Title :
The fuzzy navigator with a local minima solver for real-time self-reaction of a mobile robot in flexible manufacturing cell/system (FMC/FMS)
Author :
MA, Xiaowei ; Ma, Yun Fei ; Cai, Hegao ; Khatib, Oussama
Author_Institution :
Stanford Univ., CA, USA
Abstract :
This paper presents a novel two-layer fuzzy-navigator that incorporates sensing, control and planning to guide real-time self-reaction of a mobile robot in FMC/FMS. It can identify and solve the local minima problem during the robot´s movement, which mimic the way that a human might understand his trapped state by recollecting some of similar experiences he had experienced before. The first-layer-controller does the regular navigation, while the remembrance is provided by the second-layer local-minima-solver, which can also analyze the information of sensor readings, impart an understanding of the robot´s local environment and correlate the same with human heuristic experiences of a similar environment. The robot´s local environment is identified in terms of fuzzy-rule, sensor- information and landmark-weight-vector. When the robot reaches a dangerous landmark-weigh-value during movement, it understands its entanglement in a loop and takes suitable actions to pull the robot out of its trap. The simulation results prove the validity of the proposed method.
Keywords :
flexible manufacturing systems; fuzzy systems; industrial robots; mobile robots; navigation; path planning; FMC/FMS; dangerous landmark weigh value; first-layer-controller; flexible manufacturing cell; flexible manufacturing system; fuzzy logic navigation; fuzzy rule; human heuristic experience; landmark weight vector; mobile robot; path planning; real-time self-reaction; second-layer local minima solver; sensor information; trapped state; Flexible manufacturing systems; Fuzzy logic; Fuzzy systems; Humans; Mobile robots; Navigation; Path planning; Real time systems; Robot kinematics; Robot sensing systems; Mobile robot; fuzzy logic; local minima; navigation; path planning;
Conference_Titel :
Systems, Man and Cybernetics, 2005 IEEE International Conference on
Print_ISBN :
0-7803-9298-1
DOI :
10.1109/ICSMC.2005.1571756