Electric power Internet of Things data classification processing method and device based on cloud edge collaborative architecture
A power Internet of Things, data classification technology, applied in the direction of electrical digital data processing, other database clustering/classification, knowledge-based model computer systems, etc., can solve the huge bandwidth burden of data transmission routes, cannot meet data processing needs, Cloud computing pressure and other issues to achieve the effect of improving accuracy, avoiding delays, and responding quickly
Active Publication Date: 2021-02-02
WEIHAI POWER SUPPLY COMPANY OF STATE GRID SHANDONG ELECTRIC POWER COMPANY +1
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Problems solved by technology
The existing Internet of Things based on cloud computing architecture will transfer all these data to the cloud for data analysis and processing, which will not only put a greater computing pressure on the cloud, but also cause a huge bandwidth burden on the data transmission route.
This model has been unable to meet the growing data processing needs of the industry
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[0026]The specific implementation of the present application will be further described below in conjunction with the drawings.
[0027]Such asfigure 1 As shown, the cloud-side collaborative architecture-based power Internet of Things data classification processing method involved in this application includes the following steps:
[0028]Step 1. Collect raw data at the edge layer and divide the data into upload data UpD and to-be-processed data PeD according to the source of the data. Specifically, the edge layer does not process the uploaded data UpD, but directly transmits it to the cloud layer; the to-be-processed data PeD needs to be processed at the edge layer. After the processing is completed, the edge layer downloads the result to the device layer, and at the same time, it will process After that, the data is uploaded to the cloud layer, waiting for further analysis at the cloud layer.
[0029]Step 2. Use the random forest algorithm to classify and process the data PeD to be processed...
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The invention provides an electric power Internet of Things data classification processing method and device based on a cloud edge collaborative architecture, and the method comprises the steps of: collecting original data at an edge layer, and dividing the data into uploading data and to-be-processed data according to the source of the data; classifying and processing the to-be-processed data byutilizing a random forest algorithm to obtain classification result data; and enabling the edge layer to upload the uploading data and the classification result data to a cloud layer, and storing theuploading data and the classification result data in a classified manner by using an LSTM-FCN data classification model in the cloud layer. According to the electric power Internet of Things data classification processing method and device based on the cloud edge collaborative architecture, delay of data uploading and waiting for data returning can be avoided, rapid response to data is achieved, and the accuracy of fault diagnosis classification is improved.
Description
Technical field[0001]The present invention relates to the technical field of data classification, and in particular to a method and device for data classification and processing of a power Internet of Things based on a cloud-side collaborative architecture.Background technique[0002]With the continuous development of power Internet of Things technology, the data in the power grid is also increasing. The data sources of the power industry are very complex. There are equipment status information from power plants and substations, electricity consumption information from many areas, and sensor information from remote areas that monitor various facilities. The existing power Internet of Things based on the cloud computing architecture will transfer all these data to the cloud for data analysis and processing. This will not only put a lot of computing pressure on the cloud, but also cause a huge broadband burden on the data transmission route. This model has been unable to meet the indust...
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Login to View More IPC IPC(8): G06F16/906G06K9/62G06N3/04G06N5/00G06F9/50
CPCG06F16/906G06F9/5072G06F2209/502G06N5/01G06N3/048G06N3/044G06N3/045G06F18/24G06F18/24323
Inventor 卢媛范春磊冷小洁栾卫平徐康杨尉穆芮顾建伟王伟荣俊兴李柔霏赵慧群张睿杨冉昕王丽锋王艳红周子程张志浩黄征贺艳丽冯逊周学军张赟杨禹太孔亮杜廷文
Owner WEIHAI POWER SUPPLY COMPANY OF STATE GRID SHANDONG ELECTRIC POWER COMPANY