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Article type: Research Article
Authors: Pradhan, Saroj Kumara; * | Parhi, Dayal Ramakrushnaa | Panda, Anup Kumarb
Affiliations: [a] Department of Mechanical Engineering, N.I.T., Rourkela, Orissa, 769008, India | [b] Department of Electrical Engineering, N.I.T., Rourkela, Orissa, 769008, India
Correspondence: [*] Corresponding author. Tel.: +91 943 7202842; Fax: +91 661 2472926; E-mail: [email protected]
Abstract: This paper describes potential field navigation method optimized by simulated annealing technique. In the current analysis a new potential field function is developed so as to take care of unknown obstacles and targets during navigation. The final aims of the robots are to reach targets. Local minimum obtained due to potential field being avoided by simulated annealing technique. After utilizing simulated annealing technique for optimizing potential field method, it is observed that, there is a unique global minimum for an attractive node i.e., target. Afterwards potential field method being optimized by simulated annealing technique is hybridized with neuro-fuzzy technique to improve the navigation of robots in a highly cluttered environment. Simulation results show that the proposed potential-field-simulated-annealing-neuro-fuzzy technique is most efficient against potential-field and potential-field-simulated-annealing techniques.
Keywords: Mobile robots, potential field, simulated annealing, obstacle avoidance, target, neuro-fuzzy, navigation
DOI: 10.3233/KES-2006-10506
Journal: International Journal of Knowledge-based and Intelligent Engineering Systems, vol. 10, no. 5, pp. 387-401, 2006
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