Strategic life cycle decision-making for the management of complex Systems subject to uncertain environmental policy
Environmental regulations play a significant role in ship design, manufacturing, operations, and disposal. As the life cycle progresses, a ship's environmental performance can degrade if more stringent policies are implemented at a port of call or for operations on the open seas. Tightened cons...
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Published in | Ocean engineering Vol. 72; pp. 365 - 374 |
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Main Authors | , |
Format | Journal Article |
Language | English |
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Elsevier Ltd
01.11.2013
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Abstract | Environmental regulations play a significant role in ship design, manufacturing, operations, and disposal. As the life cycle progresses, a ship's environmental performance can degrade if more stringent policies are implemented at a port of call or for operations on the open seas. Tightened constraints over time may increase life cycle cost due to mandated replacement and repair costs, larger insurance premiums, or less operational flexibility. Unless design and maintenance activities account for uncertainty related to the environmental policy agenda, regulation changes can present considerable economic, operational, and mission-based risks to the life cycle of a vessel.
The optimal design and maintenance strategy for time-dependent environmental compliance can be determined via the use of a sequential decision-making framework known as a Markov decision process (MDP). The purpose of the presented research is to demonstrate the application of a non-stationary MDP to the design and maintenance decisions of a ship that must consider ballast water exchange and treatment policy changes. Research efforts outline the preliminary approach, outcomes, and conclusions resulting from the use of a MDP to model life cycle decisions.
•Use Markov decision process framework to coordinate design and maintenance strategy for a ship system.•Handle uncertainty related to environmental compliance in developing management strategy.•Introduce methods for handling issues of state reachability and path dependence.•Discusses sensitivity of results in relation to policy strength and policy timing. |
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AbstractList | Environmental regulations play a significant role in ship design, manufacturing, operations, and disposal. As the life cycle progresses, a ship's environmental performance can degrade if more stringent policies are implemented at a port of call or for operations on the open seas. Tightened constraints over time may increase life cycle cost due to mandated replacement and repair costs, larger insurance premiums, or less operational flexibility. Unless design and maintenance activities account for uncertainty related to the environmental policy agenda, regulation changes can present considerable economic, operational, and mission-based risks to the life cycle of a vessel.
The optimal design and maintenance strategy for time-dependent environmental compliance can be determined via the use of a sequential decision-making framework known as a Markov decision process (MDP). The purpose of the presented research is to demonstrate the application of a non-stationary MDP to the design and maintenance decisions of a ship that must consider ballast water exchange and treatment policy changes. Research efforts outline the preliminary approach, outcomes, and conclusions resulting from the use of a MDP to model life cycle decisions.
•Use Markov decision process framework to coordinate design and maintenance strategy for a ship system.•Handle uncertainty related to environmental compliance in developing management strategy.•Introduce methods for handling issues of state reachability and path dependence.•Discusses sensitivity of results in relation to policy strength and policy timing. Environmental regulations play a significant role in ship design, manufacturing, operations, and disposal. As the life cycle progresses, a ship's environmental performance can degrade if more stringent policies are implemented at a port of call or for operations on the open seas. Tightened constraints over time may increase life cycle cost due to mandated replacement and repair costs, larger insurance premiums, or less operational flexibility. Unless design and maintenance activities account for uncertainty related to the environmental policy agenda, regulation changes can present considerable economic, operational, and mission-based risks to the life cycle of a vessel. The optimal design and maintenance strategy for time-dependent environmental compliance can be determined via the use of a sequential decision-making framework known as a Markov decision process (MDP). The purpose of the presented research is to demonstrate the application of a non-stationary MDP to the design and maintenance decisions of a ship that must consider ballast water exchange and treatment policy changes. Research efforts outline the preliminary approach, outcomes, and conclusions resulting from the use of a MDP to model life cycle decisions. |
Author | Niese, Nathan D. Singer, David J. |
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Cites_doi | 10.1002/sys.20039 10.1287/mnsc.17.9.587 10.3940/rina.iccas.2011.72 10.1002/sys.20061 10.1016/j.ejor.2008.12.018 10.1080/10473289.2005.10464642 10.1016/j.enpol.2005.04.004 10.1016/S0951-8320(99)00046-0 10.1002/1520-6858(2000)3:4<169::AID-SYS1>3.0.CO;2-W 10.1016/0026-2714(91)90360-J 10.1287/opre.24.1.141 10.1002/pse.180 10.1081/QEN-100106893 10.1002/qre.783 10.1080/03088839.2012.690081 10.1016/j.ress.2007.03.019 10.1002/sys.20069 10.1287/opre.21.5.1071 10.2307/2234988 10.1016/j.trd.2004.12.003 10.1016/j.jclepro.2010.08.017 10.1007/s00773-013-0212-7 10.1080/03088830903057031 10.1029/2004JD005620 |
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Keywords | Markov decision Shipping and the environment Environmental policy Life cycle cost Decision making Shipbuilding Performance |
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SubjectTerms | Applied sciences Ballast Decision making Design engineering Economics Environmental policy Exact sciences and technology Ground, air and sea transportation, marine construction Life cycle cost Life cycle engineering Maintenance Marine construction Markov decision Policies Regulations Shipping and the environment Ships |
Title | Strategic life cycle decision-making for the management of complex Systems subject to uncertain environmental policy |
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