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Autonomous Mobile Robot Navigation by Combining Local and Global Techniques
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 37 - Number 3 |
| Year of Publication: 2012 |
| Authors: Shahida Khatoon, Ibraheem |
10.5120/4585-6519
|
Shahida Khatoon, Ibraheem . Autonomous Mobile Robot Navigation by Combining Local and Global Techniques. International Journal of Computer Applications. 37, 3 ( January 2012), 1-10. DOI=10.5120/4585-6519
Abstract
The present article is devoted to develop an algorithm for obstacle avoidance of an autonomous mobile robot based on fuzzy logic/ The method of navigation proposed provides a way of blending the intelligence and optimality of global methods with the reactive dynamic behavior of local ones. This is achieved by using hybrid navigation system composed of two modules, one of which uses the a-priori information and determines roughly the optimal route towards the goal, whereas the other carries out effective navigation decisions using the potential function based local approach. The fuzzy rules are constructed from intuitive and subjective human ways of collision avoidance. The results of the present study are compares favorably with those of well-established algorithms.
References
- T. Takeuchi, Y. Nagai, and N. Enmoto, “Fuzzy Control of Mobile Robot for Obstacle Avoidance”, Information Sciences 45, 1988, pp 231-248.
- M. Maeda, Y. Maeda and S. Murakami, “Fuzzy Drive Control of Autonomous Mobile Robot”, Int. J. Fuzzy Sets and Systems 39, North-Holland, 1991, 195-204.
- A. Kato and K. Kamikawa, “Obstacle Avoidance Based on Approximate Reasoning for Mobile Robots”, IEEE Workshop on Intelligent Robots and Systems, 1989, Tasukuba, Japan, pp 115-121.
- F. G. Pin, H. Watanabe, J. Symon and R. S. Pattay, “Autonomous Navigation of a Mobile Robot Using Custom-Design Qualitative Reasoning VLSI Chips and Boards”, Proc. IEEE Int. Conf. On Robotics and Automation, Nice, France, 1992, pp 123-128.
- J. Zhang, and P. Bohner, “A fuzzy Control Approach for Executing Sub goal Guided Motion of a Mobile Robot in a partially-Known Environment” Proc. IEEE Int. Conf. On Robotics and Automation, Atlanta, Georgia, USA, Vol. 2, 1993, pp 545-550.
- M. Sugeno and M. Nishida, “Fuzzy Control of Model Car”, Int. J. Fuzzy Sets and Systems 10, North-Holland, 1985, 103-113.
- M. Sugeno, T. Murofushi, T. Mori, T. Tatematsu, and J. Tanaka, “Fuzzy Algorithmic Control of a Model Car by Oral Instructions”, Int. J. Fuzzy Sets and Systems 10, North-Holland, 1989, 207-219.
- B. Kosko, “Neural Networks and Fuzzy Systems”, Prentice-Hall, 1992.
- Takagi and M. Sugeno, “Fuzzy Identification of Systems and its Applications to Modeling and Control”, Trans. On Systems, Man, Cybernetics, Vol. SMC-15, No. 1, Jan/Feb. 1985, pp 116-32.
- T.Takagi and M. Sugeno, “Derivation of Fuzzy Control Rules from Human Operator’s Control Actions”, IFAC Fuzzy Information, Marseill, France, 1983, pp 55-65.
- S. Yasunobu and G. Hasegawa, “Evaluation of an Automatic Crane Operation System based on Predictive Fuzzy Control”, Control Theory and Advanced Technology, 2, 1986, pp. 419-432.
- Hiroshi Koyasu, Jun Miura and Yoshiaki Shirai“ Mobile Robot Navigation in Dynamic Environments using Omni directional Stereo”, IEEE International Conference on Robotics and Automation, TAipel, Taiwan, September 2003, pp 893-898
- Pertu Rusu, Emil M. Petriu, Thomas E Whalen, Aurel Cornell and Hans J. W. Spoelder “ Behavior-Based Neuro-Fuzzy Controller for Mobile Robot Navigation ”, IEEE Transactions on Instrumentation and Measurements, Vol. 52, No. 4, August 2003, pp 1335-1340.
- H. Seraji and A. Howard, “Behavior Based Robot navigation on Challenging Terrain: A fuzzy Logic Approach”, IEEE Transactions on Robotics and Automation, Vol. 18, No. 3, pp.308-321, June 2002
- M. F. Azeem, M. Hanumandlu, N Ahmed, “ Generalization of adaptive neuro-fuzzy inference systems”, IEEE Transactions on Neural Networks, Vol. 11, No. 6, pp. 1332-1346, Nov, 2000.
- M. F. Azeem, M. Hanumandlu, N Ahmed, “ Structure identification of generalized adaptive neuro-fuzzy inference systems”, IEEE Transactions on Fuzzy Systems, Vol. 11, No. 5, pp. 666-681, October, 2003.
- Michael Seelinger, John-David Yoder, T. Baumgrtner, and Steven B. Skaar, “ High-Precision Visual Control of Mobile Manipulators”, IEEE Transactions on Robotics and Automation, Vol. 18, No. 6, pp. 957-965, Dec. 2002.
- S. B. Goldberg, M. W. Maimone and l. H. Mattheis, “ Stereo vision and rover navigation software for planetary explorations ”, Proc. IEEE Aerospace Conference, Big Sky, MT 2002.
- A. D. Mali, “ On the behavior-based architectures of autonomous agency”, IEEE Trans. on Systems Man and Cybernetics, vol. 32, No3, pp. 231-242, 2002.
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