A Real-Valued Genetic Algorithm for Optimization of Sensor Placement for Guided Wave-Based Structural Health Monitoring

被引:20
|
作者
Soman, Rohan [1 ]
Malinowski, Pawel [1 ]
机构
[1] Polish Acad Sci, Inst Fluid Flow Machinery, 14 Fiszera St, PL-80231 Gdansk, Poland
关键词
IMPACT DETECTION; DAMAGE DETECTION; SIMULATION; FATIGUE;
D O I
10.1155/2019/9614630
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The paper presents a novel implementation of the genetic algorithm (GA) to improve the coverage of the sensor network for damage detection using guided waves. The implementation allows depiction of sensor locations with real values which is closer to the real-life situation. Also, additional features such as proximity checks and node insertions have been implemented in order to improve the convergence of the GA as well as the thoroughness of the search space. For the traditional integer-based implementation, the size of the problem is large but finite. For the real-valued implementation, the problem size can indeed be infinitely large. So added measures have been introduced such as a two-step optimization process for the reduction in size and improved convergence.
引用
收藏
页数:10
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