A Multi-Criteria Decision-Making Approach for Ideal Business Location Identification

被引:12
|
作者
Shaikh, Salman Ahmed [1 ]
Memon, Mohsin [2 ]
Kim, Kyoung-Sook [1 ]
机构
[1] Natl Inst Adv Ind Sci & Technol, Artificial Intelligence Res Ctr AIRC, Tokyo 1350064, Japan
[2] Mehran Univ Engn & Technol, Dept Software Engn, Jamshoro 76020, Pakistan
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 11期
关键词
multi-criteria decision-making; AHP; TOPSIS hybrid approach; optimal site selection; GeoSpatial data; smart cities; MCDM APPROACH; TOPSIS METHOD; FUZZY AHP; SELECTION; SITE; CRITERIA;
D O I
10.3390/app11114983
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Location has always been a primary concern for business startups to be successful. Therefore, much research has focused on the problem of identification of an ideal business site for a new business. The process of ideal business site selection is complex and depends on a number of criteria or factors. Since the ultimate goal of all businesses is to increase customer footprints and to thus increase sales, criteria including traffic accessibility, visibility, ease of access, vehicle parking, customers availability, etc. play important roles. In other words, we can say that optimal business site selection is a multi-criteria decision-making (MCDM) problem. MCDM is used to identify an optimal solution or decision out of many alternatives by utilizing a number of criteria. In mathematics, there exist a number of structured techniques for organizing and analyzing complex decisions, for instance, AHP, ANP, TOPSIS, etc. In this work, we present a hybrid of two such techniques to solve the MCDM problem for an optimal business site selection given a set of candidate sites. The proposed approach is based on the AHP (Analytic Hierarchy Process) and TOPSIS (The Technique for Order of Preference by Similarity to Ideal Solution) approaches. The reason for using the proposed hybrid approach is multi-fold. The hybrid approach reduces the computational complexity and require less manual effort, thus improving the efficiency and accuracy of the proposed approach. Given a set of candidate locations for a new business, the proposed approach ranks the candidates. Thus, the candidate locations with higher ranks are identified as suitable or ideal. The approach comes up with the ranking of all of the candidate locations, thus giving business managers room to make calculated decisions. To show the effectiveness of the proposed approach, a detailed step-by-step case study is given to identify an ideal location in New York City for a new gas station. Furthermore, an experimental evaluation is also presented using a number of real New York City datasets.
引用
收藏
页数:23
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