Title :
A cooperative control method of multiple CSPS system based on part-flow information
Author :
Sheng Wenxue ; Tang Hao ; Zhou Lei ; Tan Qi
Author_Institution :
Sch. of Electr. Eng. & Autom., Hefei Univ. of Technol., Hefei, China
Abstract :
The collaborative optimization control problem of a multiple conveyor-serviced production station (CSPS) system is concerned in this paper. The objective is to improve the load balance, and to improve the part-processing rate of the whole system at the same time, by choosing a suitable control strategy for each station. Firstly, partial part information is introduced to describe the state of the production system. A part-flow evaluating method is given to modify the performance function of each station from the perspective of processing the part flow. Then, a simulation model for strategy learning is built using Q-learning algorithm based on performance potential. Finally, the learning effects with either fixed or Erlang-distributed processing time are analyzed through simulation experiment. The evaluation results show the effectiveness of the proposed mechanism.
Keywords :
conveyors; optimisation; production facilities; CSPS system; collaborative optimization control problem; control strategy; cooperative control method; load balance; multiple conveyor-serviced production station system; part-flow evaluating method; part-flow information; part-processing rate; partial part information; performance function; production system; Assembly systems; Automation; Electronic mail; Load modeling; Optimization; Cooperation; Load balance; Multiple stations; Part flow;
Conference_Titel :
Control and Decision Conference (CCDC), 2015 27th Chinese
Conference_Location :
Qingdao
Print_ISBN :
978-1-4799-7016-2
DOI :
10.1109/CCDC.2015.7162026