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基于KNN和FAHP-熵值法的民用飞机结构修理方案生成方法

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为提高民用飞机结构维修决策效率,确保飞机飞行适航性,提出了一种基于KNN和FAHP-熵值法结合的民用飞机结构修理方案生成方法.首先,根据飞机结构维修案例的特征类型,筛选影响维修决策的关键特征;然后,运用FAHP-熵值法对案例特征属性的权重进行定量描述;最后,结合航空公司实际维修案例,采用改进的KNN算法计算源案例与目标案例的相似度,评估二者的接近度.研究结果表明,将KNN与FAHP-熵值法相结合能有效计算飞机结构维修案例的相似度,对民机结构的数字化维修和智能化决策具有重要的理论意义和工程应用价值.
Research on Civil Aircraft Structural Repair Scheme Generation Technology Based on KNN and FAHP-entropy Method
In order to improve the efficiency of civil aircraft structure maintenance decision-making and ensure the flight airworthiness of aircraft,a civil aircraft structure repair scheme generation method based on the combination of K-nearest neighbor(KNN)and fuzzy analytic hierarchy process(FAHP)-entropy method was proposed.Firstly,according to the type of features of aircraft structural maintenance cases,the key features that affect the maintenance decision are screened.Secondly,the FAHP-entropy method was used to quantitatively describe the weights of case feature attributes.Finally,combined with the actual maintenance cases of airlines,the improved KNN method is used to calculate the similarity between the source case and the target case to evaluate the proximity between the two.The results show that the method combining KNN and FAHP-entropy method can effectively calculate the similarity of aircraft structure maintenance cases,which has important theoretical significance and engineering application value for the digital maintenance and intelligent decision-making of civil aircraft structures.

structural maintenanceFAHPentropy weight methodKNNsimilarity

马新宇、李鑫、陈奥博、黄建文、李伟男

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南京工程学院汽车与轨道交通学院,江苏南京 211167

南京航空航天大学民航学院,江苏南京 211106

北方工业大学机械与材料工程学院,北京 100144

结构维修 FAHP 熵值法 KNN 相似度

2024

南京工程学院学报(自然科学版)
南京工程学院

南京工程学院学报(自然科学版)

影响因子:0.185
ISSN:1672-2558
年,卷(期):2024.22(2)