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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 국제구조공학회 Smart Structures and Systems, An International Journal Smart Structures and Systems, An International Journal Vol.26 No.3
- 발행연도
- 2020.1
- 수록면
- 345 - 360 (16page)
이용수
초록· 키워드
오류제보하기
Modern swarm intelligence heuristic search methods are widely applied in the field of structural health monitoring due to their advantages of excellent global search capacity, loose requirement of initial guess and ease of computational implementation etc. To this end, a hybrid strategy is proposed based on butterfly optimization algorithm (BOA) and differential evolution (DE) with purpose of effective combination of their merits. In the proposed identification strategy, two improvements including mutation and crossover operations of DE, and dynamic adaptive operators are introduced into original BOA to reduce the risk to be trapped in local optimum and increase global search capability. The performance of the proposed algorithm, hybrid butterfly optimization and differential evolution algorithm (HBODEA) is evaluated by two numerical examples of a simply supported beam and a 37-bar truss structure, as well as an experimental test of 8-story shear-type steel frame structure in the laboratory. Compared with BOA and DE, the numerical and experimental results show that the proposed HBODEA is more robust to detect the reduction of stiffness with limited sensors and contaminated measurements. In addition, the effect of search space, two dynamic operators, population size on identification accuracy and efficiency of the proposed identification strategy are further investigated.
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참고문헌 (49)
참고문헌 신청
Sankalap Arora / 2019 / Learning automata-based butterfly optimization algorithm for engineering design problems / International Journal of Computational Materials Science and Engineering 07(04):1850021
Arora, S. / 2015 / Butterfly algorithm with Lèvy Flights for global optimization / Proceedings of 2015 International Conference on Signal Processing, Computing and Control (ISPCC)
Sankalap Arora / 2017 / An Effective Hybrid Butterfly Optimization Algorithm with Artificial Bee Colony for Numerical Optimization / International Journal of Interactive Multimedia and Artificial Intelligence 4(4):14
Sankalap Arora / 2017 / Node Localization in Wireless Sensor Networks Using Butterfly Optimization Algorithm / Arabian Journal for Science and Engineering 42(8):3325~3335
Sankalap Arora / 2019 / Butterfly optimization algorithm: a novel approach for global optimization / Soft Computing 23(3):715~734
Arora, S. / 2015 / Butterfly algorithm with Lèvy Flights for global optimization / Proceedings of 2015 International Conference on Signal Processing, Computing and Control (ISPCC)
Sankalap Arora / 2017 / An Effective Hybrid Butterfly Optimization Algorithm with Artificial Bee Colony for Numerical Optimization / International Journal of Interactive Multimedia and Artificial Intelligence 4(4):14
Sankalap Arora / 2017 / Node Localization in Wireless Sensor Networks Using Butterfly Optimization Algorithm / Arabian Journal for Science and Engineering 42(8):3325~3335
Sankalap Arora / 2019 / Butterfly optimization algorithm: a novel approach for global optimization / Soft Computing 23(3):715~734
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