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博碩士論文 etd-0709103-072330 詳細資訊
Title page for etd-0709103-072330
論文名稱
Title
建構多重代理人系統以解決供應鏈中限制滿足問題
Building Multi-agent System to Solve Distributed Constraint Satisfaction Problems for Supply Chain Management
系所名稱
Department
畢業學年期
Year, semester
語文別
Language
學位類別
Degree
頁數
Number of pages
63
研究生
Author
指導教授
Advisor
召集委員
Convenor
口試委員
Advisory Committee
口試日期
Date of Exam
2003-07-07
繳交日期
Date of Submission
2003-07-09
關鍵字
Keywords
協商機制、供應鏈管理、多重代理人系統、分散式限制滿足問題
negotiation, supply chain management, asynchronous backtracking domain, distributed constraint satisfaction problem, multi-agent system
統計
Statistics
本論文已被瀏覽 5733 次,被下載 26
The thesis/dissertation has been browsed 5733 times, has been downloaded 26 times.
中文摘要
在本論文中,我們利用分散限制滿足問題的演算法結合協商機制,設計一套以多重代理人為基礎的協同合作模型,利用這套分散式協同合作模型,以分散式的方式解決供應鏈中的限制滿足問題。在現實商業環境中,受限於商業機密與高額的資訊收集費用,以集中式的方法解決散佈於供應鏈各層級的衝突是不實際且不可行的,因此我們提出以分散式協同合作模型,利用分散式限制滿足問題的理論,以分散式方法解決供應鏈中的衝突。分散式限制滿足問題提供一套完整的演算法,保證我們在有解的情況下能找到一個滿足所有限制的解。利用多重代理人的自主性,我們設計一個協同合作代理人程式,並賦予代理人在分散式環境中解決衝突的能力,我們期望藉由這套多重代理人系統,能強化供應鏈適應環境變動的能力與提高供應鏈的效能。


Abstract
In this thesis, I propose an agent-based cooperative model for supply chains to commit orders by satisfying constraints. Due to the limitation of the real world environment, the centralized schedule model to handle constraint satisfaction is impractical, it is important to excise the distributed constraint satisfaction model to meet the outsourcing paradigm of supply chain management. I introduce a multi-agent system based coordination mechanism that integrates theories of negotiation and distributed constraint satisfaction problem to resolve the constraints in supply chain. I adopt the asynchronous weak-commitment search, a DCSP algorithm to resolve the global constraint in supply chain. Asynchronous weak-commitment search is complete backtracking algorithms that guarantee to find a solution if there is a solution existing and asynchronous weak-commitment search provide priority dynamic mechanism that help us to find a solution quickly than other backtracking algorithms. We construct a coordination agent for each business entity in supplier chain. The agent embedded in the ability to resolve the constraints autonomously. We expect this agent-based coordination mechanism can make supply chain more efficient and enhance supply chain's agility.

目次 Table of Contents
CHAPTER 1 INTRODUCTION 1
1.1 MOTIVATIONS 2
1.2 RESEARCH OBJECTIVES 3
CHAPTER 2 LITERATURE REVIEW 4
2.1 SUPPLY CHAIN MANAGEMENT 4
2.2 DISTRIBUTED CONSTRAINT SATISFACTION PROBLEM 5
2.2.1 Algorithms for solving distributed constraint satisfaction problems 8
2.3 NEGOTIATION 10
2.4 MULTI-AGENT SYSTEMS 12
2.4.1 FIPA 15
2.4.2 JADE 16
CHAPTER 3 CONSTRUCTING MULTI-AGENT SYSTEM FOR COOPERATIVE SUPPLIER CHAINS TO SOLVE DISTRIBUTED CSP 17
3.1 SUPPLY CHAIN COORDINATION MODEL 17
3.2 TASK REPRESENTATIONS 20
3.3 LOCAL CONSTRAINTS RESOLUTION 24
3.4 GLOBAL CONSTRAINT RESOLUTION 26
CHAPTER 4 THE ELABORATION OF DISTRIBUTED COOPERATIVE MODEL 29
4.1 ALLIANCE FORMATION 29
4.2 CONSTRAINT SATISFACTION 31
4.3 THREE MESSAGE TYPES USED IN THE MODEL 34
4.4 AN EXAMPLE TO SHOW THE PROCESS OF CONSTRAINT SATISFACTION 35
4.5 PSEUDO CODES OF SUPPLY CHAIN CONSTRAINT SATISFACTION ALGORITHMS 40
CHAPTER 5 EXPERIMENTAL DESIGN 43
5.1 EXPERIMENTAL SETTINGS 43
5.2 EXPERIMENTS 47
5.3 FOUR EVALUATION CRITERIA 49
CHAPTER 6 EVALUATION RESULTS AND DISCUSSIONS 50
6.1 EVALUATION RESULTS OF THE DISTRIBUTED COORDINATION MODEL 50
6.2 THE EXPLANATION OF EXPERIMENT RESULTS 52
CHAPTER 7 CONCLUSION AND FUTURE WORK 58
REFERENCE 60
參考文獻 References
Armstrong, A. and Durfee, E., “Dynamic Prioritization of Complex Agents in Distributed Constraint Satisfaction Problems”. In Proceedings of the Fifteenth International Joint Conference on Artificial Intelligence. Pp. 620-625. 1997
Barbuceanu, M., Fox, M., "Integrating Communicative Action, Conversations and Decision Theory to Coordinate Agents". In Proceedings of Autonomous Agents'97, Marina del Rey, 2-5 February, ACM Press, pp 49-58. 1997
Beer, M., d'Inverno, M., Luck, M., Jennings, N. R., Preist C. and Schroeder, M., "Negotiation in Multi-Agent Systems" Knowledge Engineering Review 14 (3) 285-289. 1999
Billington, C., “Strategic Supply Chain Management”, OR/MS Today, pp. 20-27 , April 1994
Byde, A., Priest, C. and Jennings, N. R., "Decision procedures for multiple auctions" Proc. 1st Int Joint Conf. on Autonomous Agents and Multi-Agent Systems, Bolgna, Italy, 613-620. 2002
Decker, K., Sycara, K. and Williamson, M. “Middle-Agents for the Internet”, Proceedings of the International Joint Conferences on Artificial Intelligence (IJCAI-97), January, 1997
Durfee, E.H., Lesser, V.R. and Corkill, D.D. “Trends in Cooperative Distributed Problem Solving”, IEEE Transactions on Knowledge and Data Engineering, March, KDE-1(1), pages 63-83. 1989
Finin, T., Labrou, Y. and Mayfield, J. KQML as an Agent Communication Language. Software Agents, J.M. Bradshaw (Ed.), Menlo Park, Calif., AAAI Press, pages 291-316, 1997
FIPA http://www.fipa.org
FIPA “FIPA 97 Specification”, Foundation for Intelligent Physical Agents, Version 1.2, October 10, 1997.
Genesereth, M. “An Agent-based Framework for Interoperability”, Software Agents, J.M. Bradshaw (Ed.), Menlo Park, Calif., AAAI Press, pages 317-345, 1997
Gruber, T.R. “A Translation Approach to Portable Ontology Specifications”, Proceedings of the Knowledge Acquisition for Knowledge-Based Systems (KAW'93), 1993.
Holland, C., Lockett, G. and Blackman, I. “Planning for Electronic Data Interchange Strategic Management Journal”, vol. 13, no. 2, pp.153-166, 1992
JADE http://sharon.cselt.it/projects/jade/
Jennings, N.R., Sycara, K. and Wooldridge, M. “A Roadmap of Agent Research and Development”, Autonomous Agents and Multi-Agent Systems Journal, Kluwer Academic Publishers, Boston, Volume 1, Issue 1, pages 275-306, 1998
Lewicki, R., Saunders, D. and Minton, J., “Essentials of Negotiation”, Irwin, 1997.
Malone, T. W., Yates, J. and Benjamin, R. I., “Electronic Markets and Electronic Hierarchies”, Communications of the ACM vol.30, no.6, pp.484-497, 1987
Mackworth, A. K., “Constraint Satisfaction”. In: S. C. Shapiro (ed.): Encyclopedia of Artificial Intelligence. New York: Wiley-Interscience Publication. Pp. 285-293, 1992
Morris, P., “The Breakout Method for Escaping From Local Minima”. In: Proceedings of the Eleventh National Conference on Artificial Intelligence. Pp.40-45, 1993
Rahwan, L., Kowalczyk, R. and Pham, H., “Intelligent Agents for Automated One-to-many E-Commerce Negotiation”. In: Proceedings of the 25th Australasian Computer Science Conference (ACSC 2002), Melbourne, Australia, pp. 197-204. 2002
Stergiou, K., Walsh, T., “Encodings of Non-Binary Constraint Satisfaction Problems” In: Proceedings of AAAI/IAAI 1999
Strobel, M, “Effects of Electronic Markets on Negotiation Processes”, 2000
Strader, T. J., Lin, F.-r., and Shaw, M.J., “Simulation of Order Fulfillment in Divergent Assembly Supply Chains”. Journal of Artificial Societies and Social Simulation, 1:2, March 1998.
TAEMS, http://mas.cs.umass.edu/research/taems/
Yokoo, M., Distributed Constraint Satisfaction, Springer-Verlag Berlin Heidelberg, 2001.
Yokoo, M., Hirayama K., “Algorithms for Distributed Constraint Satisfaction: A Review”, Autonomous Agents and Multi-Agent Systems Journal, Volume 3, No.2, pp.198-212, 2000
Yokoo, M., Durfee, E., Ishida, T., and Kuwabara, K., “The Distributed Constraint Satisfaction Problem: Formalization and Algorithms” IEEE Trans. on Knowledge and Data Engineering, vol.10, No.5, 1998.
Yokoo, M. and Hirayama, K., “Distributed constraint satisfaction algorithm for complex local problems”. In: Proceedings of the Third International Conference on Multi-Agent Systems. 1998
Yokoo, M., “Asynchronous Weak-commitment Search for Solving Distributed Constraint Satisfaction Problems”. In: Proceeding of the First International Conference on Principles and Practice of Constraint Programming pp. 88-102. Lecture Notes in Computer Science. 976. 1995
Weiss, G., “Distributed Rational Decision Making” Multi-agent System: Chapter 5, MIT press. 1999
Zhang, X., Poderozhny, R., Lesser, V., “Cooperative, MultiStep Negotiation Over a Multi-Dimensional Utility Function” In Proceeding of the IASTED International Conference, Artificial Intelligence and Soft Computing (ASC 2000), pp. 136-142. July 2000.
Zhang, X., Poderozhny, R., Lesser, V., “Multi-Dimensional, MultiStep Negotiation for Task Allocation in a Cooperative system”, In Submitted to: Autonomous Agents And MultiAgent Systems (Under review). 2002
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