Condition-based maintenance optimization for batch production system based on demand fluctuations

Currently, independently considering maintenance in production cannot effectively resolve practical production issues and enhance reliability. Addressing equipment maintenance issues under the characteristics of fluctuations in market-oriented batch production order quantities, system operational continuity, and product quality stability, this paper proposes a condition-based maintenance for batch production system under demand fluctuation. First, the Gamma process is used to describe the aging levels of each device, and accelerated decay factors and improvement factors are introduced to reflect the characteristics of performance degradation and imperfect maintenance. Then, the production plan is updated on a rolling basis, per batch production cycle. To minimize expected maintenance costs, the timing of initial preventive maintenance for each device is determined, and maintenance strategies are dynamically adjusted based on cost changes caused by early or delayed maintenance. Finally, a case study validates the effectiveness of the proposed condition-based maintenance model for bath production systems under demand fluctuations. Sensitivity analysis demonstrates the impact of parameter changes on maintenance cycle, maintenance frequency and costs.

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Publication Details

Journal
Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture
Published
2025-04-29
DOI
https://doi.org/10.1177/09544054251333648
Primary Topic
Reliability and Maintenance Optimization
Type
article
Field-Weighted Citation Impact
0.00

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article

Condition-based maintenance optimization for batch production system based on demand fluctuations

Qinming Liu, Dong Ming, Yuliang Shen, Yudong Sun et al.
Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture
Reliability and Maintenance Optimization
article

Condition-based maintenance optimization for batch production system based on demand fluctuations

Qinming Liu, Dong Ming, Yuliang Shen, Yudong Sun, Yujie Wang
article en

Abstract

Currently, independently considering maintenance in production cannot effectively resolve practical production issues and enhance reliability. Addressing equipment maintenance issues under the characteristics of fluctuations in market-oriented batch production order quantities, system operational continuity, and product quality stability, this paper proposes a condition-based maintenance for batch production system under demand fluctuation. First, the Gamma process is used to describe the aging levels of each device, and accelerated decay factors and improvement factors are introduced to reflect the characteristics of performance degradation and imperfect maintenance. Then, the production plan is updated on a rolling basis, per batch production cycle. To minimize expected maintenance costs, the timing of initial preventive maintenance for each device is determined, and maintenance strategies are dynamically adjusted based on cost changes caused by early or delayed maintenance. Finally, a case study validates the effectiveness of the proposed condition-based maintenance model for bath production systems under demand fluctuations. Sensitivity analysis demonstrates the impact of parameter changes on maintenance cycle, maintenance frequency and costs.

Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture
University of Shanghai for Science and Technology (CN), Shanghai Jiao Tong University (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 90%
Reliability and Maintenance Optimization
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Condition-based maintenance optimization for batch production system based on demand fluctuations — Qinming Liu, Dong Ming, et al. · Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture (2025) | TGRS Research Map | TGRS