Probabilistic fuzzy controller based robotics path decision theory

Author:

Patle B.K.,Parhi D.R.,Jagadeesh A.,Kashyap Sunil Kumar

Abstract

Purpose This paper aims to comprise the new ideas for the efficient implementation to autonomous mobile robot navigation over the complex environment in presence of static obstacles. Design/methodology/approach The fuzzy decision via probability and its distribution is applied for the generating objective function subject to the robotics path and obstacle avoidance. The present objective function is formed to achieve high level of significance for the real-time obstacle avoidance and the efficiency. Findings The proposed controller makes a robot take its decision effectively in complex environment in a feasible time. In comparison with other AI approaches the proposed controller reflects that the proposed method outperforms in terms of optimal path and quality of solution. The experimental and simulation results are nearly same. Originality/value It has been tested in a complex crowded environment to find shorter path than existed approaches. For the validation, the experimental and simulation result using Matlab Software (R2008) has provided at the end of the paper.

Publisher

Emerald

Subject

Electrical and Electronic Engineering,Mechanical Engineering,Mechanics of Materials,Geotechnical Engineering and Engineering Geology,Civil and Structural Engineering

Reference28 articles.

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4. Simulation of obstacles effect on industrial robots working space using genetic algorithm;Journal of King Saud University-Engineering Sciences,2014

5. Learning and tuning fuzzy logic controllers through reinforcement;IEEE Transaction on Neural Network,1992

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