Most RFID applications in the Internet of Things (IoTs) use multiple readers to read the IDs of multiple tags and form the RFID network. In such a network, unguarded reader deployment may generate over-crowded readers, cause interferences and, as a result, increases the deployment cost while degrading tag detection. Seeing that desirable reader deployment is crucial for RFID system performance, this paper introduces an optimization-based IGAA approach which outperforms existing RFID topology designs by turning up more favorable reader deployment and system performance. The new approach employs an advanced multi-objective fitness function and improved genetic annealing algorithms (GAA) to pursue a better RFID topology design. By involving an improved gene-stirring operation to help preserve good genes and locate optimal solutions for reader deployment, it is simple in operation but effective in practice. Experimental evaluation shows that when compared with related approaches, IGAA can yield better solution quality with less search time.
목차
Abstract 1. Introduction 2. Background Study 2.1. The Multi-objective Fitness Function 2.2. The Optimization Algorithms 3. The Proposed Approaches 3.1. The Advanced Multi-objective Fitness Function 3.2. The Proposed Improved Genetic Annealing Algorithm (IGAA) 4. Experimental Evaluation 5. Conclusions Acknowledgement References
키워드
RFID networkstopology designoptimization-based approachesGenetic Annealing Algorithms (GAA)experimental evaluation.
저자
Po-Jen Chuang [ Department of Electrical Engineering Tamkang University Tamsui, New Taipei City, Taiwan 25137, R. O. C. ]
Wei-Ting Tsai [ Department of Electrical Engineering Tamkang University Tamsui, New Taipei City, Taiwan 25137, R. O. C. ]
보안공학연구지원센터(IJFGCN) [Science & Engineering Research Support Center, Republic of Korea(IJFGCN)]
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 Future Generation Communication and Networking
간기
격월간
pISSN
2233-7857
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Future Generation Communication and Networking Vol.8 No.1