A Markovian approach for optimizing highway life-cycle with genetic algorithms by considering maintenance of roadside appurtenances

被引:0
|
作者
Jha, Manoj K. [1 ]
Abdullah, Jawad [1 ]
机构
[1] Department of Civil Engineering, Morgan State University, Baltimore, MD 21251, United States
关键词
Computational complexity - Dynamic programming - Genetic algorithms - Guard rails - Lighting fixtures - Markov processes - Optimal systems - Roadsides;
D O I
暂无
中图分类号
学科分类号
摘要
Roadside appurtenances, such as guardrails, signs, and luminaries form a major portion of highway features whose upkeep and timely maintenance is very critical to maximize highway life-cycle. Their life-expectancy is largely reduced by poor maintenance. While significant work has been done in pavement and bridge maintenance roadside appurtenances have received limited attention. In this paper we develop a Markovian model for maximizing highway life-cycle by considering optimal maintenance strategies for roadside appurtenances over a given planning horizon. A genetic algorithm is developed to solve the developed optimization model since the resulting Markov tree tends to be clustered and relatively complex. Due to this complexity traditional approaches, such as dynamic programming seem to be computationally inefficient. Separate formulations under deterministic and probabilistic approaches to be undertaken for different maintenance conditions are developed. A probabilistic deterioration function for roadside appurtenances is also developed. An illustrative example to investigate the effectiveness of the deterministic approach is presented. The paper concludes with directions for future research. © 2006 The Franklin Institute.
引用
收藏
页码:404 / 419
相关论文
共 50 条
  • [41] Risk-Based Optimal Life-Cycle Maintenance Strategy for Bridge Networks Considering Stochastic User Equilibrium
    Han, Xu
    Frangopol, Dan M.
    ASCE-ASME JOURNAL OF RISK AND UNCERTAINTY IN ENGINEERING SYSTEMS PART A-CIVIL ENGINEERING, 2022, 8 (02)
  • [42] An aero-engine life-cycle maintenance policy optimization algorithm: Reinforcement learning approach
    Zhen LI
    Shisheng ZHONG
    Lin LIN
    Chinese Journal of Aeronautics, 2019, (09) : 2133 - 2150
  • [43] Optimum life-cycle maintenance strategies of deteriorating highway bridges subject to seismic hazard by a hybrid Markov decision process model
    Tao, Weifeng
    Lin, Peihui
    Wang, Naiyu
    STRUCTURAL SAFETY, 2021, 89
  • [44] Life-cycle connectivity-based maintenance strategy for bridge networks subjected to corrosion considering correlation of bridge resistances
    Han, Xu
    Frangopol, Dan M.
    STRUCTURE AND INFRASTRUCTURE ENGINEERING, 2022, 18 (12) : 1614 - 1637
  • [45] Life-cycle maintenance cost analysis framework considering time-dependent false and missed alarms for fault diagnosis
    Yoon, Joung Taek
    Youn, Byeng D.
    Yoo, Minji
    Kim, Yunhan
    Kim, Sooho
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2019, 184 : 181 - 192
  • [46] Maintenance supplier selection considering life cycle costs and risks: a fuzzy goal programming approach
    Sheikhalishahi, M.
    Torabi, S. A.
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2014, 52 (23) : 7084 - 7099
  • [47] Parameterized deep reinforcement learning-enabled maintenance decision-support and life-cycle risk assessment for highway bridge portfolios
    Du, Ao
    Ghavidel, Alireza
    STRUCTURAL SAFETY, 2022, 97
  • [48] Reliability-based life-cycle maintenance analysis of RC pile caps considering multiple deterioration modes and social cost
    Wu, Kexian
    Jin, Weiliang
    Wang, Zhujun
    Yang, David Y.
    Frangopol, Dan M.
    BRIDGE MAINTENANCE, SAFETY, MANAGEMENT, LIFE-CYCLE SUSTAINABILITY AND INNOVATIONS, 2021, : 4164 - 4172
  • [49] Dynamic Programming Approach to Optimal Maintenance Scheduling of Substation Equipment Considering Life Cycle Cost and Reliability
    Laohanan, Surawit
    Banjerdpongchai, David
    2018 15TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2018, : 388 - 391
  • [50] Project-Level Life-Cycle Benefit-Cost Analysis Approach for Evaluating Highway Segment Safety Hardware Improvements
    Li, Zongzhi
    Labi, Samuel
    Karlaftis, Matthew
    Kepaptsoglou, Konstantinos
    Abbas, Montasir
    Zhou, Bei
    Madanu, Sunil
    TRANSPORTATION RESEARCH RECORD, 2010, (2160) : 1 - 11