Joint optimization of multi-type component procurement and assignment problems with budget constraint

There are usually multiple types of products with similar functions available on the market, and the price of a product depends on its functionality and reliability. For some industrial systems whose components are functionally exchangeable, different component procurement plans and assignment plans lead to different system reliability and procurement cost. The objective of multi-type component assignment problem (MCAP) is to search the optimal assignment of multiple types of components to the positions of a system for maximizing the system reliability. However, in the existing studies on MCAPs, a particular position can be assigned at most two types of components and the budget constraint has not been taken into consideration. This work studies a new type of MCAPs in which a particular position can be assigned multiple types of components, develops the mathematical model of the MCAP with budget constraint, and proposes a Birnbaum importance (BI)-based two-stage heuristic to solve the budget-constrained MCAP. The proposed method is applied to a real-world fuel service system of marine engines to show its feasibility and practicability.

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Publication Details

Journal
Proceedings of the Institution of Mechanical Engineers Part O Journal of Risk and Reliability
Published
2025-02-27
DOI
https://doi.org/10.1177/1748006x251319070
Primary Topic
Reliability and Maintenance Optimization
Type
article
Field-Weighted Citation Impact
0.00

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article

Joint optimization of multi-type component procurement and assignment problems with budget constraint

Xinguo Ming, Siqi Qiu, Demin Tu
Proceedings of the Institution of Mechanical Engineers Part O Journal of Risk and Reliability
Reliability and Maintenance Optimization
article

Joint optimization of multi-type component procurement and assignment problems with budget constraint

Xinguo Ming, Siqi Qiu, Demin Tu
article en

Abstract

There are usually multiple types of products with similar functions available on the market, and the price of a product depends on its functionality and reliability. For some industrial systems whose components are functionally exchangeable, different component procurement plans and assignment plans lead to different system reliability and procurement cost. The objective of multi-type component assignment problem (MCAP) is to search the optimal assignment of multiple types of components to the positions of a system for maximizing the system reliability. However, in the existing studies on MCAPs, a particular position can be assigned at most two types of components and the budget constraint has not been taken into consideration. This work studies a new type of MCAPs in which a particular position can be assigned multiple types of components, develops the mathematical model of the MCAP with budget constraint, and proposes a Birnbaum importance (BI)-based two-stage heuristic to solve the budget-constrained MCAP. The proposed method is applied to a real-world fuel service system of marine engines to show its feasibility and practicability.

Proceedings of the Institution of Mechanical Engineers Part O Journal of Risk and ReliabilityVol. 239(5)
Shanghai Jiao Tong University (CN), Shanghai Shipbuilding Technology Research Institute (CN)
National Natural Science Foundation of China
Life below water
Openalex Percentile: Top 96%
Reliability and Maintenance Optimization
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