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Genetic Algorithms Application for Pricing Optimization in Commodity Markets

Author

Listed:
  • Yiyu Li

    (School of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China)

  • Qingjie Xu

    (School of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China)

  • Ying Wang

    (School of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China)

  • Bin Liu

    (School of Physics and Optoelectronics, Xiangtan University, Xiangtan 411105, China)

Abstract

The perishable nature of vegetable commodities poses challenges for superstores, as reselling them is often unfeasible due to their short freshness period. Reliable market demand analysis is crucial for boosting revenue. This study simplifies the pricing and replenishment decision-making process by making reasonable assumptions about the selling time, wastage rate, and replenishment time for vegetable commodities. A single-objective planning model with the objective of profit maximization was constructed by fitting historical data using the nonparametric method of support vector regression (SVR). The study reveals a specific relationship between sales volume and cost-plus pricing for each category and predicts future cost changes using an LSTM model. Combining these findings, we substitute the relationship between sales volume and pricing as well as the LSTM prediction data into the model, and solve it using genetic algorithms in machine learning to derive the optimal replenishment volume and pricing strategy. Practical results show that the method can provide reasonable pricing and replenishment strategies for vegetable superstores, and after careful accounting, we arrive at an expected profit of RMB 22,703.14. The actual profit of the supermarket was RMB 19,732.89. The method, therefore, increases the profit of the vegetable superstore by 13.08%. By optimizing inventory management and pricing decisions, the superstore can better meet the challenges of vegetable commodities and achieve sustainable development.

Suggested Citation

  • Yiyu Li & Qingjie Xu & Ying Wang & Bin Liu, 2024. "Genetic Algorithms Application for Pricing Optimization in Commodity Markets," Mathematics, MDPI, vol. 12(9), pages 1-16, April.
  • Handle: RePEc:gam:jmathe:v:12:y:2024:i:9:p:1289-:d:1382028
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    References listed on IDEAS

    as
    1. Ronald W. Ward, 1982. "Asymmetry in Retail, Wholesale, and Shipping Point Pricing for Fresh Vegetables," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 64(2), pages 205-212.
    2. Amirmohsen Golmohammadi & Elkafi Hassini, 2020. "Review of supplier diversification and pricing strategies under random supply and demand," International Journal of Production Research, Taylor & Francis Journals, vol. 58(11), pages 3455-3487, June.
    3. OSITADE, Oriyomi & ADEOSUN, Kehinde Paul & OMONONA, Bolarin Titus, 2021. "Determinants Of Customers Choice Of Retail Outlet For The Purchase Of Fruits And Vegetables," Review of Agricultural and Applied Economics (RAAE), Faculty of Economics and Management, Slovak Agricultural University in Nitra, vol. 24(2), October.
    4. Lita Alita & Liesbeth Dries & Peter Oosterveer, 2021. "Improving Vegetable Safety in China: Does Co-Regulation Work?," IJERPH, MDPI, vol. 18(6), pages 1-16, March.
    5. Fang Qiu & Qifan Hu & Bing Xu, 2020. "Fresh Agricultural Products Supply Chain Coordination and Volume Loss Reduction Based on Strategic Consumer," IJERPH, MDPI, vol. 17(21), pages 1-25, October.
    6. Shuru Zhong & Mike Crang & Guojun Zeng, 2020. "Constructing freshness: the vitality of wet markets in urban China," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 37(1), pages 175-185, March.
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