Real-time scheduling for holonic manufacturing systems based on estimation of future status
This paper deals with a real-time scheduling system of holonic manufacturing systems (HMSs), which were proposed by an international cooperative research consortium called The HMS Consortium for Autonomous Distributed Management and Control of the Manufacturing Systems. The scheduling system generat...
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Published in | International journal of production research Vol. 44; no. 18-19; pp. 3657 - 3675 |
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Main Authors | , , , |
Format | Journal Article Conference Proceeding |
Language | English |
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London
Taylor & Francis Group
15.09.2006
Washington, DC Taylor & Francis Taylor & Francis LLC |
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Abstract | This paper deals with a real-time scheduling system of holonic manufacturing systems (HMSs), which were proposed by an international cooperative research consortium called The HMS Consortium for Autonomous Distributed Management and Control of the Manufacturing Systems. The scheduling system generates real-time suitable production schedules, based on decision making by individual constituents named holons and their coordination. The objective of the present research is to improve the decision-making processes of the individual holons through the use of estimation process of the future status of the HMS. Procedures are developed and implemented to the individual holons, in order to estimate the future status of the HMS by applying the simulation model of the HMS. A neural network model is proposed to represent and to simulate the decision-making process of the individual holons. |
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AbstractList | This paper deals with a real-time scheduling system of holonic manufacturing systems (HMSs), which were proposed by an international cooperative research consortium called The HMS Consortium for Autonomous Distributed Management and Control of the Manufacturing Systems. The scheduling system generates real-time suitable production schedules, based on decision making by individual constituents named holons and their coordination. The objective of the present research is to improve the decision-making processes of the individual holons through the use of estimation process of the future status of the HMS. Procedures are developed and implemented to the individual holons, in order to estimate the future status of the HMS by applying the simulation model of the HMS. A neural network model is proposed to represent and to simulate the decision-making process of the individual holons. This paper deals with a real-time scheduling system of holonic manufacturing systems (HMSs), which were proposed by an international cooperative research consortium called The HMS Consortium for Autonomous Distributed Management and Control of the Manufacturing Systems. The scheduling system generates real-time suitable production schedules, based on decision making by individual constituents named holons and their coordination. The objective of the present research is to improve the decision-making processes of the individual holons through the use of estimation process of the future status of the HMS. Procedures are developed and implemented to the individual holons, in order to estimate the future status of the HMS by applying the simulation model of the HMS. A neural network model is proposed to represent and to simulate the decision-making process of the individual holons. [PUBLICATION ABSTRACT] |
Author | Okubo, N. Iwamura, K. Tanimizu, Y. Sugimura, N. |
Author_xml | – sequence: 1 givenname: K. surname: Iwamura fullname: Iwamura, K. email: iwamura@mecha.osakafu-u.ac.jp organization: Graduate School of Engineering, Osaka Prefecture University – sequence: 2 givenname: N. surname: Okubo fullname: Okubo, N. organization: Graduate School of Engineering, Osaka Prefecture University – sequence: 3 givenname: Y. surname: Tanimizu fullname: Tanimizu, Y. organization: Graduate School of Engineering, Osaka Prefecture University – sequence: 4 givenname: N. surname: Sugimura fullname: Sugimura, N. organization: Graduate School of Engineering, Osaka Prefecture University |
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Cites_doi | 10.1016/j.rcim.2004.11.003 10.1016/S0924-0136(03)00233-4 10.1023/A:1008196229289 10.1016/S0007-8506(07)62235-5 10.1016/S0736-5845(02)00023-6 |
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Keywords | Production system Coordination Decision making Process control Scheduling Neural network Real time system Holon Holonic manufacturing systems Production management Real-time scheduling Consortium Estimation of future status |
Language | English |
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References | Shin J (CIT0011) 2001; 13 Sugimura N (CIT0012) 1996; 25 Wullink G (CIT0015) 2002; 18 Iwata K (CIT0010) 1994; 43 CIT0003 CIT0014 CIT0002 CIT0013 CIT0005 CIT0016 Babiceanu R (CIT0001) 2005; 21 CIT0004 (CIT0007) 2001 Zhang J (CIT0017) 2003; 139 (CIT0006) 1994 CIT0009 CIT0008 |
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SubjectTerms | Applied sciences Artificial intelligence Computer science; control theory; systems Connectionism. Neural networks Consortia Decision making Decision making models Estimating techniques Estimation of future status Exact sciences and technology Holonic manufacturing systems Inventory control, production control. Distribution Manufacturing Neural network Neural networks Operational research and scientific management Operational research. Management science Production scheduling Real time Real-time scheduling Studies |
Title | Real-time scheduling for holonic manufacturing systems based on estimation of future status |
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