电子学报
電子學報
전자학보
ACTA ELECTRONICA SINICA
2013年
10期
2104-2108
,共5页
朱喜华%李颖晖%李宁%曹华金
硃喜華%李穎暉%李寧%曹華金
주희화%리영휘%리저%조화금
离散粒子群算法%传感器布局优化%故障检测能力%早熟程度%混沌
離散粒子群算法%傳感器佈跼優化%故障檢測能力%早熟程度%混沌
리산입자군산법%전감기포국우화%고장검측능력%조숙정도%혼돈
discrete PSO algorithm%optimal sensor placement%fault detection ability%prematurity degree%chaos
传感器布局优化是复杂系统测试性设计的重要内容,属于典型的组合优化问题。通过改进系统的故障-传感器相关性矩阵,建立了考虑传感器故障检测能力的约束优化模型。利用混沌的遍历性初始化粒子群的参数,惯性权重则根据粒子群的早熟收敛程度自适应调整,并对粒子的位置更新方式进行了重新定义,用改进后的离散粒子群算法求解建立的优化模型。仿真实例验证了本文方法的有效性,优化结果能满足系统的各项指标要求,为复杂系统的传感器布局优化设计提供了一种可行途径。
傳感器佈跼優化是複雜繫統測試性設計的重要內容,屬于典型的組閤優化問題。通過改進繫統的故障-傳感器相關性矩陣,建立瞭攷慮傳感器故障檢測能力的約束優化模型。利用混沌的遍歷性初始化粒子群的參數,慣性權重則根據粒子群的早熟收斂程度自適應調整,併對粒子的位置更新方式進行瞭重新定義,用改進後的離散粒子群算法求解建立的優化模型。倣真實例驗證瞭本文方法的有效性,優化結果能滿足繫統的各項指標要求,為複雜繫統的傳感器佈跼優化設計提供瞭一種可行途徑。
전감기포국우화시복잡계통측시성설계적중요내용,속우전형적조합우화문제。통과개진계통적고장-전감기상관성구진,건립료고필전감기고장검측능력적약속우화모형。이용혼돈적편력성초시화입자군적삼수,관성권중칙근거입자군적조숙수렴정도자괄응조정,병대입자적위치경신방식진행료중신정의,용개진후적리산입자군산법구해건립적우화모형。방진실례험증료본문방법적유효성,우화결과능만족계통적각항지표요구,위복잡계통적전감기포국우화설계제공료일충가행도경。
Optimal sensor placement is important content of testability design for complicated systems ,which belongs to the typical combinatorial optimization problem .Based on the improvement of the fault-sensor correlation matrix ,the constraint optimiza-tion model is set up which considers the fault detection abilities of the sensors .The ergodic of chaos has been used to initialize the parameters of the particles ,and the inertia weight is adjusted adaptively according to the swarm ’ s premature convergence degree . Besides ,the update of the particle’s position has been redefined ,then the improved discrete PSO algorithm is used to solve the opti-mization model .The simulation examples demonstrate that the proposed method is effective ,and the optimization results can satisfy all the requests of the system ,and it is a feasible approach for optimal sensor placement for complicated systems .