The invention relates to the technical field of electric bicycle charging monitoring, and discloses an electric bicycle charging state monitoring method based on artificial intelligence, which comprises the following steps: collecting data related to the charging state of an electric bicycle; preprocessing the collected data, and performing feature extraction on the preprocessed data; constructing a charging state monitoring model according to the extracted data features and actual requirements, and training the monitoring model according to the data; evaluating the trained monitoring model by using test data to obtain an evaluation result; the evaluated or optimized monitoring model is applied to real-time data, and the charging state of the electric bicycle is monitored in real time. The accuracy and precision of the monitoring method for the charging state can be effectively improved, meanwhile, real-time monitoring is carried out on the charging state, abnormal conditions are handled, and the charging safety of the electric bicycle is improved.

    本发明专利涉及电动车充电监测技术领域,且公开了基于人工智能的电动自行车充电状态监测方法,包括采集与电动自行车充电状态相关的数据;对采集的数据进行预处理,并对预处理后的数据进行特征提取;根据提取的数据特征,按照实际需求,构建出充电状态监测模型,并根据所述数据对所述监测模型进行训练;利用测试数据对所述训练过的监测模型进行评估,得到评估结果;将已评估或已优化的监测模型应用于实时数据中,对电动自行车的充电状态进行实时监测。本发明能够有效的提高充电状态的监测方法的准确度以及精度,同时对充电状态进行实时性监测以及对异常情况做出应对,提高电动自行车的充电安全。


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    Titel :

    Electric bicycle charging state monitoring method based on artificial intelligence


    Weitere Titelangaben:

    基于人工智能的电动自行车充电状态监测方法


    Beteiligte:
    ZHANG TAIHE (Autor:in)

    Erscheinungsdatum :

    2023-12-26


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Chinesisch


    Klassifikation :

    IPC:    G01R Messen elektrischer Größen , MEASURING ELECTRIC VARIABLES / 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




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