Unlock instant, AI-driven research and patent intelligence for your innovation.

Method and device for data classification and processing of power Internet of things based on cloud-edge collaborative architecture

A technology of electric power Internet of Things and data classification, which is applied in the direction of electric digital data processing, other database clustering/classification, computer systems based on knowledge mode, etc. Problems such as heavy computing pressure on the cloud can achieve the effects of improving accuracy, avoiding delays, and responding quickly

Active Publication Date: 2022-08-02
WEIHAI POWER SUPPLY COMPANY OF STATE GRID SHANDONG ELECTRIC POWER COMPANY +1
View PDF6 Cites 1 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

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

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Method and device for data classification and processing of power Internet of things based on cloud-edge collaborative architecture

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0026] The specific embodiments of the present application will be further described below with reference to the accompanying drawings.

[0027] like figure 1 As shown, the method for classifying and processing data of the power Internet of Things based on the cloud-edge collaborative architecture involved in this application includes the following steps:

[0028] Step 1. Collect and collect raw data at the edge layer and divide the data into upload data UpD and pending 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 data to be processed PeD needs to be processed at the edge layer, and after the processing is completed, the edge layer downloads the result to the device layer, and at the same time, the processing Subsequent data is uploaded to the cloud layer, where it awaits further analysis.

[0029] Step 2. Use the random forest algorithm to classify and pro...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The present invention provides a method and device for classifying and processing power Internet of Things data based on a cloud-edge collaborative architecture, wherein the method includes collecting and collecting raw data at the edge layer and dividing the data into upload data and data to be processed according to the source of the data; using random data The forest algorithm classifies and processes the data to be processed, and obtains classification result data; the edge layer uploads the uploaded data and classification result data to the cloud layer, and uses the LSTM-FCN data classification model in the cloud layer to classify the uploaded data and classification result data. Classified storage. The above-mentioned method and device for classifying and processing data of the power Internet of Things based on the cloud-edge collaboration architecture can avoid the delay of data uploading and waiting for data return, achieve fast response to data, and improve the accuracy of fault diagnosis and classification.

Description

technical field [0001] The invention relates to the technical field of data classification, and in particular, to a method and device for classifying and processing power Internet of Things data based on a cloud-edge collaboration 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 in the power industry are very complex, including equipment status information from power plants and substations, power consumption information from many areas, and information from sensors monitoring various facilities in remote areas. The existing power 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 burden the cloud with a large computing pressure, but also cause a huge bandwidth burden on the data transmission route. This model has been unable to meet the growing ...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & Authority Patents(China)
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