Pavement Maintenance Optimization Model using Markov Decision Processes
This paper presents an optimization model for selection of pavement maintenanceintervention using a theory of Markov Decision Processes (MDP). There are some particular characteristics of the MDP developed in this paper which distinguish it from other similar studies or optimization models intended...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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IOP Publishing
2017
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/18631/2/Mandiartha_2017_J._Phys.__Conf._Ser._890_012104.pdf |
| _version_ | 1796992302185447424 |
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| author | Mandiartha, Putu Duffield, C. F. Intan Suhana, Mohd Razelan Azlina, Ismail |
| author_facet | Mandiartha, Putu Duffield, C. F. Intan Suhana, Mohd Razelan Azlina, Ismail |
| author_sort | Mandiartha, Putu |
| collection | UMP |
| description | This paper presents an optimization model for selection of pavement maintenanceintervention using a theory of Markov Decision Processes (MDP). There are some particular characteristics of the MDP developed in this paper which distinguish it from other similar studies or optimization models intended for pavement maintenance policy development. These unique characteristics include a direct inclusion of constraints into the formulation of MDP, the use of an average cost method of MDP, and the policy development process based on the dual linear programming solution. The limited information or discussions that are available on these matters in terms of stochastic based optimization model in road network management motivates this study. This paper uses a data set acquired from road authorities of state of Victoria, Australia, to test the model and recommends steps in the computation of MDP based stochastic optimization model, leading to the development of optimum pavement maintenance policy. |
| first_indexed | 2024-03-06T12:18:03Z |
| format | Article |
| id | UMPir18631 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:18:03Z |
| publishDate | 2017 |
| publisher | IOP Publishing |
| record_format | dspace |
| spelling | UMPir186312017-12-11T04:35:54Z http://umpir.ump.edu.my/id/eprint/18631/ Pavement Maintenance Optimization Model using Markov Decision Processes Mandiartha, Putu Duffield, C. F. Intan Suhana, Mohd Razelan Azlina, Ismail TA Engineering (General). Civil engineering (General) TE Highway engineering. Roads and pavements This paper presents an optimization model for selection of pavement maintenanceintervention using a theory of Markov Decision Processes (MDP). There are some particular characteristics of the MDP developed in this paper which distinguish it from other similar studies or optimization models intended for pavement maintenance policy development. These unique characteristics include a direct inclusion of constraints into the formulation of MDP, the use of an average cost method of MDP, and the policy development process based on the dual linear programming solution. The limited information or discussions that are available on these matters in terms of stochastic based optimization model in road network management motivates this study. This paper uses a data set acquired from road authorities of state of Victoria, Australia, to test the model and recommends steps in the computation of MDP based stochastic optimization model, leading to the development of optimum pavement maintenance policy. IOP Publishing 2017-09 Article PeerReviewed application/pdf en cc_by http://umpir.ump.edu.my/id/eprint/18631/2/Mandiartha_2017_J._Phys.__Conf._Ser._890_012104.pdf Mandiartha, Putu and Duffield, C. F. and Intan Suhana, Mohd Razelan and Azlina, Ismail (2017) Pavement Maintenance Optimization Model using Markov Decision Processes. Journal of Physics: Conference series, 890 (012104). pp. 1-6. ISSN 1742-6588 (print); 1742-6596 (online). (Published) https://doi.org/10.1088/1742-6596/890/1/012104 doi :10.1088/1742-6596/890/1/012104 |
| spellingShingle | TA Engineering (General). Civil engineering (General) TE Highway engineering. Roads and pavements Mandiartha, Putu Duffield, C. F. Intan Suhana, Mohd Razelan Azlina, Ismail Pavement Maintenance Optimization Model using Markov Decision Processes |
| title | Pavement Maintenance Optimization Model using Markov
Decision Processes |
| title_full | Pavement Maintenance Optimization Model using Markov
Decision Processes |
| title_fullStr | Pavement Maintenance Optimization Model using Markov
Decision Processes |
| title_full_unstemmed | Pavement Maintenance Optimization Model using Markov
Decision Processes |
| title_short | Pavement Maintenance Optimization Model using Markov
Decision Processes |
| title_sort | pavement maintenance optimization model using markov decision processes |
| topic | TA Engineering (General). Civil engineering (General) TE Highway engineering. Roads and pavements |
| url | http://umpir.ump.edu.my/id/eprint/18631/2/Mandiartha_2017_J._Phys.__Conf._Ser._890_012104.pdf |
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