技术领域Technical Field
本发明属于测量系统领域，具体的说是基于状态识别的配电电缆分支箱状态监测系统和方法。The invention belongs to the field of measurement systems, and in particular relates to a distribution cable branch box state monitoring system and method based on state identification.
背景技术Background Art
配电电缆分支箱的主要作用是将电缆进行分接或转接。当一条配送电线路距离比较长的时候，如果选择很多根小面积电缆进行送电，那就会浪费很多的电缆。因此，配电电缆分支箱在出线到用电负荷中，通常选择主干电缆出线，然后在接近负荷的时候，使用电缆分支箱对主干电缆进行分支，将主干电缆分成许多小面积的电缆，由小面积电缆接入负荷。同时，当电缆的长度无法满足线路的要求时，配电电缆分支箱也用于进行电缆的转接，配电电缆分支箱的维护和检修应按照相关的规定和要求进行，一般电缆分支箱的维护工作每年至少进行一次，主要包括清扫电缆沟和终端头、检查电缆和接头情况、检查接地焊接是否良好等。同时，也需要对配电电缆分支箱的技术资料进行长期积累和整理，以便进行故障分析和预防，配电电缆分支箱是配电网络中不可或缺的一部分，其正确的使用和维护对于保证电力系统的正常运行和安全至关重要；The main function of the distribution cable branch box is to branch or transfer cables. When a distribution line is relatively long, if many small-area cables are selected to transmit power, a lot of cables will be wasted. Therefore, when the distribution cable branch box is connected to the power load, the trunk cable is usually selected, and then when it is close to the load, the cable branch box is used to branch the trunk cable, and the trunk cable is divided into many small-area cables, and the small-area cables are connected to the load. At the same time, when the length of the cable cannot meet the requirements of the line, the distribution cable branch box is also used for cable transfer. The maintenance and inspection of the distribution cable branch box should be carried out in accordance with relevant regulations and requirements. Generally, the maintenance of the cable branch box is carried out at least once a year, mainly including cleaning the cable trench and terminal head, checking the cable and joint conditions, and checking whether the grounding welding is good. At the same time, it is also necessary to accumulate and organize the technical data of the distribution cable branch box for a long time in order to conduct fault analysis and prevention. The distribution cable branch box is an indispensable part of the distribution network. Its correct use and maintenance are crucial to ensure the normal operation and safety of the power system;
在进行配电电缆分支箱状态监测时，通常只是监测个别数据是否满足维护指标，无法通过综合电缆分支箱内部的配电电缆的传输数据信息和配电电缆连接处连接信息对配电电缆的运行情况进行综合分析，从而无法综合电缆运行情况和电缆分支箱内部环境异常情况对电缆分支箱内部的情况进行综合评估，进而无法对电缆分支箱内部产生的故障进行提前发现维护，导致了电缆分支箱的维护效率和安全性较差，现有技术中大多存在上述问题；When monitoring the status of the distribution cable branch box, usually only individual data is monitored to see if they meet the maintenance index. It is impossible to comprehensively analyze the operation of the distribution cable by integrating the transmission data information of the distribution cable inside the cable branch box and the connection information of the distribution cable connection point, so it is impossible to comprehensively evaluate the situation inside the cable branch box by integrating the cable operation situation and the abnormal situation of the internal environment of the cable branch box, and thus it is impossible to discover and maintain the faults generated inside the cable branch box in advance, resulting in poor maintenance efficiency and safety of the cable branch box. Most of the existing technologies have the above problems;
以上专利均存在本背景技术提出的问题，为了解决本背景技术提出的问题，本申请设计了基于状态识别的配电电缆分支箱状态监测系统和方法。The above patents all have the problems raised by this background technology. In order to solve the problems raised by this background technology, this application designs a distribution cable branch box status monitoring system and method based on status recognition.
发明内容Summary of the invention
针对现有技术的不足，本发明提出了基于状态识别的配电电缆分支箱状态监测系统和方法。In view of the deficiencies in the prior art, the present invention proposes a distribution cable branch box status monitoring system and method based on status identification.
为实现上述目的，本发明提供如下技术方案：基于状态识别的配电电缆分支箱状态监测方法，其包括以下具体步骤：To achieve the above object, the present invention provides the following technical solution: a distribution cable branch box status monitoring method based on status recognition, which includes the following specific steps:
获取箱体内部的环境数据，同时获取配电电缆的传输数据信息和配电电缆连接处的图像信息；Acquire the environmental data inside the box, and at the same time acquire the transmission data information of the distribution cable and the image information of the connection point of the distribution cable;
通过获取得到的配电电缆的传输数据信息和配电电缆连接处的图像信息进行电缆异常分析，得到电缆异常分析结果；Cable anomaly analysis is performed by acquiring the transmission data information of the distribution cable and the image information of the connection of the distribution cable to obtain the cable anomaly analysis result;
构建分支箱状态异常分析模型，将获取得到的电缆异常分析结果和箱体内部环境数据导入分支箱状态异常分析模型中进行分支箱状态异常分析；Construct a branch box state abnormality analysis model, and import the obtained cable abnormality analysis results and the box internal environment data into the branch box state abnormality analysis model to perform branch box state abnormality analysis;
根据得到的分支箱状态异常分析结果进行分支箱异常预警，并提醒维护人员进行分支箱维护。Based on the abnormal analysis results of the branch box status, an abnormal warning of the branch box is issued, and the maintenance personnel are reminded to perform branch box maintenance.
作为基于状态识别的配电电缆分支箱状态监测方法的优选技术方案，所述获取箱体内部的环境数据，同时获取配电电缆的传输数据信息和配电电缆连接处的图像信息的具体内容为：As a preferred technical solution of the distribution cable branch box state monitoring method based on state recognition, the specific content of obtaining the environmental data inside the box and simultaneously obtaining the transmission data information of the distribution cable and the image information of the distribution cable connection is:
S11、通过环境采集终端获取箱体内部的实时环境变化数据，其中，实时环境变化数据为设定周期内的环境温度和环境湿度数据，储存在第一储存组件中；S11, acquiring real-time environmental change data inside the box through the environment collection terminal, wherein the real-time environmental change data is environmental temperature and environmental humidity data within a set period, and storing them in a first storage component;
为了评估配电电缆分支箱内部储存环境在设定周期内的环境温度和环境湿度数据的影响，在低温条件下，电缆可能会变硬，导致其柔韧性下降，容易断裂。此外，低温还可能影响电容器的工作性能，降低其电容值，从而影响配电系统的稳定性，高温会导致配电箱内部的绝缘材料老化，降低绝缘性能，增加电气故障的风险；此外，高温还可能影响电子元件的使用寿命和性能，当环境湿度过高时，配电箱内部可能产生凝露，导致设备内部的绝缘性能降低，从而引发短路等故障；此外，高湿度还可能加速设备内部的腐蚀过程，缩短设备寿命，当环境湿度过低时，配电箱表面可能产生静电，增加火灾风险，同时，低湿度还可能导致设备内部的电子元器件性能下降；In order to evaluate the impact of ambient temperature and ambient humidity data on the storage environment inside the distribution cable branch box within a set period, under low temperature conditions, the cable may become hard, resulting in reduced flexibility and easy breakage. In addition, low temperature may also affect the working performance of the capacitor, reduce its capacitance value, and thus affect the stability of the distribution system. High temperature will cause the aging of the insulation material inside the distribution box, reduce the insulation performance, and increase the risk of electrical failure; in addition, high temperature may also affect the service life and performance of electronic components. When the ambient humidity is too high, condensation may occur inside the distribution box, resulting in reduced insulation performance inside the equipment, thereby causing short circuits and other faults; in addition, high humidity may also accelerate the corrosion process inside the equipment and shorten the life of the equipment. When the ambient humidity is too low, static electricity may be generated on the surface of the distribution box, increasing the risk of fire. At the same time, low humidity may also cause the performance of electronic components inside the equipment to decline.
S12、通过电缆数据采集终端采集各组电缆的电流和电压数据，储存在第二储存组件中；S12, collecting current and voltage data of each group of cables through the cable data collection terminal, and storing them in the second storage component;
S13、通过图像采集终端采集配电电缆连接处的图像信息，储存在第三储存组件中。S13. Collect image information of the connection point of the distribution cable through the image acquisition terminal, and store it in the third storage component.
作为基于状态识别的配电电缆分支箱状态监测方法的优选技术方案，所述通过获取得到的配电电缆的传输数据信息和配电电缆连接处的图像信息进行电缆异常分析，得到电缆异常分析结果包括以下具体步骤：As a preferred technical solution of the distribution cable branch box status monitoring method based on status recognition, the cable abnormality analysis is performed by acquiring the transmission data information of the distribution cable and the image information of the distribution cable connection, and obtaining the cable abnormality analysis result includes the following specific steps:
S21、构建传输数据异常评估模型，获取设定周期内的配电电缆的传输数据信息导入构建的传输数据异常评估模型中进行传输数据异常评估；S21, constructing a transmission data anomaly assessment model, obtaining the transmission data information of the distribution cable within a set period and importing it into the constructed transmission data anomaly assessment model to perform transmission data anomaly assessment;
S22、构建电缆表皮异常评估模型，获取配电电缆连接处的图像信息导入构建的电缆表皮异常评估模型中进行电缆表皮异常评估；S22, constructing a cable skin abnormality assessment model, obtaining image information of the distribution cable connection point and importing it into the constructed cable skin abnormality assessment model to perform cable skin abnormality assessment;
S23、通过获取得到的传输数据异常评估结果和电缆表皮异常评估结果进行电缆异常分析，得到电缆异常分析结果。S23. Perform cable anomaly analysis by acquiring the transmission data anomaly assessment result and the cable skin anomaly assessment result to obtain a cable anomaly analysis result.
作为基于状态识别的配电电缆分支箱状态监测方法的优选技术方案，所述构建传输数据异常评估模型，获取设定周期内的配电电缆的传输数据信息导入构建的传输数据异常评估模型中进行传输数据异常评估包括以下具体步骤：As a preferred technical solution of the distribution cable branch box state monitoring method based on state recognition, the construction of the transmission data anomaly assessment model, obtaining the transmission data information of the distribution cable within a set period and importing it into the constructed transmission data anomaly assessment model for transmission data anomaly assessment includes the following specific steps:
S211、获取设定周期内的配电电缆的传输数据信息，将获取得到的配电电缆的传输数据信息导入传输异常值计算公式中计算传输异常值，其中，第b个配电电缆传输异常值计算公式为：，其中，n为传输数据信息种类，ai为第i种传输数据信息种类的占比系数，T为设定周期的时长，Xit为t时刻第i种传输数据信息种类的数据，Xim为第i种传输数据信息种类的标准数据，dt为时间积分；S211, obtaining the transmission data information of the distribution cable within a set period, and importing the obtained transmission data information of the distribution cable into the transmission abnormal value calculation formula to calculate the transmission abnormal value, wherein the transmission abnormal value calculation formula of the bth distribution cable is: , where n is the type of transmission data information, ai is the proportion coefficient of the i-th type of transmission data information, T is the duration of the set cycle, Xit is the data of the i-th type of transmission data information at time t, Xim is the standard data of the i-th type of transmission data information, and dt is the time integral;
通过此步骤获取配电电缆的传输数据信息，通过对传输数据信息与标准数据的差异分析获取传输过程中数据的异常；Through this step, the transmission data information of the distribution cable is obtained, and the abnormality of the data in the transmission process is obtained by analyzing the difference between the transmission data information and the standard data;
S212、将获取得到的配电电缆的传输数据信息导入传输波动值计算公式中计算传输波动值，其中，第b个配电电缆传输波动值计算公式为：，其中，为t-1时刻第i种传输数据信息种类的数据；S212, importing the obtained transmission data information of the distribution cable into the transmission fluctuation value calculation formula to calculate the transmission fluctuation value, wherein the transmission fluctuation value calculation formula of the b-th distribution cable is: ,in, The data of the i-th type of transmitted data information at time t-1;
S213、将计算得到的配电电缆传输异常值和配电电缆传输波动值代入传输数据异常值计算公式中计算传输数据异常值，其中，第b个配电电缆传输数据异常值计算公式为：其中，为传输异常占比；S213, substituting the calculated distribution cable transmission abnormal value and distribution cable transmission fluctuation value into the transmission data abnormal value calculation formula to calculate the transmission data abnormal value, wherein the b-th distribution cable transmission data abnormal value calculation formula is: in, is the proportion of transmission anomalies;
通过此步骤，对配电电缆传输异常和配电电缆传输波动进行综合分析，提高了对电缆传输数据异常判断的准确性。Through this step, a comprehensive analysis is conducted on the distribution cable transmission anomalies and distribution cable transmission fluctuations, thereby improving the accuracy of judging the cable transmission data anomalies.
作为基于状态识别的配电电缆分支箱状态监测方法的优选技术方案，所述构建电缆表皮异常评估模型，获取配电电缆连接处的图像信息导入构建的电缆表皮异常评估模型中进行电缆表皮异常评估包括以下具体内容：As a preferred technical solution of the distribution cable branch box state monitoring method based on state recognition, the construction of the cable skin abnormality assessment model, obtaining the image information of the distribution cable connection point and importing it into the constructed cable skin abnormality assessment model to perform cable skin abnormality assessment includes the following specific contents:
S221、获取配电电缆连接处的图像的像素点像素值数据；S221, obtaining pixel value data of the pixel points of the image at the connection point of the distribution cable;
S222、将获取得到的配电电缆连接处的图像的像素点像素值数据导入图像异常评估值计算公式中计算图像异常评估值，其中，第b个配电电缆的图像异常评估值计算公式为：，其中，N为第b个配电电缆连接处的图像的像素点个数，Sjc为第b个配电电缆连接处的第j个像素点的像素值，Sj为第b个配电电缆连接处的第j个像素点的起始状态的像素值，kj为第b个配电电缆连接处的第j个像素点距离连接点的距离。S222, importing the obtained pixel value data of the image at the connection point of the distribution cable into the image anomaly evaluation value calculation formula to calculate the image anomaly evaluation value, wherein the image anomaly evaluation value calculation formula for the b-th distribution cable is: , where N is the number of pixels in the image at the b-th distribution cable connection, Sjc is the pixel value of the j-th pixel at the b-th distribution cable connection, Sj is the pixel value of the initial state of the j-th pixel at the b-th distribution cable connection, and kj is the distance from the j-th pixel at the b-th distribution cable connection to the connection point.
作为基于状态识别的配电电缆分支箱状态监测方法的优选技术方案，所述通过获取得到的传输数据异常评估结果和电缆表皮异常评估结果进行电缆异常分析，得到电缆异常分析结果包括以下具体内容：As a preferred technical solution of the distribution cable branch box state monitoring method based on state recognition, the cable abnormality analysis is performed by acquiring the transmission data abnormality evaluation results and the cable skin abnormality evaluation results, and the cable abnormality analysis results obtained include the following specific contents:
获取计算得到的各配电电缆传输数据异常值和配电电缆的图像异常评估值，将获取得到的配电电缆传输数据异常值和配电电缆的图像异常评估值导入电缆异常分析值计算公式中计算电缆异常分析值，其中，第b个配电电缆异常分析值计算公式为：，其中，为电缆传输异常占比。The calculated transmission data anomaly values of each distribution cable and the image anomaly evaluation value of the distribution cable are obtained, and the obtained transmission data anomaly values of the distribution cable and the image anomaly evaluation value of the distribution cable are introduced into the cable anomaly analysis value calculation formula to calculate the cable anomaly analysis value, wherein the calculation formula for the bth distribution cable anomaly analysis value is: ,in, It is the proportion of cable transmission anomalies.
通过此步骤，综合电缆分支箱内部的配电电缆的传输数据信息和配电电缆连接处连接信息对配电电缆的运行情况进行综合分析；Through this step, the transmission data information of the distribution cable inside the cable branch box and the connection information of the distribution cable connection are comprehensively analyzed to analyze the operation status of the distribution cable;
作为基于状态识别的配电电缆分支箱状态监测方法的优选技术方案，所述构建分支箱状态异常分析模型，将获取得到的电缆异常分析结果和箱体内部环境数据导入分支箱状态异常分析模型中进行分支箱状态异常分析包括以下具体内容：As a preferred technical solution of the distribution cable branch box state monitoring method based on state recognition, the construction of the branch box state abnormality analysis model, importing the obtained cable abnormality analysis results and the box internal environment data into the branch box state abnormality analysis model to perform branch box state abnormality analysis includes the following specific contents:
S31、获取箱体内部环境数据，将箱体内部环境数据导入环境异常值计算公式中进行环境异常值计算，其中，环境异常值计算公式为：，其中，Fwd为箱体内部温度值，Fwdm为箱体内部温度安全范围的中值，Fwdmax为箱体内部温度安全范围的最大值，Fwdmin为箱体内部温度安全范围的最小值；S31, obtaining the internal environment data of the box, and importing the internal environment data of the box into the environment abnormal value calculation formula to calculate the environment abnormal value, wherein the environment abnormal value calculation formula is: , where Fwd is the internal temperature value of the box, Fwdm is the median value of the internal temperature safety range of the box, Fwdmax is the maximum value of the internal temperature safety range of the box, and Fwdmin is the minimum value of the internal temperature safety range of the box;
S32、将获取得到的环境异常值、配电电缆异常分析值和各电缆负载功率代入分支箱状态异常分析值计算公式中计算分支箱状态异常分析值，其中，分支箱状态异常分析值计算公式为：，其中，D为分支箱中配电电缆个数，Pv为第v个电缆负载功率，Pm为电缆负载标准功率，Wv为第v个配电电缆异常分析值，exp(）为自然常数e的指数幂。S32, substituting the obtained environmental abnormality value, distribution cable abnormality analysis value and each cable load power into the branch box state abnormality analysis value calculation formula to calculate the branch box state abnormality analysis value, wherein the branch box state abnormality analysis value calculation formula is: , where D is the number of distribution cables in the branch box, Pv is the load power of the vth cable, Pm is the standard power of the cable load, Wv is the abnormal analysis value of the vth distribution cable, and exp() is the exponential power of the natural constant e.
通过此步骤，综合电缆运行情况和电缆分支箱内部环境异常情况对电缆分支箱内部的情况进行综合评估，对电缆分支箱内部产生的故障进行提前发现维护。Through this step, the cable operation status and abnormal internal environment of the cable branch box are comprehensively evaluated to evaluate the internal conditions of the cable branch box, and faults inside the cable branch box are discovered and maintained in advance.
作为基于状态识别的配电电缆分支箱状态监测方法的优选技术方案，所述根据得到的分支箱状态异常分析结果进行分支箱异常预警，并提醒维护人员进行分支箱维护包括以下具体内容：As a preferred technical solution of the distribution cable branch box state monitoring method based on state recognition, the branch box abnormality warning is performed according to the obtained branch box state abnormality analysis result, and the maintenance personnel are reminded to perform branch box maintenance, which includes the following specific contents:
将计算得到的分支箱状态异常分析值与设定的分支箱状态异常分析阈值进行对比，若得到的分支箱状态异常分析值大于等于设定的分支箱状态异常分析阈值，则进行分支箱异常状态预警，并提醒维护人员进行分支箱维护；若得到的分支箱状态异常分析值小于设定的分支箱状态异常分析阈值，则提示分支箱运行状态正常。The calculated branch box status abnormal analysis value is compared with the set branch box status abnormal analysis threshold. If the obtained branch box status abnormal analysis value is greater than or equal to the set branch box status abnormal analysis threshold, a branch box abnormal status warning is issued, and the maintenance personnel are reminded to perform branch box maintenance; if the obtained branch box status abnormal analysis value is less than the set branch box status abnormal analysis threshold, it is prompted that the branch box operation status is normal.
基于状态识别的配电电缆分支箱状态监测系统，其基于上述基于状态识别的配电电缆分支箱状态监测方法实现，其具体包括数据获取模块、电缆异常分析模块、状态异常分析模块、异常预警模块和总控模块；A distribution cable branch box state monitoring system based on state recognition, which is implemented based on the above-mentioned distribution cable branch box state monitoring method based on state recognition, and specifically includes a data acquisition module, a cable anomaly analysis module, a state anomaly analysis module, an anomaly warning module and a master control module;
其中，所述数据获取模块用于获取箱体内部的环境数据，同时获取配电电缆的传输数据信息和配电电缆连接处的图像信息；The data acquisition module is used to acquire the environmental data inside the box, and at the same time acquire the transmission data information of the distribution cable and the image information of the connection point of the distribution cable;
所述电缆异常分析模块用于通过获取得到的配电电缆的传输数据信息和配电电缆连接处的图像信息进行电缆异常分析，得到电缆异常分析结果；The cable anomaly analysis module is used to perform cable anomaly analysis by acquiring the transmission data information of the distribution cable and the image information of the connection of the distribution cable to obtain the cable anomaly analysis result;
所述状态异常分析模块用于构建分支箱状态异常分析模型，将获取得到的电缆异常分析结果和箱体内部环境数据导入分支箱状态异常分析模型中进行分支箱状态异常分析；The state abnormality analysis module is used to construct a branch box state abnormality analysis model, and import the obtained cable abnormality analysis results and the box internal environment data into the branch box state abnormality analysis model to perform branch box state abnormality analysis;
所述异常预警模块用于根据得到的分支箱状态异常分析结果进行分支箱异常预警，并提醒维护人员进行分支箱维护；The abnormal warning module is used to issue an abnormal warning for the branch box according to the abnormal analysis result of the branch box status, and remind the maintenance personnel to perform branch box maintenance;
所述总控模块用于数据获取模块、电缆异常分析模块、状态异常分析模块和异常预警模块的控制运行。The master control module is used for controlling the operation of the data acquisition module, the cable anomaly analysis module, the state anomaly analysis module and the anomaly warning module.
一种电子设备，包括：处理器和存储器，其中，所述存储器中存储有可供处理器调用的计算机程序；An electronic device comprises: a processor and a memory, wherein the memory stores a computer program that can be called by the processor;
所述处理器通过调用所述存储器中存储的计算机程序，执行上述的基于状态识别的配电电缆分支箱状态监测方法。The processor executes the above-mentioned distribution cable branch box status monitoring method based on status identification by calling the computer program stored in the memory.
一种计算机可读存储介质，储存有指令，当所述指令在计算机上运行时，使得计算机执行如上述的基于状态识别的配电电缆分支箱状态监测方法。A computer-readable storage medium stores instructions, which, when executed on a computer, enable the computer to execute the above-mentioned distribution cable branch box status monitoring method based on status identification.
与现有技术相比，本申请产生的有益效果如下：Compared with the prior art, the present invention has the following beneficial effects:
获取箱体内部的环境数据，同时获取配电电缆的传输数据信息和配电电缆连接处的图像信息，通过获取得到的配电电缆的传输数据信息和配电电缆连接处的图像信息进行电缆异常分析，得到电缆异常分析结果，构建分支箱状态异常分析模型，将获取得到的电缆异常分析结果和箱体内部环境数据导入分支箱状态异常分析模型中进行分支箱状态异常分析，根据得到的分支箱状态异常分析结果进行分支箱异常预警，并提醒维护人员进行分支箱维护，通过综合电缆分支箱内部的配电电缆的传输数据信息和配电电缆连接处连接信息对配电电缆的运行情况进行综合分析，然后综合电缆运行情况和电缆分支箱内部环境异常情况对电缆分支箱内部的情况进行综合评估，对电缆分支箱内部产生的故障进行提前发现维护，提高了电缆分支箱的维护效率和安全性。The environmental data inside the box is obtained, and the transmission data information of the distribution cable and the image information of the distribution cable connection are obtained at the same time. The cable abnormality analysis is performed by obtaining the transmission data information of the distribution cable and the image information of the distribution cable connection, and the cable abnormality analysis results are obtained. A branch box state abnormality analysis model is constructed, and the obtained cable abnormality analysis results and the environmental data inside the box are imported into the branch box state abnormality analysis model to perform branch box state abnormality analysis. According to the obtained branch box state abnormality analysis results, a branch box abnormality warning is performed, and the maintenance personnel are reminded to perform branch box maintenance. The operation status of the distribution cable is comprehensively analyzed by integrating the transmission data information of the distribution cable inside the cable branch box and the connection information of the distribution cable connection. Then, the cable operation status and the abnormal conditions of the environment inside the cable branch box are comprehensively evaluated to detect and maintain the faults inside the cable branch box in advance, thereby improving the maintenance efficiency and safety of the cable branch box.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
图1为本发明基于状态识别的配电电缆分支箱状态监测方法整体流程示意图；FIG1 is a schematic diagram of the overall process of a method for monitoring the state of a distribution cable branch box based on state recognition according to the present invention;
图2为本发明基于状态识别的配电电缆分支箱状态监测方法S2步骤示意图；FIG2 is a schematic diagram of step S2 of a method for monitoring the state of a distribution cable branch box based on state recognition according to the present invention;
图3为本发明基于状态识别的配电电缆分支箱状态监测方法S21步骤示意图；FIG3 is a schematic diagram of step S21 of a method for monitoring the state of a distribution cable branch box based on state recognition according to the present invention;
图4为本发明基于状态识别的配电电缆分支箱状态监测系统的整体框架示意图；FIG4 is a schematic diagram of the overall framework of a distribution cable branch box state monitoring system based on state recognition according to the present invention;
图5为本发明数据传输示意图。FIG5 is a schematic diagram of data transmission according to the present invention.
具体实施方式DETAILED DESCRIPTION
下面将结合本申请实施例中的附图，对本申请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申请一部分实施例，而不是全部的实施例。以下对至少一个示例性实施例的描述实际上仅仅是说明性的，决不作为对本申请及其应用或使用的任何限制。The following will be combined with the drawings in the embodiments of the present application to clearly and completely describe the technical solutions in the embodiments of the present application. Obviously, the described embodiments are only part of the embodiments of the present application, not all of the embodiments. The following description of at least one exemplary embodiment is actually only illustrative and is by no means intended to limit the present application and its application or use.
实施例1Example 1
为解决背景技术中提出的技术问题，本发明提供优选的一种实施例：首先，在此说明本实施例的应用场景：如图5所示，数据采集终端获取箱体内部的环境数据，同时获取配电电缆的传输数据信息和配电电缆连接处的图像信息，并将采集数据传输至异常状态分析终端，异常状态分析终端通过获取得到的配电电缆的传输数据信息和配电电缆连接处的图像信息进行电缆异常分析，得到电缆异常分析结果，然后构建分支箱状态异常分析模型，将获取得到的电缆异常分析结果和箱体内部环境数据导入分支箱状态异常分析模型中进行分支箱状态异常分析，并将预警信息传输至预警终端，预警终端根据得到的分支箱状态异常分析结果进行分支箱异常预警，并提醒维护人员进行分支箱维护；In order to solve the technical problems raised in the background technology, the present invention provides a preferred embodiment: First, the application scenario of this embodiment is described here: as shown in Figure 5, the data acquisition terminal acquires the environmental data inside the box, and simultaneously acquires the transmission data information of the distribution cable and the image information of the distribution cable connection, and transmits the acquired data to the abnormal state analysis terminal, the abnormal state analysis terminal performs cable abnormality analysis by acquiring the transmission data information of the distribution cable and the image information of the distribution cable connection, and obtains the cable abnormality analysis result, and then constructs a branch box state abnormality analysis model, imports the acquired cable abnormality analysis result and the internal environmental data of the box into the branch box state abnormality analysis model to perform branch box state abnormality analysis, and transmits the warning information to the warning terminal, the warning terminal performs branch box abnormality warning according to the acquired branch box state abnormality analysis result, and reminds the maintenance personnel to perform branch box maintenance;
如图1－图3所示，基于状态识别的配电电缆分支箱状态监测方法，其包括以下具体步骤：As shown in Figures 1 to 3, the distribution cable branch box status monitoring method based on status recognition includes the following specific steps:
S1、获取箱体内部的环境数据，同时获取配电电缆的传输数据信息和配电电缆连接处的图像信息；S1. Acquire the environmental data inside the box, and at the same time acquire the transmission data information of the distribution cable and the image information of the connection point of the distribution cable;
在一个具体实施例中，获取箱体内部的环境数据，同时获取配电电缆的传输数据信息和配电电缆连接处的图像信息的具体内容为：In a specific embodiment, the specific contents of obtaining the environmental data inside the box and simultaneously obtaining the transmission data information of the distribution cable and the image information of the connection point of the distribution cable are:
S11、通过环境采集终端获取箱体内部的实时环境变化数据，其中，实时环境变化数据为设定周期内的环境温度和环境湿度数据，储存在第一储存组件中；S11, acquiring real-time environmental change data inside the box through the environment collection terminal, wherein the real-time environmental change data is environmental temperature and environmental humidity data within a set period, and storing them in a first storage component;
为了评估配电电缆分支箱内部储存环境在设定周期内的环境温度和环境湿度数据的影响，在低温条件下，电缆可能会变硬，导致其柔韧性下降，容易断裂。此外，低温还可能影响电容器的工作性能，降低其电容值，从而影响配电系统的稳定性，高温会导致配电箱内部的绝缘材料老化，降低绝缘性能，增加电气故障的风险；此外，高温还可能影响电子元件（如电容器、电感器等）的使用寿命和性能，当环境湿度过高时，配电箱内部可能产生凝露，导致设备内部的绝缘性能降低，从而引发短路等故障；此外，高湿度还可能加速设备内部的腐蚀过程，缩短设备寿命，当环境湿度过低时，配电箱表面可能产生静电，增加火灾风险，同时，低湿度还可能导致设备内部的电子元器件性能下降；In order to evaluate the impact of ambient temperature and ambient humidity data on the storage environment inside the distribution cable branch box within a set period, under low temperature conditions, the cable may become hard, resulting in reduced flexibility and easy breakage. In addition, low temperature may also affect the working performance of the capacitor, reduce its capacitance value, and thus affect the stability of the distribution system. High temperature will cause the aging of the insulation material inside the distribution box, reduce the insulation performance, and increase the risk of electrical failure; in addition, high temperature may also affect the service life and performance of electronic components (such as capacitors, inductors, etc.). When the ambient humidity is too high, condensation may occur inside the distribution box, resulting in reduced insulation performance inside the equipment, thereby causing short circuits and other faults; in addition, high humidity may also accelerate the corrosion process inside the equipment and shorten the life of the equipment. When the ambient humidity is too low, static electricity may be generated on the surface of the distribution box, increasing the risk of fire. At the same time, low humidity may also cause the performance of electronic components inside the equipment to deteriorate;
S12、通过电缆数据采集终端采集各组电缆的电流和电压数据，储存在第二储存组件中；S12, collecting current and voltage data of each group of cables through the cable data collection terminal, and storing them in the second storage component;
各组电缆的电流和电压数据是反映电缆运行情况的重要指标，通过对这些数据的分析，可以了解电缆的运行状态、性能以及可能存在的问题；The current and voltage data of each group of cables are important indicators reflecting the operation of the cables. By analyzing these data, we can understand the operation status, performance and possible problems of the cables.
首先，电流数据可以反映电缆的负载情况，如果电流值超过了电缆的额定载流量，就可能导致电缆过热、绝缘老化等问题，严重时甚至可能引发火灾。因此，对电流数据的监测和分析是确保电缆安全运行的关键；First, the current data can reflect the load of the cable. If the current value exceeds the rated current carrying capacity of the cable, it may cause problems such as cable overheating and insulation aging, and even cause fire in serious cases. Therefore, monitoring and analyzing current data is the key to ensuring the safe operation of the cable;
其次，电压数据可以反映电缆的电气性能，如果电压波动过大或不稳定，就可能影响电气设备的正常运行，甚至损坏设备，同时，电压数据还可以用于判断电缆是否存在电气故障，如绝缘击穿、线路短路等；Secondly, voltage data can reflect the electrical performance of the cable. If the voltage fluctuates too much or is unstable, it may affect the normal operation of electrical equipment or even damage the equipment. At the same time, voltage data can also be used to determine whether there is an electrical fault in the cable, such as insulation breakdown, line short circuit, etc.
通过对电流和电压数据的综合分析，可以发现电缆运行中的异常情况和潜在风险，例如，如果电流数据持续偏高，可能说明电缆存在过载问题；如果电压数据波动过大，可能说明电缆存在电气故障或接触不良等问题；Through comprehensive analysis of current and voltage data, abnormal conditions and potential risks in cable operation can be discovered. For example, if the current data is continuously high, it may indicate that the cable is overloaded; if the voltage data fluctuates too much, it may indicate that the cable has electrical faults or poor contact.
S13、通过图像采集终端采集配电电缆连接处的图像信息，储存在第三储存组件中；S13, collecting image information of the connection point of the distribution cable through the image acquisition terminal, and storing it in the third storage component;
S2、通过获取得到的配电电缆的传输数据信息和配电电缆连接处的图像信息进行电缆异常分析，得到电缆异常分析结果；S2, performing cable anomaly analysis by acquiring the transmission data information of the distribution cable and the image information of the connection point of the distribution cable to obtain the cable anomaly analysis result;
在一个具体实施例中，通过获取得到的配电电缆的传输数据信息和配电电缆连接处的图像信息进行电缆异常分析，得到电缆异常分析结果包括以下具体步骤：In a specific embodiment, the cable abnormality analysis is performed by acquiring the transmission data information of the distribution cable and the image information of the connection of the distribution cable, and obtaining the cable abnormality analysis result includes the following specific steps:
S21、构建传输数据异常评估模型，获取设定周期内的配电电缆的传输数据信息导入构建的传输数据异常评估模型中进行传输数据异常评估；S21, constructing a transmission data anomaly assessment model, obtaining the transmission data information of the distribution cable within a set period and importing it into the constructed transmission data anomaly assessment model to perform transmission data anomaly assessment;
在一个具体实施例中，构建传输数据异常评估模型，获取设定周期内的配电电缆的传输数据信息导入构建的传输数据异常评估模型中进行传输数据异常评估包括以下具体步骤：In a specific embodiment, constructing a transmission data anomaly assessment model, obtaining transmission data information of a distribution cable within a set period and importing it into the constructed transmission data anomaly assessment model to perform transmission data anomaly assessment includes the following specific steps:
S211、获取设定周期内的配电电缆的传输数据信息，将获取得到的配电电缆的传输数据信息导入传输异常值计算公式中计算传输异常值，其中，第b个配电电缆传输异常值计算公式为：，其中，n为传输数据信息种类，ai为第i种传输数据信息种类的占比系数，T为设定周期的时长，Xit为t时刻第i种传输数据信息种类的数据，Xim为第i种传输数据信息种类的标准数据，dt为时间积分；S211, obtaining the transmission data information of the distribution cable within a set period, and importing the obtained transmission data information of the distribution cable into the transmission abnormal value calculation formula to calculate the transmission abnormal value, wherein the transmission abnormal value calculation formula of the bth distribution cable is: , where n is the type of transmission data information, ai is the proportion coefficient of the i-th type of transmission data information, T is the duration of the set cycle, Xit is the data of the i-th type of transmission data information at time t, Xim is the standard data of the i-th type of transmission data information, and dt is the time integral;
S212、将获取得到的配电电缆的传输数据信息导入传输波动值计算公式中计算传输波动值，其中，第b个配电电缆传输波动值计算公式为：，其中，为t-1时刻第i种传输数据信息种类的数据；S212, importing the obtained transmission data information of the distribution cable into the transmission fluctuation value calculation formula to calculate the transmission fluctuation value, wherein the transmission fluctuation value calculation formula of the b-th distribution cable is: ,in, The data of the i-th type of transmitted data information at time t-1;
S213、将计算得到的配电电缆传输异常值和配电电缆传输波动值代入传输数据异常值计算公式中计算传输数据异常值，其中，第b个配电电缆传输数据异常值计算公式为：其中，为传输异常占比；S213, substituting the calculated distribution cable transmission abnormal value and distribution cable transmission fluctuation value into the transmission data abnormal value calculation formula to calculate the transmission data abnormal value, wherein the b-th distribution cable transmission data abnormal value calculation formula is: in, is the proportion of transmission anomalies;
S22、构建电缆表皮异常评估模型，获取配电电缆连接处的图像信息导入构建的电缆表皮异常评估模型中进行电缆表皮异常评估；S22, constructing a cable skin abnormality assessment model, obtaining image information of the distribution cable connection point and importing it into the constructed cable skin abnormality assessment model to perform cable skin abnormality assessment;
在一个具体实施例中，构建电缆表皮异常评估模型，获取配电电缆连接处的图像信息导入构建的电缆表皮异常评估模型中进行电缆表皮异常评估包括以下具体内容：In a specific embodiment, constructing a cable skin abnormality assessment model, obtaining image information of the distribution cable connection point and importing it into the constructed cable skin abnormality assessment model to perform cable skin abnormality assessment includes the following specific contents:
S221、获取配电电缆连接处的图像的像素点像素值数据；S221, obtaining pixel value data of the pixel points of the image at the connection point of the distribution cable;
S222、将获取得到的配电电缆连接处的图像的像素点像素值数据导入图像异常评估值计算公式中计算图像异常评估值，其中，第b个配电电缆的图像异常评估值计算公式为：，其中，N为第b个配电电缆连接处的图像的像素点个数，Sjc为第b个配电电缆连接处的第j个像素点的像素值，Sj为第b个配电电缆连接处的第j个像素点的起始状态的像素值，kj为第b个配电电缆连接处的第j个像素点距离连接点的距离；S222, importing the obtained pixel value data of the image at the connection point of the distribution cable into the image anomaly evaluation value calculation formula to calculate the image anomaly evaluation value, wherein the image anomaly evaluation value calculation formula for the b-th distribution cable is: , where N is the number of pixels of the image at the b-th distribution cable connection, Sjc is the pixel value of the j-th pixel at the b-th distribution cable connection, Sj is the pixel value of the initial state of the j-th pixel at the b-th distribution cable connection, and kj is the distance from the j-th pixel at the b-th distribution cable connection to the connection point;
S23、通过获取得到的传输数据异常评估结果和电缆表皮异常评估结果进行电缆异常分析，得到电缆异常分析结果；S23, performing cable anomaly analysis by acquiring the transmission data anomaly assessment result and the cable skin anomaly assessment result, to obtain a cable anomaly analysis result;
在一个具体实施例中，通过获取得到的传输数据异常评估结果和电缆表皮异常评估结果进行电缆异常分析，得到电缆异常分析结果包括以下具体内容：In a specific embodiment, the cable anomaly analysis is performed by acquiring the transmission data anomaly evaluation result and the cable skin anomaly evaluation result, and the cable anomaly analysis result includes the following specific contents:
获取计算得到的各配电电缆传输数据异常值和配电电缆的图像异常评估值，将获取得到的配电电缆传输数据异常值和配电电缆的图像异常评估值导入电缆异常分析值计算公式中计算电缆异常分析值，其中，第b个配电电缆异常分析值计算公式为：，其中，为电缆传输异常占比；The calculated transmission data anomaly values of each distribution cable and the image anomaly evaluation value of the distribution cable are obtained, and the obtained transmission data anomaly values of the distribution cable and the image anomaly evaluation value of the distribution cable are introduced into the cable anomaly analysis value calculation formula to calculate the cable anomaly analysis value, wherein the calculation formula for the bth distribution cable anomaly analysis value is: ,in, is the proportion of cable transmission anomalies;
S3、构建分支箱状态异常分析模型，将获取得到的电缆异常分析结果和箱体内部环境数据导入分支箱状态异常分析模型中进行分支箱状态异常分析；S3, constructing a branch box state abnormality analysis model, importing the obtained cable abnormality analysis results and the box internal environment data into the branch box state abnormality analysis model to perform branch box state abnormality analysis;
在一个具体实施例中，构建分支箱状态异常分析模型，将获取得到的电缆异常分析结果和箱体内部环境数据导入分支箱状态异常分析模型中进行分支箱状态异常分析包括以下具体内容：In a specific embodiment, constructing a branch box state abnormality analysis model, importing the obtained cable abnormality analysis results and the box internal environment data into the branch box state abnormality analysis model to perform branch box state abnormality analysis includes the following specific contents:
S31、获取箱体内部环境数据，将箱体内部环境数据导入环境异常值计算公式中进行环境异常值计算，其中，环境异常值计算公式为：，其中，Fwd为箱体内部温度值，Fwdm为箱体内部温度安全范围的中值，Fwdmax为箱体内部温度安全范围的最大值，Fwdmin为箱体内部温度安全范围的最小值；S31, obtaining the internal environment data of the box, and importing the internal environment data of the box into the environment abnormal value calculation formula to calculate the environment abnormal value, wherein the environment abnormal value calculation formula is: , where Fwd is the internal temperature value of the box, Fwdm is the median value of the internal temperature safety range of the box, Fwdmax is the maximum value of the internal temperature safety range of the box, and Fwdmin is the minimum value of the internal temperature safety range of the box;
S32、将获取得到的环境异常值、配电电缆异常分析值和各电缆负载功率代入分支箱状态异常分析值计算公式中计算分支箱状态异常分析值，其中，分支箱状态异常分析值计算公式为：，其中，D为分支箱中配电电缆个数，Pv为第v个电缆负载功率，Pm为电缆负载标准功率，Wv为第v个配电电缆异常分析值，exp()为自然常数e的指数幂；S32, substituting the obtained environmental abnormality value, distribution cable abnormality analysis value and each cable load power into the branch box state abnormality analysis value calculation formula to calculate the branch box state abnormality analysis value, wherein the branch box state abnormality analysis value calculation formula is: , where D is the number of distribution cables in the branch box, Pv is the load power of the vth cable, Pm is the standard power of the cable load, Wv is the abnormal analysis value of the vth distribution cable, and exp() is the exponential power of the natural constant e;
S4、根据得到的分支箱状态异常分析结果进行分支箱异常预警，并提醒维护人员进行分支箱维护；S4. According to the abnormal analysis result of the branch box status, an abnormal warning of the branch box is issued, and the maintenance personnel are reminded to perform maintenance on the branch box;
在一个具体实施例中，根据得到的分支箱状态异常分析结果进行分支箱异常预警，并提醒维护人员进行分支箱维护包括以下具体内容：In a specific embodiment, the branch box abnormality warning is performed according to the obtained branch box status abnormality analysis result, and the maintenance personnel are reminded to perform branch box maintenance, which includes the following specific contents:
将计算得到的分支箱状态异常分析值与设定的分支箱状态异常分析阈值进行对比，若得到的分支箱状态异常分析值大于等于设定的分支箱状态异常分析阈值，则进行分支箱异常状态预警，并提醒维护人员进行分支箱维护；若得到的分支箱状态异常分析值小于设定的分支箱状态异常分析阈值，则提示分支箱运行状态正常。The calculated branch box status abnormal analysis value is compared with the set branch box status abnormal analysis threshold. If the obtained branch box status abnormal analysis value is greater than or equal to the set branch box status abnormal analysis threshold, a branch box abnormal status warning is issued, and the maintenance personnel are reminded to perform branch box maintenance; if the obtained branch box status abnormal analysis value is less than the set branch box status abnormal analysis threshold, it is prompted that the branch box operation status is normal.
在此需要说明的是，传输异常占比、第i种传输数据信息种类的占比系数、电缆传输异常占比、电缆负载标准功率和分支箱状态异常分析阈值的取值方式为：获取500组箱体内部的环境数据，同时获取配电电缆的传输数据信息和配电电缆连接处的图像信息，代入分支箱状态异常分析值计算公式中计算分支箱状态异常分析值，获取下周期的箱体是否发生故障，将分支箱状态异常分析值和下周期的箱体是否发生故障判断结果导入拟合软件中，输出符合最大故障判断准确率的传输异常占比、第i种传输数据信息种类的占比系数、电缆传输异常占比、电缆负载标准功率和分支箱状态异常分析阈值的取值。It should be noted here that the values of the transmission anomaly ratio, the ratio coefficient of the i-th transmission data information type, the cable transmission anomaly ratio, the cable load standard power and the branch box status abnormality analysis threshold are determined as follows: 500 sets of environmental data inside the box are obtained, and at the same time, the transmission data information of the distribution cable and the image information of the distribution cable connection are obtained, and the data are substituted into the branch box status abnormality analysis value calculation formula to calculate the branch box status abnormality analysis value, and whether the box in the next cycle has a fault is obtained. The branch box status abnormality analysis value and the judgment result of whether the box in the next cycle has a fault are imported into the fitting software, and the values of the transmission anomaly ratio, the ratio coefficient of the i-th transmission data information type, the cable transmission anomaly ratio, the cable load standard power and the branch box status abnormality analysis threshold that meet the maximum fault judgment accuracy are output.
本实施例相对于现有技术的好处为：获取箱体内部的环境数据，同时获取配电电缆的传输数据信息和配电电缆连接处的图像信息，通过获取得到的配电电缆的传输数据信息和配电电缆连接处的图像信息进行电缆异常分析，得到电缆异常分析结果，构建分支箱状态异常分析模型，将获取得到的电缆异常分析结果和箱体内部环境数据导入分支箱状态异常分析模型中进行分支箱状态异常分析，根据得到的分支箱状态异常分析结果进行分支箱异常预警，并提醒维护人员进行分支箱维护，通过综合电缆分支箱内部的配电电缆的传输数据信息和配电电缆连接处连接信息对配电电缆的运行情况进行综合分析，然后综合电缆运行情况和电缆分支箱内部环境异常情况对电缆分支箱内部的情况进行综合评估，对电缆分支箱内部产生的故障进行提前发现维护，提高了电缆分支箱的维护效率和安全性。The advantages of this embodiment over the prior art are as follows: obtaining environmental data inside the box, and simultaneously obtaining transmission data information of the distribution cable and image information of the distribution cable connection, performing cable abnormality analysis by obtaining the transmission data information of the distribution cable and the image information of the distribution cable connection, obtaining cable abnormality analysis results, constructing a branch box state abnormality analysis model, importing the obtained cable abnormality analysis results and the environmental data inside the box into the branch box state abnormality analysis model to perform branch box state abnormality analysis, performing branch box abnormality warning based on the obtained branch box state abnormality analysis results, and reminding maintenance personnel to perform branch box maintenance, performing a comprehensive analysis of the operation of the distribution cable by integrating the transmission data information of the distribution cable inside the cable branch box and the connection information of the distribution cable connection, and then comprehensively evaluating the situation inside the cable branch box by integrating the cable operation situation and the abnormal situation of the environment inside the cable branch box, and performing early detection and maintenance of faults generated inside the cable branch box, thereby improving the maintenance efficiency and safety of the cable branch box.
实施例2Example 2
如图4所示，基于状态识别的配电电缆分支箱状态监测系统，其基于上述基于状态识别的配电电缆分支箱状态监测方法实现，其具体包括数据获取模块、电缆异常分析模块、状态异常分析模块、异常预警模块和总控模块；As shown in FIG4 , a distribution cable branch box state monitoring system based on state recognition is implemented based on the above-mentioned distribution cable branch box state monitoring method based on state recognition, and specifically includes a data acquisition module, a cable anomaly analysis module, a state anomaly analysis module, an anomaly warning module and a master control module;
其中，数据获取模块用于获取箱体内部的环境数据，同时获取配电电缆的传输数据信息和配电电缆连接处的图像信息；电缆异常分析模块用于通过获取得到的配电电缆的传输数据信息和配电电缆连接处的图像信息进行电缆异常分析，得到电缆异常分析结果；状态异常分析模块用于构建分支箱状态异常分析模型，将获取得到的电缆异常分析结果和箱体内部环境数据导入分支箱状态异常分析模型中进行分支箱状态异常分析；异常预警模块用于根据得到的分支箱状态异常分析结果进行分支箱异常预警，并提醒维护人员进行分支箱维护；总控模块用于数据获取模块、电缆异常分析模块、状态异常分析模块和异常预警模块的控制运行。Among them, the data acquisition module is used to obtain the environmental data inside the box, and at the same time obtain the transmission data information of the distribution cable and the image information of the distribution cable connection; the cable abnormality analysis module is used to perform cable abnormality analysis by acquiring the transmission data information of the distribution cable and the image information of the distribution cable connection, and obtain the cable abnormality analysis results; the state abnormality analysis module is used to construct a branch box state abnormality analysis model, and import the acquired cable abnormality analysis results and the internal environmental data of the box into the branch box state abnormality analysis model to perform branch box state abnormality analysis; the abnormal warning module is used to issue a branch box abnormality warning based on the obtained branch box state abnormality analysis results, and remind maintenance personnel to perform branch box maintenance; the master control module is used to control the operation of the data acquisition module, the cable abnormality analysis module, the state abnormality analysis module and the abnormal warning module.
实施例3Example 3
本实施例提供一种电子设备，包括：处理器和存储器，其中，存储器中存储有可供处理器调用的计算机程序；This embodiment provides an electronic device, including: a processor and a memory, wherein the memory stores a computer program that can be called by the processor;
处理器通过调用存储器中存储的计算机程序，执行上述的基于状态识别的配电电缆分支箱状态监测方法。The processor executes the above-mentioned distribution cable branch box status monitoring method based on status identification by calling the computer program stored in the memory.
该电子设备可因配置或性能不同而产生比较大的差异，能够包括一个或一个以上的处理器和一个或一个以上的存储器，其中，该存储器中存储有至少一条计算机程序，该计算机程序由该处理器加载并执行以实现上述方法实施例提供的基于状态识别的配电电缆分支箱状态监测方法。该电子设备还能够包括其他用于实现设备功能的部件，例如，该电子设备还能够具有有线或无线网络接口以及输入输出接口等部件，以便进行数据的输入输出。本实施例在此不作赘述。The electronic device may have relatively large differences due to different configurations or performances, and may include one or more processors and one or more memories, wherein the memory stores at least one computer program, and the computer program is loaded and executed by the processor to implement the distribution cable branch box status monitoring method based on status identification provided by the above method embodiment. The electronic device may also include other components for realizing the functions of the device, for example, the electronic device may also have components such as a wired or wireless network interface and an input/output interface to input and output data. This embodiment will not be described in detail here.
实施例4Example 4
本实施例提出一种计算机可读存储介质，其上存储有可擦写的计算机程序；This embodiment provides a computer-readable storage medium having a rewritable computer program stored thereon;
当计算机程序在计算机设备上运行时，使得计算机设备执行上述的基于状态识别的配电电缆分支箱状态监测方法。When the computer program runs on a computer device, the computer device is enabled to execute the above-mentioned distribution cable branch box status monitoring method based on status identification.
例如，计算机可读存储介质能够是只读存储器、随机存取存储器、只读光盘、磁带、软盘和光数据存储设备等。For example, the computer readable storage medium can be a read-only memory, a random access memory, a read-only CD-ROM, a magnetic tape, a floppy disk, an optical data storage device, and the like.
上述实施例，可以全部或部分地通过软件、硬件、固件或其他任意组合来实现。当使用软件实现时，上述实施例可以全部或部分地以计算机程序产品的形式实现。计算机程序产品包括一个或多个计算机指令或计算机程序。在计算机上加载或执行计算机指令或计算机程序时，全部或部分地产生按照本发明实施例的流程或功能。计算机可以为通用计算机、专用计算机、计算机网络或者其他可编程装置。计算机指令可以存储在计算机可读存储介质中，或者从一个计算机可读存储介质向另一个计算机可读存储介质传输，例如，计算机指令可以从一个网站站点、计算机、服务器或数据中心通过有线网络或/和无线网络方式向另一个网站站点、计算机、服务器或数据中心进行传输。计算机可读存储介质可以是计算机能够存取的任何可用介质或者是包含一个或多个可用介质集合的服务器、数据中心等数据存储设备。可用介质可以是磁性介质（例如，软盘、硬盘、磁带）、光介质（例如，DVD），或者半导体介质。半导体介质可以是固态硬盘。The above embodiments can be implemented in whole or in part by software, hardware, firmware or any other combination. When implemented by software, the above embodiments can be implemented in whole or in part in the form of a computer program product. The computer program product includes one or more computer instructions or computer programs. When a computer instruction or computer program is loaded or executed on a computer, a process or function according to an embodiment of the present invention is generated in whole or in part. The computer can be a general-purpose computer, a special-purpose computer, a computer network or other programmable device. Computer instructions can be stored in a computer-readable storage medium or transmitted from one computer-readable storage medium to another computer-readable storage medium. For example, computer instructions can be transmitted from one website, computer, server or data center to another website, computer, server or data center through a wired network or/and a wireless network. The computer-readable storage medium can be any available medium that can be accessed by a computer or a data storage device such as a server or data center that contains one or more available media sets. The available medium can be a magnetic medium (for example, a floppy disk, a hard disk, a tape), an optical medium (for example, a DVD), or a semiconductor medium. The semiconductor medium can be a solid-state hard disk.
| Application Number | Priority Date | Filing Date | Title |
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| CN202411518668.5ACN119030159B (en) | 2024-10-29 | 2024-10-29 | Distribution cable branch box state monitoring system and method based on state identification |
| Application Number | Priority Date | Filing Date | Title |
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| CN202411518668.5ACN119030159B (en) | 2024-10-29 | 2024-10-29 | Distribution cable branch box state monitoring system and method based on state identification |
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| CN119030159Atrue CN119030159A (en) | 2024-11-26 |
| CN119030159B CN119030159B (en) | 2024-12-27 |
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| CN202411518668.5AActiveCN119030159B (en) | 2024-10-29 | 2024-10-29 | Distribution cable branch box state monitoring system and method based on state identification |
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