Abstract
Mass customization production means to produce customized products to meet individual customer’s need with the efficiency of mass production. It introduces challenges such as drastic increase of varieties, very small batch size and random arrival of orders, thus brings to the manufacturing control system requirements of flexibility and responsiveness which make mass customization production a fertile ground for intelligent agents. With RFID (Radio Frequency Identification) integration, an applicable agent-based heterogeneous coordination mechanism is developed to fulfill the requirements. In this paper, we propose a distributed system framework including a number of intelligent agents to collaborate in a virtual market-like environment. The proposed price mechanism in our system has the advantage of improving the production efficiency and total profit that the manufacturer will receive from a certain amount of jobs by utilizing a mechanism of both resource competition and job competition. Based on the simulation results, we compare the total profit, average delay and average waiting time of our agent-based price mechanism with those based on the widely exploit FIFO (First In First Out) and EDD (Earliest Due Date) scheduling mechanisms to show that when resources are with large queue length, the agent-based price mechanism significantly outperforms the other two.
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References
Babayan, A., He, D.: Solving the n-job 3-stage Flexible Flowshop Scheduling Problem Using an Agent-based Approach. Int. J. Prod. Res. 42(4), 777–799 (2004)
Baker, A.D., Merchant, M.E.: Automatic factories how will they be controlled? IEEM Potentials 12, 15–20 (1993)
Chen, Y.Y., Fu, L.C., Chen, Y.C.: Multi-agent Based Dynamic Scheduling for a Flexible Assembly System. In: Proceedings of the 1998 IEEE International Conference on Robotics & Automation (1998)
Darbha, S., Agraval, D.P.: Optimal scheduling algorithm for distributed-memory machines. IEEE Transactions on Parallel and Distributed Systems 9(1) (1998)
Klaus, F.: RFID-Handbook. Fundamentals and Applications in Contactless Smart Cards and Identification, 2nd edn., Wiley & Sons Ltd., Chichester (2003) ISBN: 0-470-84402-7
Kotha, S.: Mass-customization: a strategy for knowledge creation and organizational learning. Int. J. of Technology Management 11(7-8), 846–858 (1996)
Maley, J.G.: Managing the Flow of Intelligent Parts. Robotics and Computer Integrated Manufacturing 4(3/4), 525–530 (1988)
Nwana Hyacinth, S.: Software Agents: An Overview Knowledge Engineering Review, vol. 11(3), pp. 1–40. © Cambridge University Press, Cambridge (1996)
Parunak, H.V.D.: Manufacturing Experience with the Contract Net. In: Huhns, M.M. (ed.) Distributed Artificial Intelligence, pp. 285–310. Pitman, London (1987)
Shaw, M.J.: Dynamic Scheduling in Cellular Manufacturing Systems: a framework for networked decision making. Journal of Manufacturing Systems 7(2), 83–94 (1988)
Smith, R.G., Davis, R.: Framework for co-operation in distributed problem solving. IEEE Transaction on System, Man and Cybernetics SMC-11(1), 61–70 (1981)
Tseng, M.M., Lei, M., Su, C.: A Collaborative Control System for Mass Customization Manufacturing. Annals of the CIRPÂ 46(1) (1997)
Kelton, W.D., Sadowski, R.P., Sadowski, D.A.: Simulation with Area, p. 7
Zhou, Z.D., Wang, H.H., Chen, Y.P., Ai, W., Ong, S.K., Fuh, J.Y.H., Nee, A.Y.C.: A Multi-Agent-Based Agile Scheduling Model for a Virtual Manufacturing Environment. International Journal of Advanced Manufacturing Technology 21, 980–984 (2003)
Paul, Z.: MIT Sloan Management Review. In: ABI/INFORM Global, vol. 42(3), p. 81 (Spring 2001)
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Liu, M.R., Zhang, Q.L., Ni, L.M., Tseng, M.M. (2004). An RFID-Based Distributed Control System for Mass Customization Manufacturing. In: Cao, J., Yang, L.T., Guo, M., Lau, F. (eds) Parallel and Distributed Processing and Applications. ISPA 2004. Lecture Notes in Computer Science, vol 3358. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30566-8_118
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DOI: https://doi.org/10.1007/978-3-540-30566-8_118
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