Robust maintenance policies for Markovian systems under model uncertainty

被引:16
|
作者
Kuhn, KD [1 ]
Madanat, SM [1 ]
机构
[1] Univ Calif Berkeley, Dept Civil & Environm Engn, Berkeley, CA 94720 USA
关键词
D O I
10.1111/j.1467-8667.2006.00425.x
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Asset management systems help public works agencies decide when and how to maintain and rehabilitate infrastructure facilities in a cost-effective manner. Many sources of error, some difficult to quantify, can limit the ability of asset management systems to accurately predict how built systems will deteriorate. This article introduces the use of robust optimization to deal with epistemic uncertainty. The Hurwicz criterion is employed to ensure management policies are never "too conservative." An efficient solution algorithm is developed to solve robust counterparts of the asset management problem. A case study demonstrates how the consideration of uncertainty alters optimal management policies and shows how the proposed approach may reduce maintenance and rehabilitation (M&R) expenditures.
引用
收藏
页码:171 / 178
页数:8
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