Risk-Based Decision Making for Deterioration Processes Using POMDP

Jannie Sønderkær Nielsen; John Dalsgaard Sørensen

doi:10.14288/1.0076132

Risk-Based Decision Making for Deterioration Processes Using POMDP

Jannie Sønderkær Nielsen, John Dalsgaard Sørensen

Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review

7 Citations (Scopus)

Abstract

This paper proposes a method for risk-based decision making for maintenance of deteriorating components, based on the partially observable Markov decision process (POMDP). Unlike most methods, the decision polices do not need to be stationary and can vary according to seasons and near the end of the lifetime. The approach is demonstrated through two examples, and the total expected costs are similar to those of another efficient method.

Original language	English
Title of host publication	Proceedings of 12th International Conference on Applications of Statistics and Probability in Civil Engineering
Editors	Terje Haukaas
Number of pages	8
Publisher	Civil Engineering Risk and Reliability Association
Publication date	2015
Article number	207
DOIs	https://doi.org/10.14288/1.0076132 https://doi.org/10.14288/1.0076132
Publication status	Published - 2015
Event	ICASP12: 12th International Conference on Applications of Statistics and Probability in Civil Engineering - Vancouver, Canada Duration: 12 Jul 2015 → 15 Jul 2015 Conference number: 12

Conference

Conference	ICASP12
Number	12
Country/Territory	Canada
City	Vancouver
Period	12/07/2015 → 15/07/2015

Keywords

Risk-based Decision Making
Deteioration
POMDP

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Nielsen, J. S., & Sørensen, J. D. (2015). Risk-Based Decision Making for Deterioration Processes Using POMDP. In T. Haukaas (Ed.), Proceedings of 12th International Conference on Applications of Statistics and Probability in Civil Engineering Article 207 Civil Engineering Risk and Reliability Association. https://doi.org/10.14288/1.0076132, https://doi.org/10.14288/1.0076132

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title = "Risk-Based Decision Making for Deterioration Processes Using POMDP",

abstract = "This paper proposes a method for risk-based decision making for maintenance of deteriorating components, based on the partially observable Markov decision process (POMDP). Unlike most methods, the decision polices do not need to be stationary and can vary according to seasons and near the end of the lifetime. The approach is demonstrated through two examples, and the total expected costs are similar to those of another efficient method.",

keywords = "Deterioration, POMDP, Risk-Based Decision Making, Risk-based Decision Making , Deteioration, POMDP",

author = "Nielsen, {Jannie S{\o}nderk{\ae}r} and S{\o}rensen, {John Dalsgaard}",

year = "2015",

doi = "10.14288/1.0076132",

language = "English",

editor = "Terje Haukaas",

booktitle = "Proceedings of 12th International Conference on Applications of Statistics and Probability in Civil Engineering",

publisher = "Civil Engineering Risk and Reliability Association",

note = "ICASP12 : 12th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP12 ; Conference date: 12-07-2015 Through 15-07-2015",

}

Nielsen, JS & Sørensen, JD 2015, Risk-Based Decision Making for Deterioration Processes Using POMDP. in T Haukaas (ed.), Proceedings of 12th International Conference on Applications of Statistics and Probability in Civil Engineering., 207, Civil Engineering Risk and Reliability Association, ICASP12, Vancouver, Canada, 12/07/2015. https://doi.org/10.14288/1.0076132, https://doi.org/10.14288/1.0076132

Risk-Based Decision Making for Deterioration Processes Using POMDP. / Nielsen, Jannie Sønderkær ; Sørensen, John Dalsgaard.
Proceedings of 12th International Conference on Applications of Statistics and Probability in Civil Engineering. ed. / Terje Haukaas. Civil Engineering Risk and Reliability Association, 2015. 207.

Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review

TY - GEN

T1 - Risk-Based Decision Making for Deterioration Processes Using POMDP

AU - Nielsen, Jannie Sønderkær

AU - Sørensen, John Dalsgaard

N1 - Conference code: 12

PY - 2015

Y1 - 2015

N2 - This paper proposes a method for risk-based decision making for maintenance of deteriorating components, based on the partially observable Markov decision process (POMDP). Unlike most methods, the decision polices do not need to be stationary and can vary according to seasons and near the end of the lifetime. The approach is demonstrated through two examples, and the total expected costs are similar to those of another efficient method.

AB - This paper proposes a method for risk-based decision making for maintenance of deteriorating components, based on the partially observable Markov decision process (POMDP). Unlike most methods, the decision polices do not need to be stationary and can vary according to seasons and near the end of the lifetime. The approach is demonstrated through two examples, and the total expected costs are similar to those of another efficient method.

KW - Deterioration

KW - POMDP

KW - Risk-Based Decision Making

KW - Risk-based Decision Making

KW - Deteioration

KW - POMDP

U2 - 10.14288/1.0076132

DO - 10.14288/1.0076132

M3 - Article in proceeding

BT - Proceedings of 12th International Conference on Applications of Statistics and Probability in Civil Engineering

A2 - Haukaas, Terje

PB - Civil Engineering Risk and Reliability Association

T2 - ICASP12

Y2 - 12 July 2015 through 15 July 2015

ER -

Risk-Based Decision Making for Deterioration Processes Using POMDP

Abstract

Conference

Keywords

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