The invention discloses a new energy heavy truck battery replacement system and method based on intelligent management. The method comprises the following steps that S1, the system is initialized; s2, generating a battery state curve by using a deep recurrent neural network, detecting an abnormal battery and marking the abnormal battery as a non-distributable battery; s3, extracting candidate sites to generate a preliminary candidate path set; s4, optimizing a path by using a simulated annealing tree search method, processing dynamic information by embedding a decision tree search algorithm, and screening out an optimal power conversion path; s5, full-automatic disassembly and assembly of the batteries are completed, and the optimal batteries are distributed; s6, generating a battery health state curve and long-term charge and discharge characteristic simulation data by using the generative adversarial network, and dynamically adjusting a battery use priority and a distribution strategy; s7, dynamically planning a charging task, and using new energy to complete the charging task; and S8, establishing a battery health file, and performing health state detection on the battery. According to the invention, through deep learning and simulated annealing tree search methods and the like, intelligent management of new energy heavy truck battery replacement is realized.
本发明公开了基于智能管理的新能源重卡换电系统及方法,包括如下步骤:S1、初始化系统;S2、利用深度循环神经网络生成电池状态曲线,检测异常电池并标记为不可分配;S3、提取候选站点生成初步候选路径集合;S4、利用模拟退火树搜索方法优化路径,并嵌入决策树搜索算法处理动态信息,筛选出最优换电路径;S5、完成电池的全自动拆卸与安装,并分配最适电池;S6、利用生成对抗网络生成电池健康状态曲线和长期充放电特性模拟数据,动态调整电池使用优先级和分配策略;S7、动态规划充电任务,使用新能源完成充电任务;S8、建立电池健康档案,并对电池进行健康状态检测。本发明通过深度学习和模拟退火树搜索方法等,实现了新能源重卡换电智能化管理。
New energy heavy truck battery replacement system and method based on intelligent management
基于智能管理的新能源重卡换电系统及方法
10.01.2025
Patent
Elektronische Ressource
Chinesisch
IPC: | 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 / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung |
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