Order Batching Optimization Model Considering Batch Quantity and Product Suitability
- DOI
- 10.2991/978-94-6463-038-1_35How to use a DOI?
- Keywords
- order batching; product suitability; number of batches; multi-objective optimization; genetic algorithm
- Abstract
With respect to the order-batching problem in online supermarkets, this paper proposes a multi-objective optimization-based method. First, the basic assumptions and notations of the order batching optimization problem are described. Then, with the consideration of goods-batch, order-batch, weight limit, and volume limit, a multi-objective optimization model for order batching optimization is built with the objectives of maximizing the fitness degrees among different goods in the same batch and minimizing the number of order batches. Furthermore, based on the property of the built model, an improved genetic algorithm is designed. Finally, a numerical example in the context of “one order, multiple products” in an online supermarket is given to illustrate the feasibility of the proposed order batching optimization method. Meanwhile, to illustrate the effectiveness of the proposed order batching optimization method, the proposed order batching optimization method is compared with the existing order batching methods. The comparison results show that the proposed order batching method can significantly improve the suitability of the same batch of products with a better batch quantity.
- Copyright
- © 2023 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Qichuan Li AU - Haiming Liang PY - 2022 DA - 2022/12/15 TI - Order Batching Optimization Model Considering Batch Quantity and Product Suitability BT - Proceedings of the 2022 3rd International Conference on Management Science and Engineering Management (ICMSEM 2022) PB - Atlantis Press SP - 382 EP - 392 SN - 2589-4943 UR - https://doi.org/10.2991/978-94-6463-038-1_35 DO - 10.2991/978-94-6463-038-1_35 ID - Li2022 ER -