Modelling and simulation of dynamically integrated manufacturing systems

Fluctuations in demand patterns and products’ mixes, driven by continuous changes in customer requirements, are inducing significant changes on the operations of manufacturing organisations. How to respond to such changes rapidly and at minimum cost constitutes a major challenge for manufacturers. The DIMS project (Dynamically Integrated Manufacturing Systems) has developed an agent-based approach that enables manufacturing systems to be modelled using multi-agent systems such that optimal and timely responses to changes are generated from the interactions taking place within the multi-agents systems. This approach also incorporates a distributed discrete event simulation mechanism that enables ‘what-if’ system configurations that have been generated through agent interactions to be evaluated dynamically for system restructure. This paper presents the approach with particular focus on the distributed simulation mechanism.

[1]  Robert A. Kowalski,et al.  Towards a Unified Agent Architecture that Combines Rationality with Reactivity , 1996, Logic in Databases.

[2]  Weiming Shen,et al.  An Agent-Based Approach for Manufacturing Enterprise Integration and Supply Chain Management , 1998, PROLAMAT.

[3]  David Z. Zhang,et al.  Towards theory building in agile manufacturing strategies--Case studies of an agility taxonomy , 2011 .

[4]  Shuigen Wang,et al.  Agent-based modeling and mapping of a manufacturing system , 2002 .

[5]  H. Van Dyke Parunak.  Practical and Industrial Applications of Agent-Based Systems , 1998 .

[6]  Hossein Sharifi,et al.  Towards Theory Building in Agile Manufacturing Strategy—A Taxonomical Approach , 2007, IEEE Transactions on Engineering Management.

[7]  Ian H. Witten,et al.  Data mining: practical machine learning tools and techniques, 3rd Edition , 1999 .

[8]  David Z. Zhang,et al.  Agent-based model for optimising supply-chain configurations , 2008 .

[9]  Yoseba K. Penya,et al.  Agent-driven distributed-manufacturing model for mass customisation , 2003, Integr. Comput. Aided Eng..

[10]  Ian H. Witten,et al.  Data mining: practical machine learning tools and techniques with Java implementations , 2002, SGMD.

[11]  Birgit Burmeister,et al.  Models and Methodology for Agent-Oriented Analysis and Design , 2000 .

[12]  O. M. Akanle,et al.  An agent-based approach for e-manufacturing and supply chain integration , 2006, Comput. Ind. Eng..

[13]  Nagesh N. Murthy,et al.  The antecedents of supply chain agility of a firm: Scale development and model testing , 2006 .

[14]  David Z. Zhang,et al.  An agent-based approach for integrating manufacturing operations , 2009 .

[15]  David Z. Zhang,et al.  An iterative agent bidding mechanism for responsive manufacturing , 2009, Eng. Appl. Artif. Intell..

[16]  Radu F. Babiceanu,et al.  Development and Applications of Holonic Manufacturing Systems: A Survey , 2006, J. Intell. Manuf..

[17]  Nicholas R. Jennings,et al.  Intelligent agents: theory and practice , 1995, The Knowledge Engineering Review.

[18]  Kwangyeol Ryu,et al.  Modeling and specifications of dynamic agents in fractal manufacturing systems , 2003, Comput. Ind..

[19]  Hans-Jürgen Warnecke,et al.  The Fractal Company , 1993 .

[20]  Neil A. Duffie,et al.  Real-time distributed scheduling of heterarchical manufacturing systems , 1994 .

[21]  Luc Bongaerts,et al.  Reference architecture for holonic manufacturing systems: PROSA , 1998 .

[22]  W. T. Goh,et al.  An intelligent and adaptive modelling and configuration approach to manufacturing systems control , 2003 .

[23]  Ming Kim Lim,et al.  Dynamically Integrated Manufacturing Systems (DIMS)—A Multiagent Approach , 2007, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[24]  Tao Zhang,et al.  Agent-based simulation of consumer purchase decision-making and the decoy effect , 2007 .

[25]  Nobuhiro Sugimura,et al.  Multi agent architecture for dynamic incremental process planning in the flexible manufacturing system , 2010, J. Intell. Manuf..