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具有不确定需求类型的鲁棒竞争设施选址模型。

Robust competitive facility location model with uncertain demand types.

机构信息

School of Management, Hangzhou Dianzi University, Hangzhou, Zhejiang Province, China.

出版信息

PLoS One. 2022 Aug 17;17(8):e0273123. doi: 10.1371/journal.pone.0273123. eCollection 2022.

Abstract

In competitive settings, firms locate their facilities according to customers' behavior to maximize their market share. A common behavior is consuming from different motivations: one is for convenient demand, and the other is for quality demand. In this behavioral pattern, consumers patronize facilities within convenience for some demands, and patronize high quality facilities beyond convenience range for other demands. This behavior has never been included in competitive facility location problems. Given several other companies' facilities in the market offering similar products or services, we study how a new entrant company can locate facilities based on this customer behavior to maximize its market share. A two-level robust model for the new entrant company is proposed to locate its facilities by taking into account the uncertainty of the types of customers' demands. For medium size problems, we propose an equivalent mixed binary linear programming to obtain exact solutions. For large size problems, an exact algorithm (GCKP-A) for solving the inner-level model is given first by exploring the optimal solution. Then a heuristic algorithm is proposed by imbedding (GCKP-A) and 2-opt strategy into the framework of the improved ranking-based algorithm. The performance of the proposed heuristic algorithm is checked for different size problems. The sensitivity analysis of a quasi-real example shows that: (1) in most cases, the uncertainty between two types of demands does not affect the location scheme; (2) the convenience range, the quality range and the quality threshold play an important role in the market share of the new entrant company.

摘要

在竞争环境中,企业根据客户的行为来定位设施,以最大化其市场份额。一种常见的行为是出于不同的动机消费:一种是出于便利需求,另一种是出于质量需求。在这种行为模式下,消费者出于某些需求的便利性光顾设施,而出于其他需求的便利性范围之外光顾高质量的设施。这种行为从未被纳入竞争设施选址问题中。在市场上有几家其他公司的设施提供类似的产品或服务的情况下,我们研究新进入者公司如何根据这种客户行为定位设施,以最大化其市场份额。提出了一个两级鲁棒模型,供新进入者公司考虑客户需求类型的不确定性来定位设施。对于中等规模的问题,我们提出了一个等效的混合二进制线性规划来获得精确解。对于大规模问题,首先通过探索最优解来给出解决内部模型的精确算法 (GCKP-A)。然后通过将 (GCKP-A) 和 2-opt 策略嵌入到改进的基于排名的算法框架中,提出了一种启发式算法。针对不同规模的问题,对所提出的启发式算法的性能进行了检查。一个准真实示例的敏感性分析表明:(1) 在大多数情况下,两种需求之间的不确定性不会影响位置方案;(2) 便利性范围、质量范围和质量阈值在新进入者公司的市场份额中起着重要作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e181/9385054/9db23720171e/pone.0273123.g001.jpg

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