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Title: Approximate Dynamic Programming Approach to Network-Level Budget Planning and Allocation for Pavement Infrastructure
Accession Number: 01124862
Record Type: Component
Availability: Transportation Research Board Business Office 500 Fifth Street, NW Abstract: This paper focuses on the optimal maintenance and rehabilitation policies of network-level pavement management problem associated with uncertainty in the deterioration process. Previous researchers have developed various optimization techniques for programming pavement maintenance and rehabilitation policies. However, pavement agencies usually deal with large and diverse networks consisting of thousands of pavement sections. As a result, the complexity of the pavement management problem increases exponentially as the size of the network increases. Optimization methods designed for small-sized problems thus suffer from the curse of dimensionality, significantly compromising the ability to solve problems in a reasonable time period. As a result, such problems should be approached from a different angle. For this reason, this paper proposes the Approximate Dynamic Programming method,which offers a practical solution to such pavement management problems that are difficult because of their size. The proposed method is a simulation-based forward recursion approach that avoids looping over every possible state of the value function. The proposed method also draws on past experience by incorporating the previous maintenance expenditures into the process of searching for future optimal policies. A case study is carried out by applying the proposed method to both the budget planning and budget allocation problems of a typical pavement network.
Monograph Title: Monograph Accession #: 01120148
Report/Paper Numbers: 09-2344
Language: English
Corporate Authors: Transportation Research Board 500 Fifth Street, NW Authors: Gao, LuZhang, ZhanminPagination: 15p
Publication Date: 2009
Conference:
Transportation Research Board 88th Annual Meeting
Location:
Washington DC, United States Media Type: DVD
Features: Figures
(4)
; References
(18)
; Tables
(2)
TRT Terms: Subject Areas: Highways; Maintenance and Preservation; Pavements; I60: Maintenance
Source Data: Transportation Research Board Annual Meeting 2009 Paper #09-2344
Files: TRIS, TRB
Created Date: Jan 30 2009 6:42PM
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