A general iterative approach for the system-level joint optimization of pavement maintenance, rehabilitation, and reconstruction planning

Le Zhang, Liangliang Fu, Weihua Gu, Yanfeng Ouyang, Yaohua Hu

Research output: Journal article publicationJournal articleAcademic researchpeer-review

14 Citations (Scopus)

Abstract

The objective is to minimize the total costs incurred to both the highway users and the pavement management agency. We propose a Lagrange multiplier approach together with derivative-free quasi-Newton algorithms to solve the problem for two scenarios: i) with a combined budget constraint for all the treatments; and ii) with one budget constraint for each treatment. The system-level solution approach has the following merits: i) it can be applied to problems with any forms of segment-level models for user and agency costs, deterioration process, and treatment effectiveness, given that the solution to the segment-level problem is available; ii) under the combined budget constraint, it ensures that the optimality gap of the system-level solution is bounded by a term that depends upon the optimality gap of the segment-level solutions; and iii) it exhibits linear complexity with the number of segments. At the segment level, a new maintenance effectiveness model fitted on empirical data is proposed and incorporated into the MR&R optimization program. A greedy heuristic algorithm is developed, which greatly reduces the computation time without compromising the solution quality. Combining the system- and segment-level models and solution algorithms, we examine a batch of numerical cases. The results show considerable cost savings from the incorporation of maintenance, and from jointly optimizing the use of a combined agency budget. A number of managerial insights stemmed from the numerical case studies are discussed, which can help highway agencies formulate more cost-efficient MR&R plans and budget allocation.
Original languageEnglish
Pages (from-to)378-400
Number of pages23
JournalTransportation Research Part B: Methodological
Volume105
DOIs
Publication statusPublished - 1 Nov 2017

Keywords

  • Budget constraints
  • Lagrange multiplier
  • Preventive maintenance model
  • Quasi-Newton methods
  • System-level MR&R planning

ASJC Scopus subject areas

  • Civil and Structural Engineering
  • Transportation

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