Intelligent operation and maintenance method for energy underground subway station

• Main Authors: HU SHUAIJUN, KONG GANGQIANG, ZHANG JUN, TANG MING, ZHAO ZHEN, WANG TIANCI, WANG ZHONGTAO, DAI GUOHAO, YANG QING, CHANG HONGLIN, MA JINHANG
• Format: Patent
• Language: Chinese; English
• Published: 02.05.2023
• Subjects: CALCULATING; COMPUTING; COUNTING; DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES; ELECTRIC DIGITAL DATA PROCESSING; PHYSICS; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR

The invention relates to a shallow geothermal energy development and utilization technology, in particular to an intelligent operation and maintenance method for an energy underground subway station, which comprises the following steps of: training various local learning models of five modules on a local client by using a federal learning operation and maintenance control model formed by a central server and the local client; and a calculation result is encrypted and uploaded to a central processing unit, a result obtained by a global federal learning model and a global model is issued to a local model of each local client again, repeated iteration between the client and the central server is carried out until the global model is stable, and finally different module regulation and control schemes matched with each other are made. The method can be used for real-time regulation and early warning; comprehensive and integrated regulation and control among the station user side, the unit equipment, the energy tun