POI information-combined Rao-1-Informer electric vehicle charging station load prediction method and related device

The invention provides a Rao-1-Informer electric vehicle charging station load prediction method combined with POI information and a related device. The method comprises the following steps: acquiring historical charging data of a to-be-predicted charging station and POI information of an area to wh...

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Hauptverfasser:	LIN XINHAO, LI YUE, TAN ZHUKUI, YU LEI, ZHENG YOUZHUO, HARO ZERUI, XU YUTAO, XU MIN, LIU YINLIANG, LIU TONG, CAI YONGXIANG, WANG YANG, DUAN SHUYIN, OUYANG GUANGZE
Format:	Patent
Sprache:	chi ; eng
Schlagworte:	CALCULATING CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTINGELECTRIC POWER COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING CONVERSION OR DISTRIBUTION OF ELECTRIC POWER COUNTING DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES ELECTRIC DIGITAL DATA PROCESSING ELECTRIC EQUIPMENT OR PROPULSION OF ELECTRICALLY-PROPELLEDVEHICLES ELECTRICITY ELECTRODYNAMIC BRAKE SYSTEMS FOR VEHICLES, IN GENERAL GENERATION MAGNETIC SUSPENSION OR LEVITATION FOR VEHICLES PERFORMING OPERATIONS PHYSICS SYSTEMS FOR STORING ELECTRIC ENERGY SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR TRANSPORTING VEHICLES IN GENERAL
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Beschreibung
Zusammenfassung:	The invention provides a Rao-1-Informer electric vehicle charging station load prediction method combined with POI information and a related device. The method comprises the following steps: acquiring historical charging data of a to-be-predicted charging station and POI information of an area to which the to-be-predicted charging station belongs; according to the POI information and the historical charging data, a pre-trained electric vehicle charging station load prediction model is used for prediction, and a load prediction result of the charging station is obtained; wherein the electric vehicle charging station load prediction model is a model obtained by training POI information corresponding to a charging station and historical charging data based on an Informer network and a Rao-1 algorithm. According to the method, POI information is combined, time-space distribution characteristics of electric vehicle charging demands in different areas can be accurately grasped, meanwhile, the parameter optimization