MAPPING OF THE BRAZILIAN SCIENTIFIC PUBLICATION ON FACILITY LOCATION

Guimarães, Vanessa de Almeida; Ribeiro, Glaydston Mattos; Azevedo-Ferreira, Maxwel de

doi:10.1590/0101-7438.2018.038.02.0307

Vanessa de Almeida Guimarães ^**Corresponding author.

Centro Federal de Educação Tecnológica Celso Suckow da Fonseca - CEFET/RJ. Rua do Areal, 522, Sala 4D, Parque Mambucaba, 23953-030 Angra dos Reis, RJ, Brazil. E-mail: vanessa.guimaraes@cefet-rj.br

Programa de Engenharia de Transportes - COPPE/UFRJ. Cidade Universitária, Centro de Tecnologia, Bloco H, sala 111, Caixa Postal 68511, 21941-972 Rio de Janeiro, RJ, Brazil. E-mail: glaydston@pet.coppe.ufrj.br

Glaydston Mattos Ribeiro

Programa de Engenharia de Transportes - COPPE/UFRJ. Cidade Universitária, Centro de Tecnologia, Bloco H, sala 111, Caixa Postal 68511, 21941-972 Rio de Janeiro, RJ, Brazil. E-mail: glaydston@pet.coppe.ufrj.br

Maxwel de Azevedo-Ferreira

IFRJ - Av. Pref. Botafogo, Comercial, 27541-030 Resende, RJ, Brazil. E-mail: maxwel ferreira@hotmail.com

*Corresponding author.

Author	Type of problem	Facility to be located
^{Abyazi-Sani & Ghanbari (2016}1 ABYAZI-SANI R & GHANBARI R. 2016. An efficient tabu search for solving the uncapacitated single allocation hub location problem. Computers and Industrial Engineering, 93: 99-109. https://doi.org/10.1016/j.cie.2015.12.028. https://doi.org/10.1016/j.cie.2015.12.02... )	Hub location problem	Hubs
^{Alizadeh et al. (2015}2 ALIZADEH M, MAHDAVI I, MAHDAVI-AMIRI N & SHIRIPOUR S. 2015. A capacitated location-allocation problem with stochastic demands using sub-sources: An empirical study. Applied Soft Computing Journal, 34: 551-571. https://doi.org/10.1016/j.asoc.2015.05.020. https://doi.org/10.1016/j.asoc.2015.05.0... )	Location-allocation problem¹	Facilities (e.g. vehicle agency)
^{Alumur, Yaman & Kara (2012}3 ALUMUR SA, YAMAN H & KARA BY. 2012. Hierarchical multimodal hub location problem with time-definite deliveries. Transportation Research Part E: Logistics and Transportation Review, 48(6): 1107-1120. https://doi.org/10.1016/j.tre.2012.04.001. https://doi.org/10.1016/j.tre.2012.04.00... )	Hub location problem²	Hubs
^{Ardjmand et al. (2016}6 ARDJMAND E, YOUNG WA, WECKMAN GR, BAJGIRAN OS, AMINIPOUR B & PARK N. 2016. Applying genetic algorithm to a new bi-objective stochastic model for transportation, location, and allocation of hazardous materials. Expert Systems with Applications, 51: 49-58. https://doi.org/10.1016/j.eswa.2015.12.036. https://doi.org/10.1016/j.eswa.2015.12.0... )	Transportation, location and allocation problem	Disposal facilities for hazardous materials
^{Correia, Nickel & Saldanha-da-Gama (2017}12 CORREIA I, NICKEL S & SALDANHA-DA-GAMA F. 2017. A stochastic multi-period capacitated multiple allocation hub location problem: Formulation and inequalities R, Omega, 1-13. https://doi.org/10.1016/j.omega.2017.01.011. https://doi.org/10.1016/j.omega.2017.01.... )	Hub location problem³	Hubs
^{Coutinho-Rodrigues, Tralhão & Alçada-Almeida (2012}13 COUTINHO-RODRIGUES J, TRALHÃO L& ALÇADA-ALMEIDA L. 2012. Solving a location-routing problem with a multiobjective approach: The design of urban evacuation plans. Journal of Transport Geography, 22: 206-218. https://doi.org/10.1016/j.jtrangeo.2012.01.006. https://doi.org/10.1016/j.jtrangeo.2012.... )	Locating/routing problem	Shelters for evacuation plans
^{Frade & Ribeiro (2015}19 FRADE I & RIBEIRO A. 2015. Bike-sharing stations: A maximal covering location approach. Transportation Research Part A: Policy and Practice, 82(December 2014): 216-227. https://doi.org/10.1016/j.tra.2015.09.014. https://doi.org/10.1016/j.tra.2015.09.01... )	Maximum coverage problem	Bike-sharing stations
^{Fredriksson (2016}20 FREDRIKSSON A. 2016. Location-allocation of public services - Citizen access, transparency and measurement. A method and evidence from Brazil and Sweden. Socio-Economic Planning Sciences, 1-12. https://doi.org/10.1016/j.seps.2016.09.008. https://doi.org/10.1016/j.seps.2016.09.0... )	p-Median problem	Citizen service centers
^{Gelareh, Monemi & Nickel (2015}21 GELAREH S, MONEMI RN & NICKEL S. 2015. Multi-period hub location problems in transportation. Transportation Research Part E: Logistics and Transportation Review , 75: 67-94. https://doi.org/10.1016/j.tre.2014.12.016. https://doi.org/10.1016/j.tre.2014.12.01... )	Hub location problem with budget constraints⁴	Hubs
^{Guimarães et al. (2017a}26 GUIMARÃES VA, RIBEIRO GM, DO FORTE VL, LUCENA A, LEITÃO JUNIOR AM, PEREIRA LCSN & FORNACIARI FA. 2017a. Localização-alocação de centros de integração logística submetidos a demandas par-a-par. Transportes, 25(1): 51. https://doi.org/10.14295/transportes.v25i1.1027. https://doi.org/10.14295/transportes.v25... )	Location-allocation problem	Integration logistic centers
^{Guimarães et al. (2017b}27 GUIMARÃES VA, RIBEIRO GM, FORTE VL & LUCENA A. 2017b. A location-allocation model for logistics integration centers. International Journal of Transport Economics, XLIV(2): 273-291.)	Location-allocation problem	Integration logistic centers
^{Hajipour et al. (2016}28 HAJIPOUR V, FATTAHI P, TAVANA M & DI CAPRIO D. 2016. Multi-objective multi-layer congested facility location-allocation problem optimization with Pareto-based meta-heuristics. Applied Mathematical Modelling , 40(7-8): 4948-4969. https://doi.org/10.1016/j.apm.2015.12.013. https://doi.org/10.1016/j.apm.2015.12.01... )	Location-allocation problem⁵	Multi-layer facilities
^{Hamadani et al. (2013}29 HAMADANI AZ, ARDAKAN MA, REZVAN T & HONARMANDIAN MM. 2013. Location-allocation problem for intra-transportation system in a big company by using meta-heuristic algorithm. Socio-Economic Planning Sciences , 47: 309-317.)	Location-allocation problem	Parkings
^{Harris, Mumford & Naim (2014}30 HARRIS I, MUMFORD CL & NAIM MM. 2014. A hybrid multi-objective approach to capacitated facility location with flexible store allocation for green logistics modeling. Transportation Research Part E: Logistics and Transportation Review , 66: 1-22. https://doi.org/10.1016/j.tre. 2014.01.010. https://doi.org/10.1016/j.tre. 2014.01.0... )	Location-allocation problem	Facilities (e.g. depots)
^{He et al. (2015}31 HE Y, WU T, ZHANG C & LIANG Z. 2015. An improved MIP heuristic for the intermodal hub location problem. Omega, 57: 203-211.)	Hub location problem	Intermodal hubs
^{Ishfaq & Sox (2011}32 ISHFAQ R & SOX CR. 2011. Hub location-allocation in intermodal logistic networks. European Journal of Operational Research , 210(2): 213-230. https://doi.org/10.1016/j.ejor. 2010.09.017. https://doi.org/10.1016/j.ejor. 2010.09.... )	Hub location-allocation problem	Intermodal hubs
^{Lin, Chiang & Lin (2014}34 LIN CC, CHIANG YI & LIN SW. 2014. Efficient model and heuristic for the intermodal terminal location problem. Computers and Operations Research, 51: 41-51. https://doi.org/10.1016/j.cor.2014.05.004. https://doi.org/10.1016/j.cor.2014.05.00... )	Location problem	Intermodal terminals (e.g. container terminals)
^{Lin & Lin (2016}35 LIN CC & LIN SW. 2016. Two-stage approach to the intermodal terminal location problem. Computers and Operations Research , 67: 113-119. https://doi.org/10.1016/j.cor.2015.09.009. https://doi.org/10.1016/j.cor.2015.09.00... )	Location problem	Intermodal terminals (e.g. container terminals)
^{Meisel, Krischtein & Bierwith (2013}40 MEISEL F, KIRSCHSTEIN T & BIERWIRTH C. 2013. Integrated production and intermodal transportation planning in large scale production-distribution-networks. Transportation Research Part E: Logistics and Transportation Review , 60: 62-78. https://doi.org/10.1016/j.tre.2013.10.003. https://doi.org/10.1016/j.tre.2013.10.00... )	Intermodal transportation planning	Intermodal netword (road and rail)
^{Menezes & Pizzolato (2014}42 MENEZES RC & PIZZOLATO ND. 2014. Locating public schools in fast expanding areas: application of the capacitated p-median and maximal covering location models. Pesquisa Operacional, 34(2): 301-317. https://dx.doi.org/10.1590/0101-7438.2014.034.02.0301. https://dx.doi.org/10.1590/0101-7438.201... )	p-median and maximal covering	Public schools
^{Ozceylan et al. (2017}47 ÖZCEYLAN E, USLU A, ERBAŞ M, ÇETINKAYA C & KÜRŞAT S. 2017. Optimizing the location-allocation problem of pharmacy warehouses: A case study in Gaziantep, 7(1): 117-129.)	p-Median and set covering problem	Health services
^{Pamucar et al. (2016}48 PAMUCAR D, VASIN L, ATANASKOVIC P & MILICIC M. 2016. Planning the City Logistics Terminal Location by Applying the Green p-Median Model and Type-2 Neurofuzzy Network. Computational Intelligence and Neuroscience, 2016(January). https://doi.org/10.1155/2016/ 6972818. https://doi.org/10.1155/2016/ 6972818... )	Green p-median problem	Urban logistic terminals
^{Paul & MacDonald (2016}49 PAUL JA & MACDONALD L. 2016. Location and capacity allocations decisions to mitigate the impacts of unexpected disasters. European Journal of Operational Research , 251(1): 252-263. https://doi.org/10.1016/j.ejor.2015.10.028. https://doi.org/10.1016/j.ejor.2015.10.0... )	Location-allocation problem	Distribution centers
^{Santos, Limbourg & Carreira (2015}50 SANTOS BF, LIMBOURG S & CARREIRA JS. 2015. The impact of transport policies on railroad intermodal freight competitiveness - The case of Belgium. Transportation Research Part D: Transport and Environment, 34: 230-244. https://doi.org/10.1016/j.trd.2014.10.015. https://doi.org/10.1016/j.trd.2014.10.01... )	Location-allocation problem	Inland intermodal terminals
^{Upchurch & Kubyb (2010}56 UPCHURCH C & KUBY M. 2010. Comparing the p-median and flow-refueling models for locating alternative-fuel stations. Journal of Transport Geography , 18(6): 750-758. https://doi.org/10.1016/j.jtrangeo.2010.06.015. https://doi.org/10.1016/j.jtrangeo.2010.... )	p-Median problem and flow-refueling model	Fuel stations
^{Wen et al. (2015}57 WEN M, QIN Z, KANG R & YANG Y. 2015. The capacitated facility location-allocation problem under uncertain environment. Journal of Intelligent and Fuzzy Systems, 29(5): 2217-2226. https://doi.org/10.3233/IFS-151697. https://doi.org/10.3233/IFS-151697... )	Location-allocation problem⁶	Facilities (e.g. warehouses)
^{Yu et al. (2013}58 YU B, ZHU H, CAI W, MA N, KUANG Q & YAO B. 2013. Two-phase optimization approach to transit hub location - the case of Dalian. Journal of Transport Geography , 33: 62-71. https://doi.org/10.1016/j.jtrangeo.2013.09.008. https://doi.org/10.1016/j.jtrangeo.2013.... )	Covering problem	Transit hubs
^{Zahiri, Tavakkoli-Moghaddam & Pishvaee (2014}59 ZAHIRI B, TAVAKKOLI-MOGHADDAM R & PISHVAEE MS. 2014. A robust possibilistic programming approach to multi-period location-allocation of organ transplant centers under uncertainty. Computers and Industrial Engineering , 74(1): 139-148. https://doi.org/10.1016/j.cie.2014.05.008. https://doi.org/10.1016/j.cie.2014.05.00... )	Location-allocation problem	Health services
^{Zhang et al. (2016}60 ZHANG W, CAO K, LIU S & HUANG B. 2016. A multi-objective optimization approach for health-care facility location-allocation problems in highly developed cities such as Hong Kong. Computers, Environment and Urban Systems, 59: 220-230. https://doi.org/10.1016/j.compenvurbsys.2016.07.001. https://doi.org/10.1016/j.compenvurbsys.... )	Location-allocation problem	Health services
^{Zu et al. (2016}61 ZHU Y, DU Q, TIAN F, REN F, LIANG S & CHEN Y. 2016. Location Optimization Using a Hierarchical Location-Allocation Model for Trauma Centers in Shenzhen, China. ISPRS International Journal of Geo-Information, 5(10): 190. https://doi.org/10.3390/ijgi5100190. https://doi.org/10.3390/ijgi5100190... )	Location-allocation problem	Health services

Author	Paper description
^{Alumur & Kara (2008}4 ALUMUR S & KARA BY. 2008. Network hub location problems: The state of the art. European Journal of Operational Research, 190(1): 1-21. https://doi.org/10.1016/j.ejor.2007.06.008. https://doi.org/10.1016/j.ejor.2007.06.0... )	They review the literature on hub location models published from 1990 to 2001.
^{Arabani & Farahani (2012}5 ARABANI AB & FARAHANI RZ. 2012. Facility location dynamics: An overview of classifications and applications. Computers and Industrial Engineering , 62(1): 408-420. https://doi.org/10.1016/j.cie.2011.09.018. https://doi.org/10.1016/j.cie.2011.09.01... )	They present an overview of classifications and applications of location problems, discussing the main static (covering and center problems, for example) and dynamic models (such as location-reallocation and time-dependent problems).
^{Campbell & O’Kelly (2012}9 CAMPBELL JF & O’KELLY ME. 2012. Twenty-Five Years of Hub Location Research. Transportation Science, 46(2): 153-169. https://doi.org/10.1287/trsc.1120.0410. https://doi.org/10.1287/trsc.1120.0410... )	They analyze the evolution of studies in this area, from 1986 to 2011.
^{Crainic & Laporte (1997}14 CRAINIC TG & LAPORTE G. 1997. Planning models for freight transportation. European Journal of Operational Research , 97(3): 409-438. https://doi.org/10.1016/S0377-2217(96)00298-6. https://doi.org/10.1016/S0377-2217(96)00... )	They present the transport planning models applied to different levels (strategic, tactical and operational), including location models.
^{Eskandarpour et al. (2015}15 ESKANDARPOUR M, DEJAX P, MIEMCZYK J & PÉTON O. 2015. Sustainable supply chain network design: An optimization-oriented review. Omega (United Kingdom), 54: 11-32. https://doi.org/10.1016/j.omega.2015.01.006. https://doi.org/10.1016/j.omega.2015.01.... )	They provide a literature review of papers about supply chain network design, involving mathematic models of coverage that include economic, environmental and/or social factors.
^{Farahani, SteadieSeifi & Asgari (2010}18 FARAHANI RZ, STEADIESEIFI M & ASGARI N. 2010. Multiple criteria facility location problems: A survey. Applied Mathematical Modelling, 34(7): 1689-1709. https://doi.org/10.1016/j.apm.2009.10.005. https://doi.org/10.1016/j.apm.2009.10.00... )	They analyze multicriteria location problems (biobjective, multiobjective and multi-attribute) and their solution methods.
^{Farahani et al. (2012}16 FARAHANI RZ, ASGARI N, HEIDARI N, HOSSEININIA M & GOH M. 2012. Covering problems in facility location: A review. Computers and Industrial Engineering , 62(1): 368-407. https://doi.org/10.1016/j.cie.2011.08.020. https://doi.org/10.1016/j.cie.2011.08.02... )	They present a literature review specific of covering problem models.
^{Farahani et al. (2013}17 FARAHANI RZ, HEKMATFAR M, ARABANI AB & NIKBAKHSH E. 2013. Hub location problems: A review of models, classification, solution techniques, and applications. Computers and Industrial Engineering , 64(4): 1096-1109. https://doi.org/10.1016/j.cie.2013.01.012. https://doi.org/10.1016/j.cie.2013.01.01... )	They update the paper written by ^{Alumur & Kara (2008}4 ALUMUR S & KARA BY. 2008. Network hub location problems: The state of the art. European Journal of Operational Research, 190(1): 1-21. https://doi.org/10.1016/j.ejor.2007.06.008. https://doi.org/10.1016/j.ejor.2007.06.0... ) by analyzing, specifically, the studies about hub location problem published from 2007 (including the application of exact, heuristics and metaheuristics methods).
^{Klose & Drexl (2005}33 KLOSE A & DREXL A. 2005. Facility location models for distribution system design. European Journal of Operational Research , 162(1): 4-29. https://doi.org/10.1016/j.ejor.2003.10.031. https://doi.org/10.1016/j.ejor.2003.10.0... )	They survey the facility location studies, contrasting continuous and discrete, capacitated and uncapacitated, single-source and multiple-souce, static and dynamic models.
^{Melo, Nickel & Saldanha-da-Gama (2009}41 MELO MT, NICKEL S & SALDANHA-DA-GAMA F. 2009. Facility location and supply chain management - A review. European Journal of Operational Research , 196(2): 401-412. https://doi.org/10.1016/j.ejor.2008.05.007. https://doi.org/10.1016/j.ejor.2008.05.0... )	They analyze papers about location-allocation applied to the logistics context, especially the supply chain.

Criteria	Description
Topic¹	TS = (“facilit* locatio” OR “hub locatio” OR “ p-median” OR “set covering proble” OR “ p-cent” OR “maximal cover”) AND CU = (“Brasil” OR “Brazil”)
Database	Web of Science
Indexes	SCI-EXPANDED², SSCI³, A&HCI⁴, CPCI-S⁵, CPCI-SSH⁶, ESCI⁷
Coverage time	All years until 2017
Data refinement	None, which means that the search considered the publications of all areas registered in the Web of Science
Date of search	April 20th, 2018, at 9:30 a.m.

Indicator	Description
Number of papers	Details the evolution of the publication year by year
Co-autorship	Shows the degree of collaboration among authors
Maps of the scientific fields and countries	Helps to locate the relative positions of different countries in global scientific cooperation, as well as the main areas that are interested in the subject
Keywords	Allows to identify the main terms associated to the given search, as well as the evolution of the terms over the years

P⁽¹⁾	Author	Number of papers	B⁽²⁾
1^st	de Camargo RS	12	6.3%
2^nd	de Miranda G	11	5.7%
2^nd	Lorena LAN	11	5.7%
3^rd	Galvão RD	9	4.7%
4^th	Miyazawa FK	8	4.2%
5^th	Resende MGC⁽³⁾	7	3.6%
6^th	Ribeiro GM	6	3.1%
7^th	Steiner MTA	5	2.6%
	Guimarães FG	5	2.6%
	Mateus GR	5	2.6%
	O’Kelly ME⁽³⁾	5	2.6%
	Pedrosa LLC	5	2.6%
	Ribeiro CC	5	2.6%
8^th	Aloise D	4	2.1%
	Camponogara E	4	2.1%
	Luna HP	4	2.1%
	Santos AC	4	2.1%
9^th	Campbell JF⁽³⁾	3	1.6%
	Chaves AA	3	1.6%
	Constantino AA	3	1.6%
	de Almeida AT	3	1.6%
	de Andrade CE	3	1.6%
	de Sá EM	3	1.6%
	Guersola MS	3	1.6%
	Martins Ferreira Filho VJ	3	1.6%
	Meire LAA	3	1.6%
	Pessoa LS	3	1.6%
	Plucenio A	3	1.6%
	Santibanez-Gonzalez EDR	3	1.6%
	Wanke PF	3	1.6%

Position	Organizations	Location	Number of papers	B
1^st	Univ. Fed. Minas Gerais - UFMG	Southeast	36	18.8%
2^nd	Univ. Fed. Rio de Janeiro - UFRJ	Southeast	24	12.5%
3^rd	Univ. São Paulo- USP	Southeast	18	9.4%
4^th	Univ. Estadual Campinas - UNICAMP	Southeast	17	8.9%
5^th	Univ. Fed. Santa Catarina - UFSC	South	13	6.8%
6^th	Univ. Fed. Fluminense - UFF	Southeast	11	5.7%
7^th	Natl. Inst. Space Res. - INPE	Southeast	10	5.2%
8^th	Univ. Estadual Paulista - UNESP	Southeast	9	4.7%
9^th	Univ. Fed. Goiás - UFG	Midwest	7	3.6%
9^th	Univ. Fed. Ouro Preto - UFOP	Southeast	7	3.6%
10^th	AT&T Labs. Res.	International	6	3.1%
	Ohio State Univ.	International	6	3.1%
	São Paulo Fed. Univ. - UNIFESP	Southeast	6	3.1%
11^th	Pontifícia Univ. Católica Parana - PUC-PR	South	5	2.6%
	Pontifíıcia Univ. Católica Rio de Janeiro - PUC-RJ	Southeast	5	2.6%
	Univ. Fed. Pernambuco - UFPE	Northest	5	2.6%
	Univ. Fed. Rio Grande do Norte - UFRN	Northest	5	2.6%
	Univ. Technol. Troyes	International	5	2.6%

Position	Research areas	Number of papers
1^st	Operations Research & Management Science	78
2^nd	Computer Science	69
3^rd	Engineering	59
4^th	Business & Economics	31
5^th	Mathematics	24
6^th	Transportation	12
7^th	Environmental Science & Ecology	11
8^th	Science & Technology - Other Topics	8

P.	Authors	Year	Title	Journal	Citations
1^st	Loiola EM; de Abreu NMM; Boaventura-Netto PO; Hahn P; Querido T	2007	A survey for the quadratic assignment problem	European Journal of Operational Research, 176(2): 657-690	230
2^nd	Galvão RD; ReVelle C	1996	A Lagrangean heuristic for the maximal covering location problem	European Journal of Operational Research, 88 (1996): 114-123	75
3^rd	Lorena LAN; Senne ELF	2004	A column generation approach to capacitated p-median problems	Computers & Operations Research, 31(6): 863-876	70
4^th	Silva MR; Cunha CB	2009	New simple and efficient heuristics for the uncapacitated single allocation hub location problem	Computers & Operations Research, 36: 3152-3165	48
5^th	Galvão RD	1980	A dual-bounded algorithm for the p-median problem	Operations Research, 28(5): 1112- 1121	47
6^th	De Camargo RS; De Miranda GJr; Luna HP	2008	Benders decomposition for the uncapacitated multiple allocation hub location problem	Computers & Operations Research, 35: 1047-1064	46
7^th	Galvão RD; Espejo LGA; Boffey B	2000	A comparison of Lagrangean and surrogate relaxations for the maximal covering location problem	European Journal of Operational Research, 124: 377-389	40
8^th	Correa ES; Steiner MTA; Freitas AA; Carnieri C	2004	A genetic algorithm for solving a capacitated p-median problem	Numerical Algorithms, 35: 373- 388	38
8^th	Lorena LAN; Lopes F	1994	A surrogate heuristic for set covering problems	European Journal of Operational Research, 79: 138-150	38
9^th	Chiyoshi F; Galvão RD	2000	A statistical analysis of simulated annealing applied to the p-median problem	Annals of Operations Research, 96: 61-74	37
9^th	Lorena LAN; Furtado JC	2001	Constructive genetic algorithm for clustering problems	Evolutionary Computation, 9(3): 3, 1-19	37
10^th	Marti R; Resende MGC; Ribeiro CC	2013	Multi-start methods for combinatorial optimization	European Journal of Operational Research, 226: 1-8	36

[1] *Corresponding author.

Brasil

Brasil

MAPPING OF THE BRAZILIAN SCIENTIFIC PUBLICATION ON FACILITY LOCATION

ABSTRACT