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Equipment damage measurement method of wartime based on FCE-PCA-RF

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As the"engine"of equipment continuous operation and repeated operation,equipment maintenance support plays a more prominent role in the confrontation of symmetrical combat systems.As the basis and guide for the planning and implemen-tation of equipment maintenance tasks,the equipment damage measurement is an important guarantee for the effective imple-mentation of maintenance support.Firstly,this article compre-hensively analyses the influence factors to damage measure-ment from the enemy's attributes,our attributes and the battle-field environment starting from the basic problem of wartime equipment damage measurement.Secondly,this article deter-mines the key factors based on fuzzy comprehensive evaluation(FCE)and performed principal component analysis(PCA)on the key factors.Finally,the principal components representing more than 85%of the data features are taken as the input and the equipment damage quantity is taken as the output.The data are trained and tested by artificial neural network(ANN)and ran-dom forest(RF).In a word,FCE-PCA-RF can be used as a refer-ence for the research of equipment damage estimation in wartime.

wartimeequipment damagefuzzy comprehensive evaluation(FCE)principal component analysis(PCA)artificial neural network(ANN)random forest(RF)

LI Mingyu、GAO Lu、XU Hongwei、LI Kai、HUANG Yisong

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Shijiazhuang Campus of Army Engineering University,Shijiazhuang 050003,China

Shijiazhuang Campus of Army Infantry Academy,Shijiazhuang 050227,China

2024

系统工程与电子技术(英文版)
中国航天科工防御技术研究院 中国宇航学会 中国系统工程学会 中国系统仿真学会

系统工程与电子技术(英文版)

CSTPCD
影响因子:0.64
ISSN:1004-4132
年,卷(期):2024.35(3)
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