Experimental application of a quadratic optimal iterative learning control method for control of wafer temperature uniformity in rapid thermal processing

2003 ◽  
Vol 16 (1) ◽  
pp. 36-44 ◽  
Author(s):  
Dae Ryook Yang ◽  
Kwang Soon Lee ◽  
Hyo Jin Ahn ◽  
J.H. Lee
Keyword(s):  
Thermal Processing ◽  
Iterative Learning Control ◽  
Control Method ◽  
Rapid Thermal Processing ◽  
Learning Control ◽  
Iterative Learning ◽  
Temperature Uniformity ◽  
Wafer Temperature ◽  
Experimental Application

Iterative learning control of robot based on artificial bee colony algorithm

2019 ◽  
Vol 233 (9) ◽  
pp. 1221-1238
Author(s):  
Wanqiang Xi ◽  
Yaoyao Wang ◽  
Bai Chen ◽  
Hongtao Wu
Keyword(s):  
Iterative Learning Control ◽  
Degrees Of Freedom ◽  
Artificial Bee Colony Algorithm ◽  
Artificial Bee Colony ◽  
Control Method ◽  
Learning Control ◽  
Iterative Learning ◽  
Industrial Robots ◽  
Control Effect ◽  
Bee Colony

For the repetitive motion control, inaccurate model, and other issues of industrial robots, this article presents a novel control method that the proportion differentiation-type iterative learning parameters are self-tuning based on artificial bee colony algorithm. Considering the influence of the numerical value of iterative learning parameters on the control system, especially in the early iteration, the control effect is not satisfactory. Thus, the artificial bee colony algorithm is introduced in this article. Using bee colony as search unit, the parameters in iterative learning are optimized through the exchange of information and the survival of fittest between them. And then the optimized results are returned to iterative learning control algorithm. Finally, the digital simulation of a two-degrees-of-freedom manipulator and the experimental verification of a cable-driven robot with its first two joints are carried out. The results show that the iterative learning control based on the artificial bee colony algorithm has faster convergence and better control effect than the iterative learning control with fixed parameters.

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