The invention discloses an intelligent tower crane, a fault prediction method of the intelligent tower crane and a storage medium. The method comprises the following steps: establishing a plurality of fault prediction models according to different component types of the tower crane; operating parameters of all components in the operation process of the tower crane are collected in real time; inputting the operation parameters of each component into the corresponding fault prediction model to obtain an initial fault prediction result of each component; inputting the initial fault prediction result into a preset comprehensive judgment model, wherein the comprehensive judgment model is used for comprehensively analyzing and determining a fault part and a fault state according to the initial fault prediction result of each part and the weight corresponding to each part; and starting a self-test mechanism, and determining a final fault component and a fault state according to a self-test result. According to the method, whether the tower crane breaks down or not is analyzed in real time by establishing the fault prediction model for each part, establishing the comprehensive judgment model and conducting fault testing, the prediction accuracy and real-time performance are improved, and the operation safety of the tower crane is guaranteed.

    本申请公开了一种智能塔机及智能塔机的故障预测方法、存储介质,方法包括:根据塔机的不同部件类型建立多个故障预测模型;实时采集塔机运行过程中的各个部件的运行参数;将各个部件的运行参数输入对应的故障预测模型,得到各个部件的初始故障预测结果;将初始故障预测结果输入预设的综合判断模型,综合判断模型用于根据各个部件的初始故障预测结果以及各个部件对应的权重综合分析确定故障部件以及故障状态;启动自我测试机制,根据自我测试结果确定最终的故障部件和故障状态。该方法通过对每个部件建立故障预测模型,并建立综合判断模型以及进行故障测试,实时分析塔机是否故障,提高了预测的精准性和实时性,保障了塔机的运行安全性。


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    Title :

    Intelligent tower crane, fault prediction method of intelligent tower crane and storage medium


    Additional title:

    一种智能塔机及智能塔机的故障预测方法、存储介质


    Contributors:
    ZHAO XIAODONG (author) / CHEN XI (author) / HUANG HAOWEI (author) / YANG SHUO (author) / ZHAO HUAN (author) / FAN YANGTAO (author)

    Publication date :

    2022-07-08


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

    IPC:    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 / B66C Krane , CRANES / G06K Erkennen von Daten , RECOGNITION OF DATA / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06V



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