Generation of optimal control policy for flexible manufacturing cells: A Petri net approach
Abstract For flexible manufacturing cells (FMCs), the major control problem is to determine the optimal part routeing and machines dispatching policy. In this research, we present a methodology for generating optimal operating strategies for FMCs. The methodology is built on two techniques: stochast...
Ausführliche Beschreibung
Autor*in: |
Zhou, Qiong [verfasserIn] |
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Format: |
Artikel |
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Sprache: |
Englisch |
Erschienen: |
1995 |
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Schlagwörter: |
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Anmerkung: |
© Springer-Verlag London Limited 1995 |
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Übergeordnetes Werk: |
Enthalten in: The international journal of advanced manufacturing technology - Springer-Verlag, 1985, 10(1995), 1 vom: Jan., Seite 59-65 |
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Übergeordnetes Werk: |
volume:10 ; year:1995 ; number:1 ; month:01 ; pages:59-65 |
Links: |
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DOI / URN: |
10.1007/BF01184279 |
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Katalog-ID: |
OLC2025985568 |
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520 | |a Abstract For flexible manufacturing cells (FMCs), the major control problem is to determine the optimal part routeing and machines dispatching policy. In this research, we present a methodology for generating optimal operating strategies for FMCs. The methodology is built on two techniques: stochastic timed Petri net (STPN) and Markov decision process (MDP). The operating strategy devised with the proposed methodology is deadlock-free and provides the best performance given a set of system parameters (machines, parts, machining times, etc.). Generation of programmable logic controller (PLC) codes is greatly facilitated as the generated strategy can be mapped directly to a ladder diagram representing the PLC code. The objective of real-time optimal control could then be achieved with this type of controller. An example is provided to illustrate the methodology. | ||
650 | 4 | |a Flexible manufacturing cell | |
650 | 4 | |a Markov decision process | |
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700 | 1 | |a Wang, Michael |4 aut | |
700 | 1 | |a Dutta, S. P. |4 aut | |
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10.1007/BF01184279 doi (DE-627)OLC2025985568 (DE-He213)BF01184279-p DE-627 ger DE-627 rakwb eng 670 VZ Zhou, Qiong verfasserin aut Generation of optimal control policy for flexible manufacturing cells: A Petri net approach 1995 Text txt rdacontent ohne Hilfsmittel zu benutzen n rdamedia Band nc rdacarrier © Springer-Verlag London Limited 1995 Abstract For flexible manufacturing cells (FMCs), the major control problem is to determine the optimal part routeing and machines dispatching policy. In this research, we present a methodology for generating optimal operating strategies for FMCs. The methodology is built on two techniques: stochastic timed Petri net (STPN) and Markov decision process (MDP). The operating strategy devised with the proposed methodology is deadlock-free and provides the best performance given a set of system parameters (machines, parts, machining times, etc.). Generation of programmable logic controller (PLC) codes is greatly facilitated as the generated strategy can be mapped directly to a ladder diagram representing the PLC code. The objective of real-time optimal control could then be achieved with this type of controller. An example is provided to illustrate the methodology. Flexible manufacturing cell Markov decision process Timed Petri net Wang, Michael aut Dutta, S. P. aut Enthalten in The international journal of advanced manufacturing technology Springer-Verlag, 1985 10(1995), 1 vom: Jan., Seite 59-65 (DE-627)129185299 (DE-600)52651-4 (DE-576)014456192 0268-3768 nnns volume:10 year:1995 number:1 month:01 pages:59-65 https://doi.org/10.1007/BF01184279 lizenzpflichtig Volltext GBV_USEFLAG_A SYSFLAG_A GBV_OLC SSG-OLC-TEC GBV_ILN_20 GBV_ILN_21 GBV_ILN_23 GBV_ILN_32 GBV_ILN_70 GBV_ILN_132 GBV_ILN_136 GBV_ILN_150 GBV_ILN_161 GBV_ILN_2006 GBV_ILN_2009 GBV_ILN_2018 GBV_ILN_2020 GBV_ILN_2048 GBV_ILN_2241 GBV_ILN_2333 GBV_ILN_4046 GBV_ILN_4277 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4319 AR 10 1995 1 01 59-65 |
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10.1007/BF01184279 doi (DE-627)OLC2025985568 (DE-He213)BF01184279-p DE-627 ger DE-627 rakwb eng 670 VZ Zhou, Qiong verfasserin aut Generation of optimal control policy for flexible manufacturing cells: A Petri net approach 1995 Text txt rdacontent ohne Hilfsmittel zu benutzen n rdamedia Band nc rdacarrier © Springer-Verlag London Limited 1995 Abstract For flexible manufacturing cells (FMCs), the major control problem is to determine the optimal part routeing and machines dispatching policy. In this research, we present a methodology for generating optimal operating strategies for FMCs. The methodology is built on two techniques: stochastic timed Petri net (STPN) and Markov decision process (MDP). The operating strategy devised with the proposed methodology is deadlock-free and provides the best performance given a set of system parameters (machines, parts, machining times, etc.). Generation of programmable logic controller (PLC) codes is greatly facilitated as the generated strategy can be mapped directly to a ladder diagram representing the PLC code. The objective of real-time optimal control could then be achieved with this type of controller. An example is provided to illustrate the methodology. Flexible manufacturing cell Markov decision process Timed Petri net Wang, Michael aut Dutta, S. P. aut Enthalten in The international journal of advanced manufacturing technology Springer-Verlag, 1985 10(1995), 1 vom: Jan., Seite 59-65 (DE-627)129185299 (DE-600)52651-4 (DE-576)014456192 0268-3768 nnns volume:10 year:1995 number:1 month:01 pages:59-65 https://doi.org/10.1007/BF01184279 lizenzpflichtig Volltext GBV_USEFLAG_A SYSFLAG_A GBV_OLC SSG-OLC-TEC GBV_ILN_20 GBV_ILN_21 GBV_ILN_23 GBV_ILN_32 GBV_ILN_70 GBV_ILN_132 GBV_ILN_136 GBV_ILN_150 GBV_ILN_161 GBV_ILN_2006 GBV_ILN_2009 GBV_ILN_2018 GBV_ILN_2020 GBV_ILN_2048 GBV_ILN_2241 GBV_ILN_2333 GBV_ILN_4046 GBV_ILN_4277 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4319 AR 10 1995 1 01 59-65 |
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10.1007/BF01184279 doi (DE-627)OLC2025985568 (DE-He213)BF01184279-p DE-627 ger DE-627 rakwb eng 670 VZ Zhou, Qiong verfasserin aut Generation of optimal control policy for flexible manufacturing cells: A Petri net approach 1995 Text txt rdacontent ohne Hilfsmittel zu benutzen n rdamedia Band nc rdacarrier © Springer-Verlag London Limited 1995 Abstract For flexible manufacturing cells (FMCs), the major control problem is to determine the optimal part routeing and machines dispatching policy. In this research, we present a methodology for generating optimal operating strategies for FMCs. The methodology is built on two techniques: stochastic timed Petri net (STPN) and Markov decision process (MDP). The operating strategy devised with the proposed methodology is deadlock-free and provides the best performance given a set of system parameters (machines, parts, machining times, etc.). Generation of programmable logic controller (PLC) codes is greatly facilitated as the generated strategy can be mapped directly to a ladder diagram representing the PLC code. The objective of real-time optimal control could then be achieved with this type of controller. An example is provided to illustrate the methodology. Flexible manufacturing cell Markov decision process Timed Petri net Wang, Michael aut Dutta, S. P. aut Enthalten in The international journal of advanced manufacturing technology Springer-Verlag, 1985 10(1995), 1 vom: Jan., Seite 59-65 (DE-627)129185299 (DE-600)52651-4 (DE-576)014456192 0268-3768 nnns volume:10 year:1995 number:1 month:01 pages:59-65 https://doi.org/10.1007/BF01184279 lizenzpflichtig Volltext GBV_USEFLAG_A SYSFLAG_A GBV_OLC SSG-OLC-TEC GBV_ILN_20 GBV_ILN_21 GBV_ILN_23 GBV_ILN_32 GBV_ILN_70 GBV_ILN_132 GBV_ILN_136 GBV_ILN_150 GBV_ILN_161 GBV_ILN_2006 GBV_ILN_2009 GBV_ILN_2018 GBV_ILN_2020 GBV_ILN_2048 GBV_ILN_2241 GBV_ILN_2333 GBV_ILN_4046 GBV_ILN_4277 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4319 AR 10 1995 1 01 59-65 |
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10.1007/BF01184279 doi (DE-627)OLC2025985568 (DE-He213)BF01184279-p DE-627 ger DE-627 rakwb eng 670 VZ Zhou, Qiong verfasserin aut Generation of optimal control policy for flexible manufacturing cells: A Petri net approach 1995 Text txt rdacontent ohne Hilfsmittel zu benutzen n rdamedia Band nc rdacarrier © Springer-Verlag London Limited 1995 Abstract For flexible manufacturing cells (FMCs), the major control problem is to determine the optimal part routeing and machines dispatching policy. In this research, we present a methodology for generating optimal operating strategies for FMCs. The methodology is built on two techniques: stochastic timed Petri net (STPN) and Markov decision process (MDP). The operating strategy devised with the proposed methodology is deadlock-free and provides the best performance given a set of system parameters (machines, parts, machining times, etc.). Generation of programmable logic controller (PLC) codes is greatly facilitated as the generated strategy can be mapped directly to a ladder diagram representing the PLC code. The objective of real-time optimal control could then be achieved with this type of controller. An example is provided to illustrate the methodology. Flexible manufacturing cell Markov decision process Timed Petri net Wang, Michael aut Dutta, S. P. aut Enthalten in The international journal of advanced manufacturing technology Springer-Verlag, 1985 10(1995), 1 vom: Jan., Seite 59-65 (DE-627)129185299 (DE-600)52651-4 (DE-576)014456192 0268-3768 nnns volume:10 year:1995 number:1 month:01 pages:59-65 https://doi.org/10.1007/BF01184279 lizenzpflichtig Volltext GBV_USEFLAG_A SYSFLAG_A GBV_OLC SSG-OLC-TEC GBV_ILN_20 GBV_ILN_21 GBV_ILN_23 GBV_ILN_32 GBV_ILN_70 GBV_ILN_132 GBV_ILN_136 GBV_ILN_150 GBV_ILN_161 GBV_ILN_2006 GBV_ILN_2009 GBV_ILN_2018 GBV_ILN_2020 GBV_ILN_2048 GBV_ILN_2241 GBV_ILN_2333 GBV_ILN_4046 GBV_ILN_4277 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4319 AR 10 1995 1 01 59-65 |
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10.1007/BF01184279 doi (DE-627)OLC2025985568 (DE-He213)BF01184279-p DE-627 ger DE-627 rakwb eng 670 VZ Zhou, Qiong verfasserin aut Generation of optimal control policy for flexible manufacturing cells: A Petri net approach 1995 Text txt rdacontent ohne Hilfsmittel zu benutzen n rdamedia Band nc rdacarrier © Springer-Verlag London Limited 1995 Abstract For flexible manufacturing cells (FMCs), the major control problem is to determine the optimal part routeing and machines dispatching policy. In this research, we present a methodology for generating optimal operating strategies for FMCs. The methodology is built on two techniques: stochastic timed Petri net (STPN) and Markov decision process (MDP). The operating strategy devised with the proposed methodology is deadlock-free and provides the best performance given a set of system parameters (machines, parts, machining times, etc.). Generation of programmable logic controller (PLC) codes is greatly facilitated as the generated strategy can be mapped directly to a ladder diagram representing the PLC code. The objective of real-time optimal control could then be achieved with this type of controller. An example is provided to illustrate the methodology. Flexible manufacturing cell Markov decision process Timed Petri net Wang, Michael aut Dutta, S. P. aut Enthalten in The international journal of advanced manufacturing technology Springer-Verlag, 1985 10(1995), 1 vom: Jan., Seite 59-65 (DE-627)129185299 (DE-600)52651-4 (DE-576)014456192 0268-3768 nnns volume:10 year:1995 number:1 month:01 pages:59-65 https://doi.org/10.1007/BF01184279 lizenzpflichtig Volltext GBV_USEFLAG_A SYSFLAG_A GBV_OLC SSG-OLC-TEC GBV_ILN_20 GBV_ILN_21 GBV_ILN_23 GBV_ILN_32 GBV_ILN_70 GBV_ILN_132 GBV_ILN_136 GBV_ILN_150 GBV_ILN_161 GBV_ILN_2006 GBV_ILN_2009 GBV_ILN_2018 GBV_ILN_2020 GBV_ILN_2048 GBV_ILN_2241 GBV_ILN_2333 GBV_ILN_4046 GBV_ILN_4277 GBV_ILN_4307 GBV_ILN_4313 GBV_ILN_4319 AR 10 1995 1 01 59-65 |
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Generation of optimal control policy for flexible manufacturing cells: A Petri net approach |
abstract |
Abstract For flexible manufacturing cells (FMCs), the major control problem is to determine the optimal part routeing and machines dispatching policy. In this research, we present a methodology for generating optimal operating strategies for FMCs. The methodology is built on two techniques: stochastic timed Petri net (STPN) and Markov decision process (MDP). The operating strategy devised with the proposed methodology is deadlock-free and provides the best performance given a set of system parameters (machines, parts, machining times, etc.). Generation of programmable logic controller (PLC) codes is greatly facilitated as the generated strategy can be mapped directly to a ladder diagram representing the PLC code. The objective of real-time optimal control could then be achieved with this type of controller. An example is provided to illustrate the methodology. © Springer-Verlag London Limited 1995 |
abstractGer |
Abstract For flexible manufacturing cells (FMCs), the major control problem is to determine the optimal part routeing and machines dispatching policy. In this research, we present a methodology for generating optimal operating strategies for FMCs. The methodology is built on two techniques: stochastic timed Petri net (STPN) and Markov decision process (MDP). The operating strategy devised with the proposed methodology is deadlock-free and provides the best performance given a set of system parameters (machines, parts, machining times, etc.). Generation of programmable logic controller (PLC) codes is greatly facilitated as the generated strategy can be mapped directly to a ladder diagram representing the PLC code. The objective of real-time optimal control could then be achieved with this type of controller. An example is provided to illustrate the methodology. © Springer-Verlag London Limited 1995 |
abstract_unstemmed |
Abstract For flexible manufacturing cells (FMCs), the major control problem is to determine the optimal part routeing and machines dispatching policy. In this research, we present a methodology for generating optimal operating strategies for FMCs. The methodology is built on two techniques: stochastic timed Petri net (STPN) and Markov decision process (MDP). The operating strategy devised with the proposed methodology is deadlock-free and provides the best performance given a set of system parameters (machines, parts, machining times, etc.). Generation of programmable logic controller (PLC) codes is greatly facilitated as the generated strategy can be mapped directly to a ladder diagram representing the PLC code. The objective of real-time optimal control could then be achieved with this type of controller. An example is provided to illustrate the methodology. © Springer-Verlag London Limited 1995 |
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container_issue |
1 |
title_short |
Generation of optimal control policy for flexible manufacturing cells: A Petri net approach |
url |
https://doi.org/10.1007/BF01184279 |
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author2 |
Wang, Michael Dutta, S. P. |
author2Str |
Wang, Michael Dutta, S. P. |
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doi_str |
10.1007/BF01184279 |
up_date |
2024-07-04T02:50:18.720Z |
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