HEURISTIC APPROACHES TO SOLVE THE, CAPACITATED FACILITY LOCATION PROBLEM IN TERMS OF CLUSTERING INTERNAL EVALUATION
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作者:
Randi, Gerard S.
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Myongji Univ, Dept Ind & Management Engn, Seoul, South Korea
Univ Buddhi Dharma, Dept Ind Engn, Tangerang, IndonesiaMyongji Univ, Dept Ind & Management Engn, Seoul, South Korea
Randi, Gerard S.
[1
,2
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Kim, Sunho
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机构:
Myongji Univ, Dept Ind & Management Engn, Seoul, South KoreaMyongji Univ, Dept Ind & Management Engn, Seoul, South Korea
Kim, Sunho
[1
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Kim, Dohyun
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机构:
Myongji Univ, Dept Ind & Management Engn, Seoul, South KoreaMyongji Univ, Dept Ind & Management Engn, Seoul, South Korea
Kim, Dohyun
[1
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Sutanto, Hadi
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机构:
Atma Jaya Catholic Univ, Dept Mfg Engn, Jakarta, IndonesiaMyongji Univ, Dept Ind & Management Engn, Seoul, South Korea
Sutanto, Hadi
[3
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机构:
[1] Myongji Univ, Dept Ind & Management Engn, Seoul, South Korea
[2] Univ Buddhi Dharma, Dept Ind Engn, Tangerang, Indonesia
[3] Atma Jaya Catholic Univ, Dept Mfg Engn, Jakarta, Indonesia
The challenging problem is always happened when dealing with the capacitated facility location problem (CFLP), mostly because of the difference between the capacity of facilities and the number of customers that needs to be served. A facility with small capacity may result in uncovered customers. These customers need to he re-allocated to another facility that still has available capacity. An existing heuristic approach to solve CFLP by Liao and Guo use k-means clustering algorithm as a base idea to decide the facilities location and customers allocation. This existing approach is yet to be evaluated against connectedness, compactness and separations factors for clustering evaluation. In this research, a new approach is proposed to solve CFLP considering those three factors. This approach use k-Nearest Neighbors as a base idea. This new approach is compared to the existing approach using three clustering evaluation methods with connectedness, compactness, and separations factors.
机构:
Univ Maryland, Robert H Smith Sch Business, College Pk, MD 20742 USA
Univ Maryland, Inst Syst Res, College Pk, MD 20742 USAUniv Maryland, Robert H Smith Sch Business, College Pk, MD 20742 USA
Raghavan, S.
Sahin, Mustafa
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UBER, San Francisco, CA USAUniv Maryland, Robert H Smith Sch Business, College Pk, MD 20742 USA
Sahin, Mustafa
Salman, F. Sibel
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Koc Univ, Ind Engn Dept, Istanbul, TurkeyUniv Maryland, Robert H Smith Sch Business, College Pk, MD 20742 USA
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Sobolev Institute of Mathematics, pr. Akad. Koptyuga 4, Novosibirsk
Novosibirsk State University, ul. Pirogova 2, NovosibirskSobolev Institute of Mathematics, pr. Akad. Koptyuga 4, Novosibirsk
Beresnev V.L.
Melnikov A.A.
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Sobolev Institute of Mathematics, pr. Akad. Koptyuga 4, Novosibirsk
Novosibirsk State University, ul. Pirogova 2, NovosibirskSobolev Institute of Mathematics, pr. Akad. Koptyuga 4, Novosibirsk
机构:
Univ Nova Lisboa, Fac Ciencias & Tecnol, CMA, Dept Matemat, P-2829516 Monte De Caparica, PortugalUniv Nova Lisboa, Fac Ciencias & Tecnol, CMA, Dept Matemat, P-2829516 Monte De Caparica, Portugal
Correia, I
Captivo, ME
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机构:Univ Nova Lisboa, Fac Ciencias & Tecnol, CMA, Dept Matemat, P-2829516 Monte De Caparica, Portugal
机构:
Aarhus Univ, Sch Business & Social Sci, Dept Econ & Business Econ, Fuglesangs Alle 4, DK-8210 Aarhus V, DenmarkAarhus Univ, Sch Business & Social Sci, Dept Econ & Business Econ, Fuglesangs Alle 4, DK-8210 Aarhus V, Denmark
Gadegaard, Sune Lauth
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Klose, Andreas
Nielsen, Lars Relund
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Aarhus Univ, Sch Business & Social Sci, Dept Econ & Business Econ, Fuglesangs Alle 4, DK-8210 Aarhus V, DenmarkAarhus Univ, Sch Business & Social Sci, Dept Econ & Business Econ, Fuglesangs Alle 4, DK-8210 Aarhus V, Denmark