TY - JOUR
T1 - Maintenance scheduling for modular systems
T2 - Modeling and algorithms
AU - Levi, Retsef
AU - Magnanti, Thomas
AU - Muckstadt, Jack
AU - Segev, Danny
AU - Zarybnisky, Eric
PY - 2014/9
Y1 - 2014/9
N2 - We study new models of scheduled maintenance management for modular systems, consisting of multiple components with respective cycle limits. The cycle limit of each component specifies the time interval in which this component must be repaired or replaced. The goal is to compute a feasible maintenance schedule that minimizes the cost associated with component maintenance. Applications of these models arise in Air Force aircraft maintenance as well as in other arenas with required preventive maintenance. The typical cost structures that arise in practical settings are submodular, which make the resulting models computationally challenging. We develop two efficient and operationally tenable approximation algorithms. We prove constant factor worst-case guarantees for both algorithms, and present computational experiments showing that these algorithms perform within a few percent of optimality on operationally relevant instances.
AB - We study new models of scheduled maintenance management for modular systems, consisting of multiple components with respective cycle limits. The cycle limit of each component specifies the time interval in which this component must be repaired or replaced. The goal is to compute a feasible maintenance schedule that minimizes the cost associated with component maintenance. Applications of these models arise in Air Force aircraft maintenance as well as in other arenas with required preventive maintenance. The typical cost structures that arise in practical settings are submodular, which make the resulting models computationally challenging. We develop two efficient and operationally tenable approximation algorithms. We prove constant factor worst-case guarantees for both algorithms, and present computational experiments showing that these algorithms perform within a few percent of optimality on operationally relevant instances.
KW - approximation algorithms
KW - cycle-limited components
KW - maintenance scheduling
KW - submodular costs
UR - http://www.scopus.com/inward/record.url?scp=84905974342&partnerID=8YFLogxK
U2 - 10.1002/nav.21597
DO - 10.1002/nav.21597
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AN - SCOPUS:84905974342
SN - 0894-069X
VL - 61
SP - 472
EP - 488
JO - Naval Research Logistics
JF - Naval Research Logistics
IS - 6
ER -