An Evolutionary Optimal Fuzzy System With Information Fusion of Heterogeneous Distributed Computing and Polar-Space Dynamic Model for Online Motion Control of Swedish Redundant Robots

被引:18
作者
Huang, Hsu-Chih [1 ]
机构
[1] Natl Ilan Univ, Dept Elect Engn, Yilan 260, Taiwan
关键词
Distributed; evolutionary; redundant control; TRACKING CONTROL; MOBILE ROBOTS; DESIGN; FPGA; LOGIC;
D O I
10.1109/TIE.2016.2562613
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an evolutionary optimal fuzzy system with information fusion of heterogeneous distributed computing and polar-space dynamic model for online motion control of Swedish redundant robots. The intelligent fuzzy system incorporated with the parallel metaheuristic Bacteria Foraging Optimization (BFO)Artificial Immune System (AIS), called FS-PBFOAIS and its field-programmable gate array (FPGA) realization to optimal polar-space online motion control of four-wheeled redundant mobile robots. This hybrid paradigm gains the benefits of Taguchi quality method, BFO, AIS, distributed processing, and FPGA technique. Experimental results are conducted to present effective optimization and high accuracy of the proposed FPGA-based FS-PBFOAIS tracking controller. Finally, the comparative works are provided to demonstrate the superiority of the FPGA- based FS-PBFOAIS polar-space redundant controller over other conventional control methods.
引用
收藏
页码:1743 / 1750
页数:8
相关论文
共 38 条
[1]   Neural identification of dynamic systems on FPGA with improved PSO learning [J].
Cavuslu, Mehmet Ali ;
Karakuzu, Cihan ;
Karakaya, Fuat .
APPLIED SOFT COMPUTING, 2012, 12 (09) :2707-2718
[2]   Enhanced fuzzy system models with improved fuzzy clustering algorithm [J].
Celikyilmaz, Asli ;
Turksen, I. Burhan .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2008, 16 (03) :779-794
[3]   Fuzzy Logic and Immune-Based Algorithm for Placement and Sizing of Shunt Capacitor Banks in a Distorted Power Network [J].
Chang, Gary W. ;
Chang, Wen-Chang ;
Chuang, Ching-Sheng ;
Shih, Dong-Yeen .
IEEE TRANSACTIONS ON POWER DELIVERY, 2011, 26 (04) :2145-2153
[4]   A novel fuzzy system with dynamic rule base [J].
Chen, WT ;
Saif, M .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2005, 13 (05) :569-582
[5]   Sliding-mode tracking control of nonholonomic wheeled mobile robots in polar coordinates [J].
Chwa, D .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2004, 12 (04) :637-644
[6]   Development of a Holonomic Mobile Robot for Field Applications [J].
de Silva, W. Rameesha ;
Munasinghe, Rohan .
2009 INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS, 2009, :499-504
[7]  
Goharimanesh M, 2014, INT J FUZZY SYST, V16, P133
[8]   Design Optimization of PID Controller in Automatic Voltage Regulator System Using Taguchi Combined Genetic Algorithm Method [J].
Hasanien, Hany M. .
IEEE SYSTEMS JOURNAL, 2013, 7 (04) :825-831
[9]   Model-based PI-fuzzy control of four-wheeled omni-directional mobile robots [J].
Hashemi, Ehsan ;
Jadidi, Maani Ghaffari ;
Jadidi, Navid Ghaffari .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2011, 59 (11) :930-942
[10]   Decomposed Fuzzy Systems and their Application in Direct Adaptive Fuzzy Control [J].
Hsueh, Yao-Chu ;
Su, Shun-Feng ;
Chen, Ming-Chang .
IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (10) :1772-1783