Optimal sensor placement based on relaxation sequential algorithm

被引：15
作者：
Yin, Hong [1 ]
Dong, Kangli [1 ]
Pan, An [1 ]
Peng, Zhenrui [1 ]
Jiang, Zhaoyuan [1 ]
Li, Shaoyuan [2 ]
机构：
[1] Lanzhou Jiaotong Univ, Sch Mech Engn, Lanzhou 730070, Peoples R China
[2] Shanghai Jiao Tong Univ, Sch Elect Informat & Elect, Shanghai 200240, Peoples R China
来源：
NEUROCOMPUTING | 2019年 / 344卷
基金：
中国国家自然科学基金;
关键词：
Relaxation sequential algorithm; Optimal sensor placement; Modal assurance criterion; ORBIT MODAL IDENTIFICATION; OPTIMIZATION;
D O I：
10.1016/j.neucom.2018.03.088
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Aiming at the large tension of the solution obtained by sequential algorithm for optimal sensor placement problem, a novel relaxation sequential algorithm is proposed by introducing the idea of edge relaxation operation of Dijkstra's algorithm into sequential algorithm. An initial solution set is generated by sequential algorithm, and improved by relaxation till the relaxation operation terminates. The proposed algorithm takes modal assurance criterion (MAC) matrix as the objective fitness function. A truss structure and a rigid-framed arch bridge are applied as examples to verify the effectiveness of the new algorithm for optimal sensor placement. The result indicates that the relaxation sequential algorithm requires fewer sensors and can reach better maximum off-diagonal element of MAC matrix in OSP problem. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码：28 / 36
页数：9
相关论文
共 22 条
  • [1] A Modified Binary Particle Swarm Optimization for Knapsack Problems
    Bansal, Jagdish Chand
    Deep, Kusum
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2012, 218 (22) : 11042 - 11061
  • [2] Can H., 2015, MATH PROBL ENG, V2015, P1
  • [3] CARNE TG, 1995, P 13 INT MOD AN C NA
  • [4] Cormen Thomas H., 2009, INTRO ALGORITHMS
  • [5] Optimal placement of sensors for structural health monitoring using improved genetic algorithms
    Guo, HY
    Zhang, L
    Zhang, LL
    Zhou, JX
    [J]. SMART MATERIALS AND STRUCTURES, 2004, 13 (03) : 528 - 534
  • [6] Optimal transducer placement for health monitoring of long span bridge
    Heo, G
    Wang, ML
    Satpathi, D
    [J]. SOIL DYNAMICS AND EARTHQUAKE ENGINEERING, 1997, 16 (7-8) : 495 - 502
  • [7] Optimal sensor placement for space modal identification of crane structures based on an improved harmony search algorithm
    Jin, Hui
    Xia, Jie
    Wang, Ya-qiong
    [J]. JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A, 2015, 16 (06): : 464 - 477
  • [8] Sensor placement optimization for structural modal identification of flexible structures using genetic algorithm
    Jung, B. K.
    Cho, J. R.
    Jeong, W. B.
    [J]. JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2015, 29 (07) : 2775 - 2783
  • [9] SENSOR PLACEMENT FOR ON-ORBIT MODAL IDENTIFICATION AND CORRELATION OF LARGE SPACE STRUCTURES
    KAMMER, DC
    [J]. JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1991, 14 (02) : 251 - 259
  • [10] The connection between effective independence and modal kinetic energy methods for sensor placement
    Li, D. S.
    Li, H. N.
    Fritzen, C. P.
    [J]. JOURNAL OF SOUND AND VIBRATION, 2007, 305 (4-5) : 945 - 955
123