IS Atlas
pom·2026년 8월 24일·주제 밖

An index policy for routing agricultural machinery repairs

Yipu Yao, Li Ding, Yanlu Zhao

Production and Operations Management

0
피인용
0.0
FWCI
0
IS/마케팅/OM 탑저널 피인용
69
IS/마케팅/OM 탑저널 참고문헌
01Abstract

We study dynamic routing in an agricultural machinery repair network where mobile repair teams travel to spatially dispersed breakdowns and both travel and on-site repair times are stochastic and comparable. We formulate a finite-horizon Markov decision process tracking each team’s job list and service path, and derive a tractable index-based policy via Whittle-style Lagrangian relaxation that decomposes the original problem into team-wise subproblems. For each team, we obtain a closed-form index, prove indexability, and show that indices preserve their cross-team ordering under finite horizons, ensuring consistent decision rules without additional computation. On the analytical side, the Lagrangian dual yields a computable lower bound against which the index policy is asymptotically optimal. A case study and extensive experiments demonstrate that the index policy achieves the lowest average cost in most tested instances, with an average optimality gap of 1.72% and up to 67% cost reduction over heuristic benchmarks. Sensitivity analysis further confirm robustness under varying system loads, service imbalance, spatial distributions, and other extensions.

02연구 흐름

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03비슷한 논문

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04이후 연구

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05선행 연구

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06서지 정보