A novel hybrid Bat Algorithm (BA) with the Differential Evolution (DE) strategy using the feasibility-based rules, namely BADE is proposed to deal with the constrained optimization problems. The sound interferences induced by other things are inevitable for the bats which rely on the echolocation to detect and localize the things. Through integration of the DE strategy with BA, the insects’ interferences for the bats can be effectively mimicked by BADE. Moreover, the bats swarm’ mean velocity is simulated as the other bats’ effects on each bat. Having considered the living environments the bats inhabit, the virtual bats can be lifelike. Experiments on some benchmark problems and engineering designs demonstrate that BADE performs more efficient, accurate, and robust than the original BA, DE, and some other optimization methods.
목차
Abstract 1. Introduction 2. Related Works 2.1. Bat Algorithm (BA) 2.2. Differential Evolution (DE) 2.3. The Feasibility-based Rules 3. Hybrid BA with DE strategy 3.1. The Basic Idea of BADE 3.2. Main Procedure of BADE 3.3. Computational Complexity of BADE 4. Validation and Comparison 4.1. Benchmark Problems 4.2. Applications of BADE in Engineering Design 5. Conclusion Acknowledgements References
키워드
Bat Algorithm (BA)Differential Evolution (DE)feasibility-based rulesconstrained optimization
저자
Xianbing Meng [ College of Information Engineering, Shanghai Maritime University, China. Chengdu Green Energy and Green Manufacturing R&D Center, China ]
X. Z. Gao [ College of Information Engineering, Shanghai Maritime University, China, Department of Electrical Engineering and Automation, Aalto University School of Electrical Engineering, Finland ]
Yu Liu [ Chengdu Green Energy and Green Manufacturing R&D Center, China ]
보안공학연구지원센터(IJHIT) [Science & Engineering Research Support Center, Republic of Korea(IJHIT)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Hybrid Information Technology
간기
격월간
pISSN
1738-9968
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Hybrid Information Technology Vol.8 No.1