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Sensor placement optimization in structural health monitoring using distributed monkey algorithm.

Authors :
Ting-Hua Yi
Hong-Nan Li
Xu-Dong Zhang
Source :
Smart Structures & Systems; Jan2015, Vol. 15 Issue 1, p191-207, 17p
Publication Year :
2015

Abstract

Proper placement of sensors plays a key role in construction and implementation of an effective structural health monitoring (SHM) system. This paper proposes a novel methodology called the distributed monkey algorithm (DMA) for the optimum design of SHM system sensor arrays. Different from tire existing algorithms, the dual-structure coding method is adopted for the representation of design variables and the single large population is partitioned into subsets and each subpopulation searches the space in different directions separately, leading to quicker convergence and higher searching capability. After the personal areas of all subpopulations have been finished, the initial optimal solutions in every subpopulation are extracted and reordered into a new subpopulation, and the harmony search algorithm (HSA) is incorporated tofind the final optimal solution. A computational case of a high-rise building has been implemented to demonstrate tire effectiveness of the proposed method. Investigations have clearly suggested that the proposed DMA is simple in concept, few in parameters, easy in implementation, and could generate sensor configurations superior to other conventional algorithms both in terms of generating optimal solutions as well as faster convergence. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
17381584
Volume :
15
Issue :
1
Database :
Supplemental Index
Journal :
Smart Structures & Systems
Publication Type :
Academic Journal
Accession number :
101596039
Full Text :
https://doi.org/10.12989/sss.2015.15.1.191