fault event condition, a power usage trending condition, a safe power usage standard condition, or a power usage scenario specification condition.
9. The method of claim 4, further comprising:
and analyzing the electricity utilization trend of the electricity utilization data by using the safety electricity utilization scene model to obtain evaluation data, wherein the evaluation data is used for managing the electricity utilization of each electrical equipment in the electrical equipment units.
10. The method of claim 9, further comprising:
and generating a control instruction for the target electrical equipment in the electrical equipment unit according to the evaluation data, wherein the control instruction is used for realizing the control of the delayed start of the target electrical equipment.
CN201910999334.7A 2019-10-21 2019-10-21 Power utilization management system and power utilization data monitoring method Pending CN110601374A (en)

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Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110969238A (en) * 2019-12-31 2020-04-07 安徽建筑大学 Method and device for calibrating electricity consumption data
CN113312499A (en) * 2021-06-15 2021-08-27 合肥工业大学 Power safety early warning method and system based on knowledge graph
CN113434690A (en) * 2021-08-25 2021-09-24 广东电网有限责任公司惠州供电局 Clustering algorithm-based electricity utilization prediction evaluation method, device, system and medium
CN113505241A (en) * 2021-07-15 2021-10-15 润建股份有限公司 Intelligent diagnosis method for potential safety hazards of electricity utilization based on knowledge graph
CN113706841A (en) * 2021-08-23 2021-11-26 浙江容大电力工程有限公司 Intelligent monitoring system for safety of power utilization behavior based on edge calculation
CN113886782A (en) * 2021-10-18 2022-01-04 北京八分量信息科技有限公司 An identity authentication method and system based on UEBA and trusted authentication
CN114186522A (en) * 2021-12-08 2022-03-15 华中科技大学 Construction method and application of hybrid capacitor power state online estimation model
CN114186876A (en) * 2021-12-14 2022-03-15 广州淏华实业有限公司 Intelligent electricity safety supervision and electric energy management method and system
CN114358967A (en) * 2020-09-27 2022-04-15 北京新能源汽车股份有限公司 A battery safety assessment method, device, equipment and medium
CN116882662A (en) * 2023-06-21 2023-10-13 珠海绎至科技有限公司 Smart park management method, device, management system and storage medium
CN118411155A (en) * 2024-07-01 2024-07-30 北京国华世纪电子科技有限公司 Electricity safety management service system

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106251561A (en) * 2016-10-18 2016-12-21 湖南威胜信息技术有限公司 Multifunctional electric fire early-warning system and method for early warning thereof
CN108718330A (en) * 2018-04-11 2018-10-30 国电中自(合肥)电气科技有限公司 A kind of safety utilization of electric power early warning system
CN108879957A (en) * 2018-07-20 2018-11-23 宁夏大学 Household Internet of Things power monitoring and alarm system
CN108964274A (en) * 2018-07-17 2018-12-07 公安部沈阳消防研究所 A kind of intelligent management system and control method of electrical safety
CN109269556A (en) * 2018-09-06 2019-01-25 深圳市中电数通智慧安全科技股份有限公司 A kind of equipment Risk method for early warning, device, terminal device and storage medium
CN109461278A (en) * 2018-12-19 2019-03-12 杭州电子科技大学 Intelligent electric fire monitoring system based on Internet of Things
CN109510312A (en) * 2018-12-14 2019-03-22 山东致锟物联网科技有限公司 A kind of safety utilization of electric power monitoring system
CN109634130A (en) * 2018-11-28 2019-04-16 宁夏大学 Based on the Internet of Things intelligent management system that electrical appliance is energy-saving and alarms

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106251561A (en) * 2016-10-18 2016-12-21 湖南威胜信息技术有限公司 Multifunctional electric fire early-warning system and method for early warning thereof
CN108718330A (en) * 2018-04-11 2018-10-30 国电中自(合肥)电气科技有限公司 A kind of safety utilization of electric power early warning system
CN108964274A (en) * 2018-07-17 2018-12-07 公安部沈阳消防研究所 A kind of intelligent management system and control method of electrical safety
CN108879957A (en) * 2018-07-20 2018-11-23 宁夏大学 Household Internet of Things power monitoring and alarm system
CN109269556A (en) * 2018-09-06 2019-01-25 深圳市中电数通智慧安全科技股份有限公司 A kind of equipment Risk method for early warning, device, terminal device and storage medium
CN109634130A (en) * 2018-11-28 2019-04-16 宁夏大学 Based on the Internet of Things intelligent management system that electrical appliance is energy-saving and alarms
CN109510312A (en) * 2018-12-14 2019-03-22 山东致锟物联网科技有限公司 A kind of safety utilization of electric power monitoring system
CN109461278A (en) * 2018-12-19 2019-03-12 杭州电子科技大学 Intelligent electric fire monitoring system based on Internet of Things

Cited By (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110969238A (en) * 2019-12-31 2020-04-07 安徽建筑大学 Method and device for calibrating electricity consumption data
CN114358967A (en) * 2020-09-27 2022-04-15 北京新能源汽车股份有限公司 A battery safety assessment method, device, equipment and medium
CN113312499B (en) * 2021-06-15 2022-10-04 合肥工业大学 A power safety early warning method and system based on knowledge graph
CN113312499A (en) * 2021-06-15 2021-08-27 合肥工业大学 Power safety early warning method and system based on knowledge graph
CN113505241A (en) * 2021-07-15 2021-10-15 润建股份有限公司 Intelligent diagnosis method for potential safety hazards of electricity utilization based on knowledge graph
CN113706841A (en) * 2021-08-23 2021-11-26 浙江容大电力工程有限公司 Intelligent monitoring system for safety of power utilization behavior based on edge calculation
CN113706841B (en) * 2021-08-23 2022-09-02 浙江容大电力工程有限公司 Intelligent monitoring system for safety of power utilization behavior based on edge calculation
CN113434690A (en) * 2021-08-25 2021-09-24 广东电网有限责任公司惠州供电局 Clustering algorithm-based electricity utilization prediction evaluation method, device, system and medium
CN113434690B (en) * 2021-08-25 2022-02-08 广东电网有限责任公司惠州供电局 Clustering algorithm-based electricity utilization prediction evaluation method, device, system and medium
CN113886782A (en) * 2021-10-18 2022-01-04 北京八分量信息科技有限公司 An identity authentication method and system based on UEBA and trusted authentication
CN114186522A (en) * 2021-12-08 2022-03-15 华中科技大学 Construction method and application of hybrid capacitor power state online estimation model
CN114186876A (en) * 2021-12-14 2022-03-15 广州淏华实业有限公司 Intelligent electricity safety supervision and electric energy management method and system
CN114186876B (en) * 2021-12-14 2022-11-22 广州淏华实业有限公司 Intelligent electricity safety supervision and electric energy management method and system
CN116882662A (en) * 2023-06-21 2023-10-13 珠海绎至科技有限公司 Smart park management method, device, management system and storage medium
CN116882662B (en) * 2023-06-21 2024-02-13 珠海绎至科技有限公司 Smart park management method, device, management system and storage medium
CN118411155A (en) * 2024-07-01 2024-07-30 北京国华世纪电子科技有限公司 Electricity safety management service system

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