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基于模糊聚类和专家评分机制的无人机多层次模块划分方法 被引量:3

Multi-level module partition method of UAV based on fuzzy clustering and expert scoring mechanism
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摘要 本文基于初步划分-综合评价-精准划分的多层次递进模块划分架构,为模块化无人机设计中模块划分提供可信、有效的方法。以提升模块划分结果的可信度为目标,在模块划分指标评价中引入基于专家信度的评分机制,形成了基于模糊聚类和专家评分机制的多层次模块划分方法。以一次性、可重复使用无人机为例,采用本文提出的模块划分方法,进行零部件聚类并形成模块划分方案。由模块划分结果可知,本文模块划分方法可对不同模式的无人机获得符合其使用特点、可信的模块划分方案,进而验证了方法的合理性和有效性。 Based on the multi-level progressive module partition architecture of preliminary partition-comprehensive evaluation-precision partition, this paper provides a credible and effective method for module partition in modular unmanned aerial vehicle(UAV) design. In order to improve the credibility of the results of module partition, a scoring mechanism using expert reliability is introduced in the evaluation of module partition indicators. A multi-level module partition method is presented by applying fuzzy clustering and expert scoring mechanism. Taking the one-time and reusable UAVs as examples, the proposed module partition method is adopted to cluster the components and form a module partition scheme. Through the results of the module partition, it can be seen that the proposed method can provide a reliable module partition scheme and satisfy their application characteristics for different kinds of UAVs. Therefore, the rationality and effectiveness of the method is further verified.
作者 杨建峰 肖和业 李亮 白俊强 董维浩 YANG Jianfeng;XIAO Heye;LI Liang;BAI Junqiang;DONG Weihao(School of Aeronautic,Northwestern Polytechnical University,Xi’an 710072,China;Unit 95889 of the PLA,Jiuquan 735018,China;Unmanned System Technology Research Institute,Northwestern Polytechnical University,Xi’an 710072,China)
出处 《系统工程与电子技术》 EI CSCD 北大核心 2022年第8期2530-2539,共10页 Systems Engineering and Electronics
关键词 模块化无人机 模块划分方法 模糊聚类 专家信度 网络层次结构 粒子群优化算法 modular unmanned aerial vehicle(UAV) module partition method fuzzy clustering expert reliability network hierarchy structure particle swarm optimization(PSO)algorithm
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