Title :
Neuro-fuzzy algorithm for obstacle avoidance mission of a mobile robot using FPGA
Author :
Wei, Chan Zhi ; Mahyuddin, Muhammad Nasiruddin
Author_Institution :
Sch. of Electr. & Electron. Eng., Univ. Sains Malaysia, Nibong Tebal, Malaysia
Abstract :
Navigation and obstacle avoidance are some of the important tasks or mission deployed and accomplished by an autonomous mobile robot. This paper presents the designed obstacle avoidance program for mobile robot that incorporates a neuro-fuzzy algorithm using Altera Field Programmable Gate Array (FPGA) development board. To generate collision-free path for mobile robot, a proper motion planning is needed. The neuro-fuzzy-based-obstacle avoidance program is simulated and implemented on the hardware system using Altera Quartusreg II design software, System-on-programmable-chip (SOPC) Builder, Niosreg II Integrated Design Environment (IDE) software, and FPGA development and education board (DE2). Simulation and weight training process are carried out with the aid of Niosreg II IDE software. A mobile robot serves as the test platform of the program. An ultrasonic sensor and servo motors are used as the test platform´s sensing element and actuator, respectively. The neuro-fuzzy algorithm is successfully implemented on the Altera FPGA development board and tested with our remote mobile robot for obstacle avoidance missions via an established radio frequency (RF) communication.
Keywords :
collision avoidance; field programmable gate arrays; fuzzy neural nets; mobile robots; Altera Quartus II design software; Altera field programmable gate array; FPGA development and education board; FPGA development board; Nios II integrated design environment; autonomous mobile robot; motion planning; navigation; neurofuzzy algorithm; obstacle avoidance mission; servo motor; system-on-programmable-chip builder; ultrasonic sensor; Algorithm design and analysis; Field programmable gate arrays; Hardware; Mobile robots; Motion planning; Navigation; Path planning; Radio frequency; Software design; Testing;
Conference_Titel :
Innovative Technologies in Intelligent Systems and Industrial Applications, 2009. CITISIA 2009
Conference_Location :
Monash
Print_ISBN :
978-1-4244-2886-1
Electronic_ISBN :
978-1-4244-2887-8
DOI :
10.1109/CITISIA.2009.5224194