Holonic Ontology and Interaction Protocol for Manufacturing Network Organization

The aim of this paper is to form the best collaborative networked organization of small manufacturers to fulfill a production plan. Manufacturing networks can be formed using two approaches. The conventional approach is the formation of networks by the grouping of the best manufacturers based on multiple criteria. The proposed approach is the formation of all feasible networks followed by the grouping of the best networks based on multiple criteria. The hypothesis of this paper is that the better group of manufacturing networks may not be the result of the selection of the best available manufacturers to form each network, based on the same criteria. The research methodology employed involves techniques such as interaction protocol development, ontology engineering, and principles from concepts such as the contract net protocol, the product-resource-order-staff-architecture, the auctioning process, agent-based modeling, and rule-based programming. Results from the proposed approach were compared to the conventional approach on multiple criteria namely lead time, quality, cost, and delivery reliability. On the basis of the results, the hypothesis was not rejected.

[1]  Tuomas Sandholm,et al.  An Implementation of the Contract Net Protocol Based on Marginal Cost Calculations , 1993, AAAI.

[2]  Nan Li,et al.  Holonic multi-agent system: Simulation of manufacturing network formation , 2012, 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC).

[3]  Claudio Bartolini,et al.  Agent-based service composition through simultaneous negotiation in forward and reverse auctions , 2003, EC '03.

[4]  László Monostori,et al.  Agent-based systems for manufacturing , 2006 .

[5]  Nikolay Mehandjiev,et al.  Agent-based optimisation of logistics and production planning , 2003 .

[6]  Heiko Meyer,et al.  Manufacturing Execution Systems , 2009 .

[7]  Sören Kock,et al.  Co‐opetition: a source of international opportunities in Finnish SMEs , 2010 .

[8]  Sylvie K. Chetty,et al.  Internationalisation of small to medium-sized manufacturing firms: a network approach , 2000 .

[9]  Robert J. Schalkoff Intelligent Systems: Principles, Paradigms, and Pragmatics , 2009 .

[10]  Chung-Hsing Yeh,et al.  Job oriented production scheduling , 1990 .

[11]  Hmh Herman Hegge,et al.  Extending the enterprise through multi-level supply control , 1997 .

[12]  Feng Qi,et al.  Self-Organized P2P Approach to Manufacturing Service Discovery for Cross-Enterprise Collaboration , 2014, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[13]  Milton L. Smith,et al.  Simulation studies in job shop scheduling—II: Performance of priority rules , 1984 .

[14]  José L. Martínez Lastra,et al.  Semantics-Based Composition of Factory Automation Processes Encapsulated by Web Services , 2013, IEEE Transactions on Industrial Informatics.

[15]  C.-Y. Liu,et al.  Order confirmation mechanism for collaborative production networks , 2008 .

[16]  Jean-Claude Hennet,et al.  Coalitions of firms in manufacturing networks: stability and optimality issues , 2011 .

[17]  Ali S. Kiran,et al.  Simulation studies in job shop sheduling—I a survey , 1984 .

[18]  Gaoliang Peng,et al.  Research on ontology-based integration of product knowledge for collaborative manufacturing , 2010 .

[19]  Mozafar Saadat,et al.  A New Agents-Based Model for Dynamic Job Allocation in Manufacturing Shopfloors , 2012, IEEE Systems Journal.

[20]  Hendrik Van Brussel,et al.  Towards robust and efficient planning execution , 2008, Eng. Appl. Artif. Intell..

[21]  Stefano Borgo,et al.  The Role of Foundational Ontologies in Manufacturing Domain Applications , 2004, CoopIS/DOA/ODBASE.

[22]  Lanfen Lin,et al.  Developing manufacturing ontologies for knowledge reuse in distributed manufacturing environment , 2011 .

[23]  Mozafar Saadat,et al.  Ontological Extension of PROSA for Manufacturing Network Formation , 2013, HoloMAS.

[24]  Vicent J. Botti,et al.  Engineering Holonic Manufacturing Systems , 2009, Comput. Ind..

[25]  Steffen Staab,et al.  Specialization and Validation of Statecharts in OWL , 2010, EKAW.

[26]  Mozafar Saadat,et al.  Holonic Goal-Driven Scheduling Model for Manufacturing Networks , 2013, 2013 IEEE International Conference on Systems, Man, and Cybernetics.

[27]  Reid G. Smith,et al.  The Contract Net Protocol: High-Level Communication and Control in a Distributed Problem Solver , 1980, IEEE Transactions on Computers.

[28]  Jeremy J. Carroll,et al.  Resource description framework (rdf) concepts and abstract syntax , 2003 .

[29]  Antonia Albani,et al.  An Enterprise Ontology-Based Approach to Service Specification , 2013, IEEE Transactions on Services Computing.

[30]  Bihan Wu,et al.  A MapReduce based Ant Colony Optimization approach to combinatorial optimization problems , 2012, 2012 8th International Conference on Natural Computation.

[31]  Zhongsheng Hua,et al.  Ontology of collaborative manufacturing: Alignment of service-oriented framework with service-dominant logic , 2010, Expert Syst. Appl..

[32]  Tianyuan Xiao,et al.  Ontology Fusion in High-Level-Architecture-Based Collaborative Engineering Environments , 2013, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[33]  Jürgen Kletti,et al.  Manufacturing Execution Systems (MES) , 2007 .

[34]  Guiovanni Jules,et al.  A holonic systems approach to the formation of manufacturing networks , 2010, 2010 IEEE 9th International Conference on Cyberntic Intelligent Systems.

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

[36]  Hamideh Afsarmanesh,et al.  Collaborative networked organizations - Concepts and practice in manufacturing enterprises , 2009, Comput. Ind. Eng..

[37]  A. Siadat,et al.  MASON: A Proposal For An Ontology Of Manufacturing Domain , 2006, IEEE Workshop on Distributed Intelligent Systems: Collective Intelligence and Its Applications (DIS'06).

[38]  Tauno Otto,et al.  Evaluation of the operation expedience of technological resources in a manufacturing network , 2011 .

[39]  Qiu-Yu Zhang,et al.  A Hybrid Self-Adaptive Pso Algorithm and its Applications for Partner Selection in Holonic Manufacturing System (HMS) , 2006, 2006 International Conference on Machine Learning and Cybernetics.