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Article

The Role of Misclassification and Carbon Tax Policies in Determining Payment Time and Replenishment Strategies for Imperfect Product Shipments

Department of Statistics, Tamkang University, New Taipei City 251301, Taiwan
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Author to whom correspondence should be addressed.
Mathematics 2025, 13(11), 1820; https://doi.org/10.3390/math13111820
Submission received: 15 April 2025 / Revised: 16 May 2025 / Accepted: 27 May 2025 / Published: 29 May 2025
(This article belongs to the Special Issue Mathematical Programming, Optimization and Operations Research)

Abstract

The study constructed a supply chain inventory model for sellers and buyers that integrates payment-time-dependent demand, product defects, misclassification risks, and carbon emission tax considerations. The model was designed to optimize payment time, replenishment time, and order quantities to maximize the seller’s profit per unit time. Theoretical analysis showed that profit exhibited joint concavity with respect to both payment time and replenishment time. An algorithm was also formulated to derive optimal solutions. Finally, numerical experiments and sensitivity analyses validated the model and offered practical insights for managing inventories involving imperfect products. Results indicated that higher responsiveness of demand to payment timing, greater demand coefficients, better product prices, and higher scrap values led to increased seller profits, while greater misclassification, credit default risks, and carbon tax rate reduced it. These insights help decision-makers select suitable parameter values for efficient operations.
Keywords: inventory; payment time; carbon emissions; inspection error; carbon tax inventory; payment time; carbon emissions; inspection error; carbon tax

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MDPI and ACS Style

Chang, C.-T.; Tseng, Y.-T. The Role of Misclassification and Carbon Tax Policies in Determining Payment Time and Replenishment Strategies for Imperfect Product Shipments. Mathematics 2025, 13, 1820. https://doi.org/10.3390/math13111820

AMA Style

Chang C-T, Tseng Y-T. The Role of Misclassification and Carbon Tax Policies in Determining Payment Time and Replenishment Strategies for Imperfect Product Shipments. Mathematics. 2025; 13(11):1820. https://doi.org/10.3390/math13111820

Chicago/Turabian Style

Chang, Chun-Tao, and Yao-Ting Tseng. 2025. "The Role of Misclassification and Carbon Tax Policies in Determining Payment Time and Replenishment Strategies for Imperfect Product Shipments" Mathematics 13, no. 11: 1820. https://doi.org/10.3390/math13111820

APA Style

Chang, C.-T., & Tseng, Y.-T. (2025). The Role of Misclassification and Carbon Tax Policies in Determining Payment Time and Replenishment Strategies for Imperfect Product Shipments. Mathematics, 13(11), 1820. https://doi.org/10.3390/math13111820

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