The invention belongs to the technical field of aero-engine monitoring, and discloses an aero-engine service life prediction method based on a knowledge embedded graph neural network, which comprises the following steps: firstly, constructing an aero-engine sensor knowledge graph, then converting the knowledge graph into an embedded vector, and then constructing a time-space degradation data set of knowledge embedding; and finally predicting the service life of the aero-engine through the space-time diagram convolutional neural network model. According to the method, time correlation, spatial correlation and sensor global information integration are considered, and the service life of the aero-engine can be effectively and accurately predicted.

    本发明航空发动机监测技术领域,公开了一种基于知识嵌入图神经网络的航空发动机寿命预测方法,首先构建航空发动机传感器知识图谱,再将知识图谱转换为嵌入向量,然后构建知识嵌入的时空退化数据集,最后通过时空图卷积神经网络模型预测航空发动机寿命。本发明兼顾了时间相关性、空间相关性和传感器全局信息整合,能够有效且准确的预测航空发动机寿命。


    Access

    Download


    Export, share and cite



    Title :

    Aero-engine life prediction method based on knowledge embedded graph neural network


    Additional title:

    一种基于知识嵌入图神经网络的航空发动机寿命预测方法


    Contributors:
    CAI XIAO (author) / XIE MIN (author) / ZHANG DINGCHENG (author) / CHEN ZIYI (author)

    Publication date :

    2025-04-01


    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 / F02C Gasturbinenanlagen , GAS-TURBINE PLANTS / G07C TIME OR ATTENDANCE REGISTERS , Zeit- oder Anwesenheitskontrollgeräte / B64F GROUND OR AIRCRAFT-CARRIER-DECK INSTALLATIONS SPECIALLY ADAPTED FOR USE IN CONNECTION WITH AIRCRAFT , Boden- oder Flugzeugträgerdeckeinrichtungen besonders ausgebildet für die Verwendung in Verbindung mit Luftfahrzeugen / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung



    Aero-Engine Control Based on Improved Neural Network

    Shuguang, Lei / Yanying, Guo / Jiayu, Li | IEEE | 2016


    Aero-engine service life prediction and maintenance method with risk avoidance

    CHEN CHUANG / WU YUHENG / SHI JIANTAO | European Patent Office | 2024

    Free access

    Probabilistic fatigue life prediction of an aero-engine turbine shaft

    Wu, Jun / Huang, Hong-Zhong / Li, Yan-Feng et al. | Emerald Group Publishing | 2022


    Aero-engine nacelle and aero-engine

    LIU ZHAO / XU YAN / DING CHEN | European Patent Office | 2022

    Free access

    Knowledge-driven traffic prediction method based on knowledge representation model and graph neural network

    ZHOU YI / LIU YIHAN / NING NIANWEN et al. | European Patent Office | 2023

    Free access