The invention relates to an electric vehicle short-term load prediction method considering charging behavior information privacy protection, and the method comprises the following steps: 1, constructing a user behavior data set through an electric vehicle short-term charging load prediction system considering user charging behavior information safety privacy protection based on a transverse federation; 2, performing local prediction model training on the charging operator EVCO according to the sample set constructed in the step 1; step 3, extracting and uploading parameters in the local prediction model of the charging operator EVCO trained in the step 2; and step 4, the grid company GC aggregates and issues the local prediction model parameters uploaded in the step 3. The method can effectively improve the prediction precision of the short-term charging load of the electric vehicle on the premise of guaranteeing the safety of the privacy data of the user, and has a good model generalization capability.
本发明涉及一种计及充电行为信息隐私保护的电动汽车短期负荷预测方法,包括以下步骤:步骤1、基于横向联邦的考虑用户充电行为信息安全隐私保护的电动汽车短期充电负荷预测系统,对用户行为数据集进行构建;步骤2、根据步骤1中构建的样本集,对充电运营商EVCO进行本地预测模型训练;步骤3、对步骤2训练好的充电运营商EVCO的本地预测模型中的参数进行提取上传;步骤4、电网公司GC对步骤3上传的本地预测模型参数进行聚合并下发。本发明能够在保证用户隐私数据安全的前提下,有效地提升电动汽车短期充电负荷预测的精度,同时具备较好的模型泛化能力。
Electric vehicle short-term load prediction method considering charging behavior information privacy protection
计及充电行为信息隐私保护的电动汽车短期负荷预测方法
2023-11-24
Patent
Electronic Resource
Chinese
IPC: | H02J CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER , Schaltungsanordnungen oder Systeme für die Abgabe oder Verteilung elektrischer Leistung / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06Q Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke , DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES |
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