A multi-criteria fusion-based pose estimation method for civil aircraft maintenance operation tasks

Advanced Design Research Pub Date : 2024-12-01 Epub Date: 2025-02-01 DOI:10.1016/j.ijadr.2024.12.001
Huining Pei, Jingru Cao, Man Ding, Ziyu Wang, Yunfeng Chen, Fanghua Zhao
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Abstract

Objective

To solve the problems of subjectivity, low feasibility, and use of a single assessment index in the traditional load assessment for civil aircraft maintenance (CAM) tasks.

Background

High-intensity workloads pose significant risks to the physical and mental health and safety of civil aviation staff.

Methods

This work proposes the DNMEREC-DNCRADIS multi-criteria assessment method. DNMEREC-DNCRADIS is derived from the method based on the Removal Effects of Criteria (MEREC) and the Compromise Ranking of Alternatives from Distance to Ideal Solution (CRADIS) method. The digital model of the Boeing 737 aircraft engine is established. Then, Jack software is used to simulate the dynamic maintenance activities of aircraft maintenance workers, and eight types of simulation analysis data are used to assess their maintenance posture. Finally, the assessment data are analyzed using the DNMEREC-DNCRADIS method, and the overall priority scores for each maintenance task alternative are computed and ranked.

Results

The results demonstrate that removing the fan blade and fan blade shim at the 3 o'clock position imposes the lowest workload on maintenance personnel.

Conclusion

In practical application, operation at the 3 o'clock position should be considered, or height-adjustable engine hangers should be adopted to adapt to the work requirements of different positions. This also can reduce the load caused by the maintenance personnel being in an awkward position for a long period, as well as other hidden dangers.

Application

The proposed method can be extended to the load evaluation of other types of operations.
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基于多准则融合的民机维修作业任务位姿估计方法
目的解决传统民机维修任务负荷评估中主观性强、可行性低、评估指标单一等问题。背景:高强度工作量对民航工作人员的身心健康和安全构成重大风险。方法提出DNMEREC-DNCRADIS多指标评价方法。DNMEREC-DNCRADIS是由基于标准去除效应(MEREC)的方法和从距离到理想解的折衷排序(CRADIS)方法衍生而来的。建立了波音737飞机发动机的数字模型。然后,利用Jack软件对飞机维修人员的动态维修活动进行仿真,利用8类仿真分析数据对维修人员的维修姿态进行评估。最后,采用DNMEREC-DNCRADIS方法对评估数据进行分析,计算各维护任务备选方案的总体优先级得分并进行排序。结果风机叶片和风机叶片垫片3点钟位置的拆卸对维修人员的工作量最小。结论在实际应用中,应考虑在3点钟位置操作,或采用可调高度的发动机吊架,以适应不同位置的工作要求。这样也可以减少维修人员长时间处于尴尬状态所带来的负荷,以及其他隐患。该方法可推广应用于其他类型的负荷评估。
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