Design method of photovoltaic power generation operation and maintenance system

• Main Authors: XUE JIAXIANG, CHEN HAIFENG, GAO PENG
• Format: Patent
• Language: Chinese; English
• Published: 23.07.2021
• Subjects: CALCULATING; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS; COMPUTING; COUNTING; DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES; PHYSICS; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR

The invention discloses a design method of a photovoltaic power generation operation and maintenance system. The design method comprises the following steps: establishing an Inception-ResNet-V2 model based on a convolutional neural network and residual connection; compiling a photovoltaic power generation power prediction model based on GRU-Light GBM integration; developing a photovoltaic operation and maintenance system based on an SSM framework; and deploying a photovoltaic operation and maintenance system on a cloud server, responding to an Inception-ResNet-V2 model classification result to a front end to realize pollution alarm and operation and maintenance functions, and responding a GRU-Light GBM model prediction value to the front end to realize a photovoltaic power generation power prediction function. According to the invention, the working state of the photovoltaic array can be observed in real time through the operation and maintenance interface, and whether the photovoltaic power generation system