Title :
Fuzzy Based Autonomous Robot Navigation System
Author :
Joshi, Maulin M. ; Zaveri, Mukesh A.
Author_Institution :
Dept. Of Electron. & Comm. Eng., Coll. of Eng. & Technol., Surat, India
Abstract :
Fuzzy systems have been used in past years, for robot navigation applications because of their ability to capture human mind expertise and to utilize knowledge to develop autonomous navigation strategies. In this paper, the Fuzzy based systems are developed for behavior based control of a mobile robot for reactive navigation. The Fuzzy system transforms sensors\´ input to yield wheel velocities. The rule bases for Fuzzy systems are generated by "handcrafting" that generates training sequences optimally. Fuzzy membership functions are fine tuned manually based on simulation experiments. With a view to ascertain the efficacy of the Fuzzy based systems; our developed Fuzzy system\´s basic architecture is compared with architecture based on heuristic approach. Simulation results show effectiveness of proposed system in all kind of obstacle environments.
Keywords :
fuzzy set theory; fuzzy systems; mobile robots; navigation; path planning; autonomous navigation strategy; fuzzy based autonomous robot navigation system; fuzzy membership functions; handcrafting; mobile robot; reactive navigation; robot navigation application; wheel velocities; Control systems; Fuzzy control; Fuzzy neural networks; Fuzzy systems; Humans; Mobile robots; Navigation; Robot kinematics; Robot sensing systems; Robotics and automation;
Conference_Titel :
India Conference (INDICON), 2009 Annual IEEE
Conference_Location :
Gujarat
Print_ISBN :
978-1-4244-4858-6
Electronic_ISBN :
978-1-4244-4859-3
DOI :
10.1109/INDCON.2009.5409419