The invention discloses a steamship intelligent fault diagnosis system and method based on big data, and the system comprises a data collection module, a data transmission module, a data storage and processing module, a fault diagnosis model building module, a diagnosis and early warning module, a visual interaction module and the like, data collection covers multiple types of data, the collection frequency and precision are required, and the fault diagnosis model employs a deep learning algorithm and the like. The system has a self-adaptive learning capability, diagnosis and early warning are accurate and timely, visual interaction facilitates user operation and remote access, the system further comprises innovative parts such as an energy efficiency analysis and spare part management module, and all the modules work cooperatively to ensure high efficiency and intelligence of ship fault diagnosis. Through cooperative work of multiple modules, accurate acquisition and analysis of steamship operation data and intelligent fault diagnosis and early warning are realized, and the system also has the functions of energy efficiency analysis and spare part management. The method improves the fault diagnosis accuracy and timeliness, reduces the energy consumption, guarantees the safe and efficient operation of a ship, and improves the operation management level.

    本发明公开了一种基于大数据的轮船智能故障诊断系统及方法,包括数据采集、传输、存储与处理、故障诊断模型构建、诊断与预警、可视化交互等模块,数据采集涵盖多类数据,采集频率及精度有要求,故障诊断模型采用深度学习等算法,具自适应学习能力,诊断与预警准确及时,可视化交互方便用户操作及远程访问,系统还包括能源效率分析和备品备件管理模块等创新部分,各模块协同工作确保轮船故障诊断的高效与智能。本发明通过多模块协同工作,实现轮船运行数据精准采集与分析、智能故障诊断及预警,还具备能源效率分析和备品备件管理功能。提升了故障诊断准确性和及时性,降低能耗,保障轮船安全高效运行,提高运营管理水平。


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    Title :

    Intelligent ship fault diagnosis system and method based on big data


    Additional title:

    基于大数据的轮船智能故障诊断系统及方法


    Contributors:
    WANG CHENYANG (author) / DONG JINGMING (author) / ZHANG RUNZE (author) / ZHOU TIANLE (author)

    Publication date :

    2025-04-25


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

    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 / B63B Schiffe oder sonstige Wasserfahrzeuge , SHIPS OR OTHER WATERBORNE VESSELS / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung



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