DocumentCode :
3134131
Title :
Joint control of ROBOKER arm using a neural chip embedded on FPGA
Author :
Jeong Seob Kim ; Jung, Seul
Author_Institution :
Intell. Syst. & Emotional Eng. Lab., Chungnam Nat. Univ., Daejeon, South Korea
fYear :
2009
fDate :
5-8 July 2009
Firstpage :
1007
Lastpage :
1012
Abstract :
This paper presents implementation of a neural chip to proceed neural processing of the radial basis function (RBF) network. RBF network along with a primary PD controller is trained in on-line fashion. Radial basis function network processing is embedded on a field programmable gate array(FPGA) chip to achieve real-time control. To enable nonlinear function calculation, a floating point processor is designed to allow assembly programming for learning algorithm. Other necessary hardware modules for control purposes are also designed and implemented. A humanoid robot called the ROBOKER with two arms of 6 degrees-of-freedom each is controlled. Joint angles of the ROBOKER arms are controlled and tracking performances by the neural chip are compared with those by PD controllers.
Keywords :
PD control; field programmable gate arrays; floating point arithmetic; humanoid robots; learning (artificial intelligence); manipulators; neural chips; neurocontrollers; nonlinear control systems; radial basis function networks; FPGA chip; RBF network; ROBOKER arm; assembly programming; field programmable gate array chip; floating point processor; humanoid robot; joint control; learning algorithm; neural chip; nonlinear function calculation; primary PD controller; radial basis function network; Algorithm design and analysis; Field programmable gate arrays; Functional programming; Humanoid robots; Neural network hardware; PD control; Process design; Radial basis function networks; Robot programming; Robotic assembly;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics, 2009. ISIE 2009. IEEE International Symposium on
Conference_Location :
Seoul
Print_ISBN :
978-1-4244-4347-5
Electronic_ISBN :
978-1-4244-4349-9
Type :
conf
DOI :
10.1109/ISIE.2009.5221750
Filename :
5221750
Link To Document :
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