Title :
A novel agent bidding based optimization approach in manufacturing planning and scheduling
Author :
Lu, Ruiqiang ; Zhang, David Zhengwen
Author_Institution :
Sch. of Eng., Comput. & Math., Univ. of Exeter, Exeter, UK
Abstract :
The problem of process planning and scheduling in manufacturing systems can be simply concluded as an optimization problem in terms of minimizing processing cost and time with the constraints of different manufacturing resources capabilities and capacities and fixed operating sequence of job features. Some previous literatures involve centralized optimization approaches which are able to find a close to optimal solution, but the computational complexity is extremely high and the model is not flexible. Some others adopted dispatching rules, which can achieve good solutions, but not optimal ones. This paper presents a novel agent bidding based mechanism to solve the problem. A weight function is introduced to facilitate the search for optimal allocation, where the weight factors control the preference of production cost and time. Meanwhile, in each bidding round, there is an exploration process which gives small possibility to the agents with non-optimal bids to be selected as the winner. After iterations for adjusting parameters and exploration, the near optimal solution with minimized cost and satisfied lead time can be found.
Keywords :
computational complexity; cost reduction; iterative methods; manufacturing resources planning; multi-agent systems; optimisation; production control; agent bidding based optimization approach; computational complexity; exploration process; manufacturing planning; manufacturing resources planning; manufacturing scheduling; process planning; process scheduling; production control; weight function; Biological cells; Job shop scheduling; Manufacturing systems; Optimization; Planning; Resource management; Agent bidding approach; exploration; planning and scheduling optimization;
Conference_Titel :
Computers and Industrial Engineering (CIE), 2010 40th International Conference on
Conference_Location :
Awaji
Print_ISBN :
978-1-4244-7295-6
DOI :
10.1109/ICCIE.2010.5668274