Aiming at the path planning problem of mobile robot, a chaotic ant colony system was presented. The idea of the algorithm was that first generated chaotic sequences as the initial pheromone matrix and then ant colony traversed grids environment once, pheromone on the path was updated, as the completeness of the pheromone initialization. Pheromone update strategy adopt self-adaptive chaotic disturbance to avoid the search being trapped in local optimum. Grids environment simulated the robot workspace. Through the process of self-organization and chaos, the ant colony found the optimal path in the robot’s static environment. Simulation results show that chaotic ant colony system not only enhances the global search capability, but also more effective than the traditional ACS, moreover, it’s a novel approach to the robot path planning.
목차
Abstract 1. Introduction 2. Ant Colony Algorithm for the Mobile Robot Path Planning 2.1. State Transition Rules 2.2. Pheromone Update Rule 3. Chaotic Ant Colony System 3.1. Chaotic Initialization based on Logistic Map 3.2. Update Pheromone with Chaos Disturbance 4. Simulation of Two-Dimensional Grid Environment 4.1. Algorithm Steps 4.2. Comparison Simulation Analysis 4.3. Multi-Objective Path Planning 5. Conclusions 6. ACKNOWLEDGEMENTS References
키워드
Mobile robotPath planningAnt colony systemChaosGrids
저자
Xiaoming You [ College of Electronic and Electrical Engineering Shanghai University of Engineering Science No. 333, Longteng Road, Shanghai, 201620, China ]
Kai Liu [ College of Electronic and Electrical Engineering Shanghai University of Engineering Science No. 333, Longteng Road, Shanghai, 201620, China ]
Sheng Liu [ College of Electronic and Electrical Engineering Shanghai University of Engineering Science No. 333, Longteng Road, Shanghai, 201620, 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.9 No.1