Title :
Simulation-based distributed fuzzy control for WIP in a multi-variety and small-batch discrete production system with one tightly coupled cell
Author :
Run Zhao ; Takakuwa, Soemon
Author_Institution :
Grad. Sch. of Econ. & Bus. Adm., Nagoya Univ., Nagoya, Japan
Abstract :
This paper examines a multi-variety and small-batch production system with a tightly coupled cell. Using production data analysis, various random factors and constraints in a system with a tightly coupled bottleneck cell caused higher work-in-process (WIP) inventory levels and longer cycle times. Aiming to resolve these production problems, a two-dimensional distributed fuzzy controller with two correction factors has been developed. This heuristic approach is used to supervise the dynamic WIP inventory level changes and regulate the processing rate of each workstation with simple representations and linguistic IF-THEN rules. Based on consideration of certain major stochastic factors, a simulation model is explored with a control objective to maintain the WIP and cycle time at a low level. Simulation results show that this optimized control policy avoids system imbalances and eliminates bottlenecks. By comparison, the proposed approach significantly improves the system´s performance and robustness.
Keywords :
batch processing (industrial); discrete systems; distributed control; fuzzy control; production control; simulation; work in progress; WIP; correction factors; dynamic WIP inventory level; heuristic approach; linguistic IF-THEN rules; multivariety discrete production system; production data analysis; simulation-based distributed fuzzy control; small-batch discrete production system; tightly coupled bottleneck cell; two-dimensional distributed fuzzy controller; work-in-process inventory levels; Analytical models; Data models; Fuzzy control; Fuzzy logic; Production systems; Workstations;
Conference_Titel :
Simulation Conference (WSC), Proceedings of the 2012 Winter
Conference_Location :
Berlin
Print_ISBN :
978-1-4673-4779-2
Electronic_ISBN :
0891-7736
DOI :
10.1109/WSC.2012.6464982