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A novel locust swarm algorithm for the joint replenishment problem considering multiple discounts simultaneously

机译:同时考虑多重折扣的联合补给问题的蝗虫群算法

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摘要

In B2C E-Commerce operations, multiple quantity discount offers are commonly practiced in the multi item replenishment environment. In this paper, a novel joint replenishment model (JRP) is presented considering two quantity discounts, all-unit quantity discount, incremental quantity discount, simultaneously. A novel swarms search technique, locust swarms algorithm (IS) is introduced and redesigned to solve the novel formulated JRP model. Numerical experiments and parameter sensitivity analyses reveal that IS is an effective and efficient algorithm for solving the proposed model in terms of solution quality and searching stableness comparing to some other meta-heuristic algorithms, such as GA, DE and PSO. Moreover, management insights such as the mutual effects of multiple quantity discounts to the total cost, and the role of multiple quantity discounts to different stakeholders in replenishment are outlined. (C) 2016 Elsevier B.V. All rights reserved.
机译:在B2C电子商务操作中,通常在多项目补货环境中实行多数量折扣优惠。本文提出了一种新颖的联合补货模型(JRP),该模型同时考虑了两个数量折扣,即全单位数量折扣,增量数量折扣。引入并重新设计了一种新颖的群搜索技术,蝗虫群算法(IS),以解决新颖的公式化JRP模型。数值实验和参数敏感性分析表明,与GA,DE和PSO等其他元启发式算法相比,IS在求解质量和搜索稳定性方面都是解决该模型的有效方法。此外,还概述了管理方面的见解,例如多个数量折扣对总成本的相互影响,以及多个数量折扣对不同利益相关者在补货中的作用。 (C)2016 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Knowledge-Based Systems》 |2016年第1期|51-62|共12页
  • 作者单位

    Chongqing Jiaotong Univ, Sch Econ & Management, 66 Xuefu Ave, Chongqing 400074, Peoples R China;

    Chongqing Univ Technol, Intellectual Property Inst Chongqing, 69 Hongguang Ave,7F Room 15, Chongqing 400054, Peoples R China;

    Huazhong Univ Sci & Technol, Sch Management, 1037 Luoyu Rd, Wuhan 430074, Peoples R China;

    Chongqing Jiaotong Univ, Sch Econ & Management, 66 Xuefu Ave, Chongqing 400074, Peoples R China;

    Huazhong Univ Sci & Technol, Sch Management, 1037 Luoyu Rd, Wuhan 430074, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    joint replenishment; quantity discount; PSO; locust swarms;

    机译:联合补给;数量折扣;PSO;蝗虫群;

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