A multi-objective fuzzy facility location problem with congestion and priority for drone-based emergency deliveries

Emergency medical service (EMS) plays an essential role in modern emergency and health systems; however, the delivery service via traditional ground vehicles faces enormous challenges, e.g., traffic congestion and poor road conditions, especially for time-critical products. Fortunately, drones provi...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:Computers & industrial engineering Ročník 179; s. 109167
Hlavní autori: Wang, Xin, Zhao, Jiemin, Cheng, Chun, Qi, Mingyao
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Elsevier Ltd 01.05.2023
Predmet:
ISSN:0360-8352
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract Emergency medical service (EMS) plays an essential role in modern emergency and health systems; however, the delivery service via traditional ground vehicles faces enormous challenges, e.g., traffic congestion and poor road conditions, especially for time-critical products. Fortunately, drones provide an alternative solution for EMS due to faster speed, fewer road restrictions, and fewer workforce requirements, compared to ground vehicles. This paper develops a drone-based queuing-location model with stochastic demands and congestion for EMS, where drones perform as mobile servers with a generally distributed service time. In practice, delivery decisions are often made in the presence of imprecise information, and customer requests often have different priorities. However, to our best knowledge, limited research has addressed these issues. Thus, this paper employs fuzzy theory to cope with the vague drone endurance and demand arrival rate under a priority queuing strategy. A multi-objective optimization approach is adopted to balance the total cost, system efficiency, and equitable response time. As the resulting model is challenging to solve, we apply chance-constrained, second-order conic, fuzzy, and weighted goal programming approaches to recast the model as a crisp mixed-integer second-order conic program, which can be efficiently solved via off-the-shelf solvers. Results based on a case study show that our method can help decision-makers to better balance various objectives, make more flexible decisions with desirable fuzzy degrees, and significantly improve the service level of high priority demands for EMS. •A drone-based facility location problem with congestion and priority is explored.•A Multi-objective optimization model is developed.•Fuzzy drone endurance and demand arrival rates are considered.•A hybrid solution approach is proposed.•A case study is conducted to obtain managerial insights.
AbstractList Emergency medical service (EMS) plays an essential role in modern emergency and health systems; however, the delivery service via traditional ground vehicles faces enormous challenges, e.g., traffic congestion and poor road conditions, especially for time-critical products. Fortunately, drones provide an alternative solution for EMS due to faster speed, fewer road restrictions, and fewer workforce requirements, compared to ground vehicles. This paper develops a drone-based queuing-location model with stochastic demands and congestion for EMS, where drones perform as mobile servers with a generally distributed service time. In practice, delivery decisions are often made in the presence of imprecise information, and customer requests often have different priorities. However, to our best knowledge, limited research has addressed these issues. Thus, this paper employs fuzzy theory to cope with the vague drone endurance and demand arrival rate under a priority queuing strategy. A multi-objective optimization approach is adopted to balance the total cost, system efficiency, and equitable response time. As the resulting model is challenging to solve, we apply chance-constrained, second-order conic, fuzzy, and weighted goal programming approaches to recast the model as a crisp mixed-integer second-order conic program, which can be efficiently solved via off-the-shelf solvers. Results based on a case study show that our method can help decision-makers to better balance various objectives, make more flexible decisions with desirable fuzzy degrees, and significantly improve the service level of high priority demands for EMS. •A drone-based facility location problem with congestion and priority is explored.•A Multi-objective optimization model is developed.•Fuzzy drone endurance and demand arrival rates are considered.•A hybrid solution approach is proposed.•A case study is conducted to obtain managerial insights.
ArticleNumber 109167
Author Cheng, Chun
Zhao, Jiemin
Wang, Xin
Qi, Mingyao
Author_xml – sequence: 1
  givenname: Xin
  surname: Wang
  fullname: Wang, Xin
  email: wangxin16@mails.tsinghua.edu.cn
  organization: Department of Industrial Engineering, Tsinghua University, Beijing 100084, China
– sequence: 2
  givenname: Jiemin
  orcidid: 0000-0003-1586-8454
  surname: Zhao
  fullname: Zhao, Jiemin
  email: zhaojm21@mails.tsinghua.edu.cn
  organization: Logistics and Transportation Division, Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
– sequence: 3
  givenname: Chun
  surname: Cheng
  fullname: Cheng, Chun
  email: chun.cheng@polymtl.ca
  organization: Institute of Supply Chain Analytics, Dongbei University of Finance and Economics, Dalian 116025, China
– sequence: 4
  givenname: Mingyao
  orcidid: 0000-0002-3678-6522
  surname: Qi
  fullname: Qi, Mingyao
  email: qimy@sz.tsinghua.edu.cn
  organization: Logistics and Transportation Division, Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
BookMark eNp9kMtOwzAQRb0oEm3hA9j5B1LsvJyIVVXxkiqxgbXl2OPiyImR7RalX49LWbHoajQz94zm3gWajW4EhO4oWVFC6_t-JQ2scpIXqW9pzWZoToqaZE1R5ddoEUJPCCmrls5RWONhb6PJXNeDjOYAWO-PxwlrIY01ccLWSRGNG_GXd52FAX-b-ImlG3cQfudiVGlnnD-ptfNY-fRP1okACsMAfgejnLACm657A-EGXWlhA9z-1SX6eHp837xk27fn1816m8m8ZTGDvGJFSZsKRCUVI7SsQTWtIG0l6lIJplpFupIJqmmjKWMghKK6IYWSRS1lsUTsfFd6F4IHzaWJv16iF8ZySvgpL96nOfBTXvycVyLpPzIZHISfLjIPZwaSpYMBz0OSjBKU8SlZrpy5QP8A9ZOKdQ
CitedBy_id crossref_primary_10_1016_j_aei_2024_102974
crossref_primary_10_1016_j_ejor_2023_10_036
crossref_primary_10_1016_j_tre_2024_103954
crossref_primary_10_1371_journal_pone_0322483
crossref_primary_10_1016_j_tre_2024_103538
crossref_primary_10_1016_j_cie_2024_110541
crossref_primary_10_1016_j_knosys_2024_111998
crossref_primary_10_1016_j_tre_2025_104395
crossref_primary_10_1016_j_aei_2025_103201
crossref_primary_10_3390_su17178000
crossref_primary_10_1016_j_tre_2023_103379
Cites_doi 10.1002/net.21818
10.1287/mnsc.4.1.38
10.1002/net.3230190609
10.1287/trsc.1110.0392
10.1287/mnsc.1.2.138
10.1287/trsc.23.4.277
10.1016/j.cor.2020.105004
10.1016/j.cie.2015.08.004
10.1016/j.ejor.2018.02.055
10.1016/j.cor.2019.04.001
10.1016/0165-0114(78)90031-3
10.1016/0038-0121(94)90003-5
10.1287/ijoc.2021.1125
10.1023/A:1020989316737
10.1016/j.cie.2023.108982
10.1016/j.ejor.2005.10.002
10.1016/j.seps.2012.01.001
10.1007/s00500-017-2542-6
10.1016/j.ejor.2006.04.044
10.1023/A:1020961732667
10.1016/j.tre.2015.04.010
10.1016/S0019-9958(65)90241-X
10.1016/j.cor.2014.02.014
10.1007/s10479-008-0341-2
10.1016/j.cie.2022.108315
10.1057/palgrave.jors.2602126
10.1287/mnsc.31.6.764
10.1016/j.amc.2005.12.058
10.1287/msom.1050.0094
10.1287/msom.2022.1092
10.1287/trsc.23.3.192
10.1016/j.tre.2021.102465
10.1016/0377-2217(86)90185-2
10.1287/trsc.17.1.48
10.1068/b150143
10.1016/S0377-2217(77)81007-2
10.1016/j.cie.2021.107226
10.1016/j.tre.2020.101841
10.1057/palgrave.jors.2602473
10.1016/S0377-2217(98)00330-0
10.1287/trsc.21.3.207
10.1016/j.ejor.2018.03.028
10.1111/itor.12402
10.1007/s10479-016-2353-7
10.1080/07408170600856722
10.1016/j.cie.2022.108615
10.1016/0165-0114(78)90029-5
10.1177/0361198120915891
10.1142/S0218488596000226
10.1016/j.tre.2019.05.008
10.1016/0377-2217(95)00182-4
10.1287/msom.1070.0182
ContentType Journal Article
Copyright 2023 Elsevier Ltd
Copyright_xml – notice: 2023 Elsevier Ltd
DBID AAYXX
CITATION
DOI 10.1016/j.cie.2023.109167
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Applied Sciences
Engineering
ExternalDocumentID 10_1016_j_cie_2023_109167
S0360835223001912
GroupedDBID --K
--M
-~X
.DC
.~1
0R~
1B1
1RT
1~.
1~5
29F
4.4
457
4G.
5GY
5VS
7-5
71M
8P~
9JN
9JO
AAAKG
AABNK
AACTN
AAEDT
AAEDW
AAFWJ
AAIKC
AAIKJ
AAKOC
AALRI
AAMNW
AAOAW
AAQFI
AAQXK
AARIN
AAXKI
AAXUO
ABAOU
ABDPE
ABMAC
ABUCO
ABXDB
ACDAQ
ACGFO
ACGFS
ACNCT
ACNNM
ACRLP
ADBBV
ADEZE
ADGUI
ADMUD
ADRHT
ADTZH
AEBSH
AECPX
AEKER
AENEX
AFJKZ
AFKWA
AFTJW
AGHFR
AGUBO
AGYEJ
AHHHB
AHJVU
AIEXJ
AIGVJ
AIKHN
AITUG
AJOXV
AKRWK
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
APLSM
ARUGR
ASPBG
AVWKF
AXJTR
AZFZN
BJAXD
BKOJK
BKOMP
BLXMC
CS3
DU5
EBS
EFJIC
EJD
EO8
EO9
EP2
EP3
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
G-2
G-Q
GBLVA
HAMUX
HLZ
HVGLF
HZ~
H~9
IHE
J1W
JJJVA
KOM
LX9
LY1
LY7
M41
MHUIS
MO0
MS~
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
PQQKQ
Q38
R2-
RIG
RNS
ROL
RPZ
RXW
SBC
SDF
SDG
SDP
SDS
SES
SET
SEW
SPC
SPCBC
SSB
SSD
SST
SSW
SSZ
T5K
TAE
TN5
WUQ
XPP
ZMT
~G-
9DU
AATTM
AAYWO
AAYXX
ABJNI
ABWVN
ACLOT
ACRPL
ACVFH
ADCNI
ADNMO
AEIPS
AEUPX
AFPUW
AGQPQ
AIGII
AIIUN
AKBMS
AKYEP
ANKPU
APXCP
CITATION
EFKBS
EFLBG
~HD
ID FETCH-LOGICAL-c297t-e25734185ea5cd70146ed89a095a64da7d9d0b47a1f18f177eaad1f803dc36cc3
ISICitedReferencesCount 14
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000966432600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0360-8352
IngestDate Sat Nov 29 07:25:40 EST 2025
Tue Nov 18 22:32:07 EST 2025
Tue Dec 03 03:44:31 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords Facility location
Fuzzy programming
Weighted goal programming
Queuing
Drone delivery
Second-order conic programming
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c297t-e25734185ea5cd70146ed89a095a64da7d9d0b47a1f18f177eaad1f803dc36cc3
ORCID 0000-0002-3678-6522
0000-0003-1586-8454
ParticipantIDs crossref_citationtrail_10_1016_j_cie_2023_109167
crossref_primary_10_1016_j_cie_2023_109167
elsevier_sciencedirect_doi_10_1016_j_cie_2023_109167
PublicationCentury 2000
PublicationDate May 2023
2023-05-00
PublicationDateYYYYMMDD 2023-05-01
PublicationDate_xml – month: 05
  year: 2023
  text: May 2023
PublicationDecade 2020
PublicationTitle Computers & industrial engineering
PublicationYear 2023
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Jiménez (b34) 1996; 4
Boffey, Galvao, Espejo (b19) 2007; 178
Kao (b36) 2019
Jayaswal, Vidyarthi (b33) 2017; 253
Dai, Zheng (b27) 2015; 88
Berman, Mandowsky (b18) 1986; 26
Ahmadi-Javid, Hoseinpour (b4) 2019; 274
Berman, Krass, Wang (b16) 2006; 38
Batta, Dolan, Krishnamurthy (b12) 1989; 23
Berman, Larson, Parkan (b17) 1987; 21
Wang, Jiang, Qi (b62) 2022
Berman, Krass (b15) 2019
Miettinen (b46) 2012
Otto, Agatz, Campbell, Golden, Pesch (b50) 2018; 72
Kargar, Pishvaee, Jahani, Sheu (b37) 2020; 134
Charnes, Cooper, Ferguson (b24) 1955; 1
Elhedhli (b29) 2006; 8
Boutilier, Chan (b20) 2022
Posea (b51) 2022
Charnes, Cooper (b22) 1957; 4
McGinnis (b45) 2004
Shavarani, Mosallaeipour, Golabi, İzbirak (b55) 2019; 108
Chiu, Berman, Larson (b25) 1985; 31
Hoseinpour, Ahmadi-Javid (b32) 2019; 26
.
Aboolian, Berman, Drezner (b1) 2009; 167
Wang, Batta, Rump (b61) 2002; 111
Charnes, Cooper (b23) 1977; 1
Xiang, Fang, Liu, Pei (b64) 2022; 172
Niakan, Rahimi (b49) 2015; 80
Starr (b58) 2014
Canós, Ivorra, Liern (b21) 1999; 116
Batta, Berman (b11) 1989; 19
Shortle, Thompson, Gross, Harris (b56) 2018
Zadeh (b65) 1978; 1
Baron, Berman, Krass (b10) 2008; 10
Marianov, Serra (b44) 2002; 111
Daskin (b28) 1983; 17
Wang, Wu, Wang, Zhen, Qu (b63) 2021; 154
Zimmermann (b67) 1978; 1
Mosallaeipour, Mahmoodirad, Niroomand, Vizvari (b47) 2018; 22
Kim (b38) 2016
ReVelle, Hogan (b52) 1988; 15
Alejandra Otero Arenzana, Angeloudis (b7) 2020; 2674
Ahmadi-Javid, Hoseinpour (b5) 2022; 34
Berman, Drezner (b14) 2007; 58
Aider, Dey, Hifi (b6) 2023
Jiménez, Arenas, Bilbao, Rodrı (b35) 2007; 177
Vidyarthi, Jayaswal (b60) 2014; 48
Marianov, Revelle (b42) 1994; 28
ReVelle, Hogan (b53) 1989; 23
Amin-Tahmasbi, Sadafi, Ekren, Kumar (b8) 2022
Macrina, Pugliese, Guerriero, Laporte (b41) 2020; 120
Aboolian, Berman, Krass (b2) 2012; 46
Ahmadi-Javid, Berman, Hoseinpour (b3) 2018
Hoseinpour (b31) 2021; 157
Marianov, ReVelle (b43) 1996; 93
Goldberg (b30) 2004; 1
Mukhopadhyay, A., & Vorobeychik, Y. (2017). Prioritized allocation of emergency responders based on a continuous-time incident prediction model. In
Shavandi, Mahlooji (b54) 2006; 181
Taleshian, Rezvani (b59) 2011
Zimmermann (b68) 2011
Atta, Mahapatra, Mukhopadhyay (b9) 2022; 170
Zadeh (b66) 1965; 8
Chung, Sah, Lee (b26) 2020; 123
Lin, Batta, Rogerson, Blatt, Flanigan (b39) 2012; 46
Silva, Serra (b57) 2008; 59
Bélanger, Ruiz, Soriano (b13) 2019; 272
Liu, Cui, Zhang (b40) 2019; 128
Berman (10.1016/j.cie.2023.109167_b17) 1987; 21
Lin (10.1016/j.cie.2023.109167_b39) 2012; 46
Chiu (10.1016/j.cie.2023.109167_b25) 1985; 31
Goldberg (10.1016/j.cie.2023.109167_b30) 2004; 1
Zimmermann (10.1016/j.cie.2023.109167_b67) 1978; 1
Elhedhli (10.1016/j.cie.2023.109167_b29) 2006; 8
Taleshian (10.1016/j.cie.2023.109167_b59) 2011
Baron (10.1016/j.cie.2023.109167_b10) 2008; 10
Ahmadi-Javid (10.1016/j.cie.2023.109167_b4) 2019; 274
Miettinen (10.1016/j.cie.2023.109167_b46) 2012
Kargar (10.1016/j.cie.2023.109167_b37) 2020; 134
Posea (10.1016/j.cie.2023.109167_b51) 2022
Shortle (10.1016/j.cie.2023.109167_b56) 2018
Otto (10.1016/j.cie.2023.109167_b50) 2018; 72
Wang (10.1016/j.cie.2023.109167_b61) 2002; 111
Zimmermann (10.1016/j.cie.2023.109167_b68) 2011
Jiménez (10.1016/j.cie.2023.109167_b35) 2007; 177
Wang (10.1016/j.cie.2023.109167_b63) 2021; 154
Charnes (10.1016/j.cie.2023.109167_b24) 1955; 1
Liu (10.1016/j.cie.2023.109167_b40) 2019; 128
Boffey (10.1016/j.cie.2023.109167_b19) 2007; 178
Mosallaeipour (10.1016/j.cie.2023.109167_b47) 2018; 22
Hoseinpour (10.1016/j.cie.2023.109167_b31) 2021; 157
Silva (10.1016/j.cie.2023.109167_b57) 2008; 59
Charnes (10.1016/j.cie.2023.109167_b23) 1977; 1
Xiang (10.1016/j.cie.2023.109167_b64) 2022; 172
Chung (10.1016/j.cie.2023.109167_b26) 2020; 123
Zadeh (10.1016/j.cie.2023.109167_b66) 1965; 8
Berman (10.1016/j.cie.2023.109167_b18) 1986; 26
Daskin (10.1016/j.cie.2023.109167_b28) 1983; 17
Wang (10.1016/j.cie.2023.109167_b62) 2022
Dai (10.1016/j.cie.2023.109167_b27) 2015; 88
Batta (10.1016/j.cie.2023.109167_b11) 1989; 19
Kao (10.1016/j.cie.2023.109167_b36) 2019
Hoseinpour (10.1016/j.cie.2023.109167_b32) 2019; 26
Starr (10.1016/j.cie.2023.109167_b58) 2014
Charnes (10.1016/j.cie.2023.109167_b22) 1957; 4
Marianov (10.1016/j.cie.2023.109167_b43) 1996; 93
ReVelle (10.1016/j.cie.2023.109167_b52) 1988; 15
Bélanger (10.1016/j.cie.2023.109167_b13) 2019; 272
Amin-Tahmasbi (10.1016/j.cie.2023.109167_b8) 2022
10.1016/j.cie.2023.109167_b48
Berman (10.1016/j.cie.2023.109167_b14) 2007; 58
McGinnis (10.1016/j.cie.2023.109167_b45) 2004
Macrina (10.1016/j.cie.2023.109167_b41) 2020; 120
Berman (10.1016/j.cie.2023.109167_b16) 2006; 38
Jiménez (10.1016/j.cie.2023.109167_b34) 1996; 4
Canós (10.1016/j.cie.2023.109167_b21) 1999; 116
Boutilier (10.1016/j.cie.2023.109167_b20) 2022
Vidyarthi (10.1016/j.cie.2023.109167_b60) 2014; 48
Niakan (10.1016/j.cie.2023.109167_b49) 2015; 80
Shavarani (10.1016/j.cie.2023.109167_b55) 2019; 108
Aboolian (10.1016/j.cie.2023.109167_b1) 2009; 167
Aboolian (10.1016/j.cie.2023.109167_b2) 2012; 46
Ahmadi-Javid (10.1016/j.cie.2023.109167_b5) 2022; 34
Aider (10.1016/j.cie.2023.109167_b6) 2023
Jayaswal (10.1016/j.cie.2023.109167_b33) 2017; 253
Kim (10.1016/j.cie.2023.109167_b38) 2016
Atta (10.1016/j.cie.2023.109167_b9) 2022; 170
Marianov (10.1016/j.cie.2023.109167_b42) 1994; 28
ReVelle (10.1016/j.cie.2023.109167_b53) 1989; 23
Alejandra Otero Arenzana (10.1016/j.cie.2023.109167_b7) 2020; 2674
Berman (10.1016/j.cie.2023.109167_b15) 2019
Marianov (10.1016/j.cie.2023.109167_b44) 2002; 111
Batta (10.1016/j.cie.2023.109167_b12) 1989; 23
Ahmadi-Javid (10.1016/j.cie.2023.109167_b3) 2018
Shavandi (10.1016/j.cie.2023.109167_b54) 2006; 181
Zadeh (10.1016/j.cie.2023.109167_b65) 1978; 1
References_xml – volume: 17
  start-page: 48
  year: 1983
  end-page: 70
  ident: b28
  article-title: A maximum expected covering location model: formulation, properties and heuristic solution
  publication-title: Transportation Science
– volume: 2674
  start-page: 405
  year: 2020
  end-page: 418
  ident: b7
  article-title: Design of hospital delivery networks using unmanned aerial vehicles
  publication-title: Transportation Research Record
– year: 2014
  ident: b58
  article-title: Ambulance drone delivers help to heart attack victims
– volume: 22
  start-page: 2891
  year: 2018
  end-page: 2905
  ident: b47
  article-title: Simultaneous selection of material and supplier under uncertainty in carton box industries: a fuzzy possibilistic multi-criteria approach
  publication-title: Soft Computing
– volume: 1
  start-page: 138
  year: 1955
  end-page: 151
  ident: b24
  article-title: Optimal estimation of executive compensation by linear programming
  publication-title: Management Science
– volume: 23
  start-page: 277
  year: 1989
  end-page: 287
  ident: b12
  article-title: The maximal expected covering location problem: Revisited
  publication-title: Transportation Science
– volume: 72
  start-page: 411
  year: 2018
  end-page: 458
  ident: b50
  article-title: Optimization approaches for civil applications of unmanned aerial vehicles (UAVs) or aerial drones: A survey
  publication-title: Networks
– year: 2018
  ident: b56
  article-title: Chapter 4.4 priority queue disciplines
  publication-title: Fundamentals of queueing theory
– year: 2022
  ident: b20
  article-title: Drone network design for cardiac arrest response
  publication-title: Manufacturing & Service Operations Management
– volume: 272
  start-page: 1
  year: 2019
  end-page: 23
  ident: b13
  article-title: Recent optimization models and trends in location, relocation, and dispatching of emergency medical vehicles
  publication-title: European Journal of Operational Research
– volume: 1
  start-page: 3
  year: 1978
  end-page: 28
  ident: b65
  article-title: Fuzzy sets as a basis for a theory of possibility
  publication-title: Fuzzy Sets and Systems
– volume: 19
  start-page: 717
  year: 1989
  end-page: 728
  ident: b11
  article-title: A location model for a facility operating as an M/G/k queue
  publication-title: Networks
– year: 2011
  ident: b59
  article-title: Multiplication operation on trapezoidal fuzzy numbers
– volume: 34
  start-page: 2621
  year: 2022
  end-page: 2633
  ident: b5
  article-title: Convexification of queueing formulas by mixed-integer second-order cone programming: an application to a discrete location problem with congestion
  publication-title: INFORMS Journal on Computing
– year: 2016
  ident: b38
  article-title: The most staggering part about Amazon’s upcoming drone delivery service
  publication-title: Business Insider
– volume: 128
  start-page: 1
  year: 2019
  end-page: 16
  ident: b40
  article-title: Integrated temporary facility location and casualty allocation planning for post-disaster humanitarian medical service
  publication-title: Transportation Research Part E: Logistics and Transportation Review
– volume: 167
  start-page: 337
  year: 2009
  end-page: 352
  ident: b1
  article-title: The multiple server center location problem
  publication-title: Annals of Operations Research
– volume: 1
  start-page: 20
  year: 2004
  end-page: 39
  ident: b30
  article-title: Operations research models for the deployment of emergency services vehicles
  publication-title: EMS Management Journal
– volume: 28
  start-page: 167
  year: 1994
  end-page: 178
  ident: b42
  article-title: The queuing probabilistic location set covering problem and some extensions
  publication-title: Socio-Economic Planning Sciences
– volume: 108
  start-page: 57
  year: 2019
  end-page: 68
  ident: b55
  article-title: A congested capacitated multi-level fuzzy facility location problem: An efficient drone delivery system
  publication-title: Computers & Operations Research
– volume: 58
  start-page: 91
  year: 2007
  end-page: 99
  ident: b14
  article-title: The multiple server location problem
  publication-title: Journal of the Operational Research Society
– volume: 21
  start-page: 207
  year: 1987
  end-page: 216
  ident: b17
  article-title: The stochastic queue p-median problem
  publication-title: Transportation Science
– start-page: 477
  year: 2019
  end-page: 535
  ident: b15
  article-title: Chapter 17 stochastic location models with congestion
  publication-title: Location science
– volume: 8
  start-page: 92
  year: 2006
  end-page: 97
  ident: b29
  article-title: Service system design with immobile servers, stochastic demand, and congestion
  publication-title: Manufacturing & Service Operations Management
– volume: 111
  start-page: 35
  year: 2002
  end-page: 50
  ident: b44
  article-title: Location–allocation of multiple-server service centers with constrained queues or waiting times
  publication-title: Annals of Operations Research
– volume: 59
  start-page: 1229
  year: 2008
  end-page: 1238
  ident: b57
  article-title: Locating emergency services with different priorities: the priority queuing covering location problem
  publication-title: Journal of the Operational Research Society
– volume: 170
  year: 2022
  ident: b9
  article-title: Solving a new variant of the capacitated maximal covering location problem with fuzzy coverage area using metaheuristic approaches
  publication-title: Computers & Industrial Engineering
– volume: 1
  start-page: 45
  year: 1978
  end-page: 55
  ident: b67
  article-title: Fuzzy programming and linear programming with several objective functions
  publication-title: Fuzzy Sets and Systems
– year: 2022
  ident: b62
  article-title: A drone-based facility location problem with congestion and priority
– volume: 4
  start-page: 379
  year: 1996
  end-page: 388
  ident: b34
  article-title: Ranking fuzzy numbers through the comparison of its expected intervals
  publication-title: International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
– volume: 46
  start-page: 247
  year: 2012
  end-page: 261
  ident: b2
  article-title: Profit maximizing distributed service system design with congestion and elastic demand
  publication-title: Transportation Science
– volume: 26
  start-page: 2561
  year: 2019
  end-page: 2578
  ident: b32
  article-title: Designing service system networks with interruption risks
  publication-title: International Transactions in Operational Research
– volume: 8
  start-page: 338
  year: 1965
  end-page: 353
  ident: b66
  article-title: Fuzzy sets
  publication-title: Information and Control
– volume: 116
  start-page: 80
  year: 1999
  end-page: 86
  ident: b21
  article-title: An exact algorithm for the fuzzy p-median problem
  publication-title: European Journal of Operational Research
– reference: Mukhopadhyay, A., & Vorobeychik, Y. (2017). Prioritized allocation of emergency responders based on a continuous-time incident prediction model. In
– year: 2018
  ident: b3
  article-title: Location and capacity planning of facilities with general service-time distributions using conic optimization
– volume: 1
  start-page: 39
  year: 1977
  end-page: 54
  ident: b23
  article-title: Goal programming and multiple objective optimizations: Part 1
  publication-title: European Journal of Operational Research
– volume: 154
  year: 2021
  ident: b63
  article-title: Emergency facility location problems in logistics: Status and perspectives
  publication-title: Transportation Research Part E: Logistics and Transportation Review
– volume: 93
  start-page: 110
  year: 1996
  end-page: 120
  ident: b43
  article-title: The queueing maximal availability location problem: a model for the siting of emergency vehicles
  publication-title: European Journal of Operational Research
– volume: 274
  start-page: 417
  year: 2019
  end-page: 431
  ident: b4
  article-title: Service system design for managing interruption risks: A backup-service risk-mitigation strategy
  publication-title: European Journal of Operational Research
– year: 2023
  ident: b6
  article-title: A hybrid population-based algorithm for solving the fuzzy capacitated maximal covering location problem
  publication-title: Computers & Industrial Engineering
– year: 2022
  ident: b51
  article-title: 15 Best Long Range Drones in 2022 and how far can drones fly
  publication-title: Dronesgator
– volume: 253
  start-page: 275
  year: 2017
  end-page: 305
  ident: b33
  article-title: Facility location under service level constraints for heterogeneous customers
  publication-title: Annals of Operations Research
– volume: 15
  start-page: 143
  year: 1988
  end-page: 152
  ident: b52
  article-title: A reliability-constrained siting model with local estimates of busy fractions
  publication-title: Environment and Planning B: Planning and Design
– volume: 48
  start-page: 20
  year: 2014
  end-page: 30
  ident: b60
  article-title: Efficient solution of a class of location–allocation problems with stochastic demand and congestion
  publication-title: Computers & Operations Research
– volume: 111
  start-page: 17
  year: 2002
  end-page: 34
  ident: b61
  article-title: Algorithms for a facility location problem with stochastic customer demand and immobile servers
  publication-title: Annals of Operations Research
– volume: 80
  start-page: 74
  year: 2015
  end-page: 94
  ident: b49
  article-title: A multi-objective healthcare inventory routing problem; a fuzzy possibilistic approach
  publication-title: Transportation Research Part E: Logistics and Transportation Review
– year: 2019
  ident: b36
  article-title: Chapter 2.7 Poisson arrivals see time average (PASTA)
  publication-title: An introduction to stochastic processes
– volume: 23
  start-page: 192
  year: 1989
  end-page: 200
  ident: b53
  article-title: The maximum availability location problem
  publication-title: Transportation Science
– volume: 177
  start-page: 1599
  year: 2007
  end-page: 1609
  ident: b35
  article-title: Linear programming with fuzzy parameters: an interactive method resolution
  publication-title: European Journal of Operational Research
– volume: 134
  year: 2020
  ident: b37
  article-title: Organ transportation and allocation problem under medical uncertainty: A real case study of liver transplantation
  publication-title: Transportation Research Part E: Logistics and Transportation Review
– volume: 181
  start-page: 440
  year: 2006
  end-page: 456
  ident: b54
  article-title: A fuzzy queuing location model with a genetic algorithm for congested systems
  publication-title: Applied Mathematics and Computation
– volume: 26
  start-page: 238
  year: 1986
  end-page: 250
  ident: b18
  article-title: Location-allocation on congested networks
  publication-title: European Journal of Operational Research
– volume: 4
  start-page: 38
  year: 1957
  end-page: 91
  ident: b22
  article-title: Management models and industrial applications of linear programming
  publication-title: Management Science
– year: 2012
  ident: b46
  article-title: Chapter 3.1 weighting method
  publication-title: Nonlinear multiobjective optimization
– volume: 178
  start-page: 643
  year: 2007
  end-page: 662
  ident: b19
  article-title: A review of congestion models in the location of facilities with immobile servers
  publication-title: European Journal of Operational Research
– reference: .
– year: 2011
  ident: b68
  article-title: Chapter 1 introduction to fuzzy sets
  publication-title: Fuzzy set theory–and its applications
– volume: 31
  start-page: 764
  year: 1985
  end-page: 772
  ident: b25
  article-title: Locating a mobile server queueing facility on a tree network
  publication-title: Management Science
– volume: 120
  year: 2020
  ident: b41
  article-title: Drone-aided routing: A literature review
  publication-title: Transportation Research Part C (Emerging Technologies)
– start-page: 1
  year: 2022
  end-page: 30
  ident: b8
  article-title: A multi-objective integrated optimisation model for facility location and order allocation problem in a two-level supply chain network
  publication-title: Annals of Operations Research
– volume: 123
  year: 2020
  ident: b26
  article-title: Optimization for drone and drone-truck combined operations: A review of the state of the art and future directions
  publication-title: Computers & Operations Research
– volume: 157
  year: 2021
  ident: b31
  article-title: Improving service quality in a congested network with random breakdowns
  publication-title: Computers & Industrial Engineering
– volume: 10
  start-page: 484
  year: 2008
  end-page: 505
  ident: b10
  article-title: Facility location with stochastic demand and constraints on waiting time
  publication-title: Manufacturing & Service Operations Management
– volume: 46
  start-page: 112
  year: 2012
  end-page: 123
  ident: b39
  article-title: Location of temporary depots to facilitate relief operations after an earthquake
  publication-title: Socio-Economic Planning Sciences
– volume: 88
  start-page: 444
  year: 2015
  end-page: 457
  ident: b27
  article-title: Design of close-loop supply chain network under uncertainty using hybrid genetic algorithm: A fuzzy and chance-constrained programming model
  publication-title: Computers & Industrial Engineering
– volume: 172
  year: 2022
  ident: b64
  article-title: Robust service network design problem under uncertain demand
  publication-title: Computers & Industrial Engineering
– year: 2004
  ident: b45
  article-title: State EMS rural needs survey 2004
– volume: 38
  start-page: 933
  year: 2006
  end-page: 946
  ident: b16
  article-title: Locating service facilities to reduce lost demand
  publication-title: IIE Transactions
– year: 2012
  ident: 10.1016/j.cie.2023.109167_b46
  article-title: Chapter 3.1 weighting method
– volume: 72
  start-page: 411
  issue: 4
  year: 2018
  ident: 10.1016/j.cie.2023.109167_b50
  article-title: Optimization approaches for civil applications of unmanned aerial vehicles (UAVs) or aerial drones: A survey
  publication-title: Networks
  doi: 10.1002/net.21818
– volume: 4
  start-page: 38
  issue: 1
  year: 1957
  ident: 10.1016/j.cie.2023.109167_b22
  article-title: Management models and industrial applications of linear programming
  publication-title: Management Science
  doi: 10.1287/mnsc.4.1.38
– volume: 19
  start-page: 717
  issue: 6
  year: 1989
  ident: 10.1016/j.cie.2023.109167_b11
  article-title: A location model for a facility operating as an M/G/k queue
  publication-title: Networks
  doi: 10.1002/net.3230190609
– volume: 46
  start-page: 247
  issue: 2
  year: 2012
  ident: 10.1016/j.cie.2023.109167_b2
  article-title: Profit maximizing distributed service system design with congestion and elastic demand
  publication-title: Transportation Science
  doi: 10.1287/trsc.1110.0392
– volume: 1
  start-page: 138
  issue: 2
  year: 1955
  ident: 10.1016/j.cie.2023.109167_b24
  article-title: Optimal estimation of executive compensation by linear programming
  publication-title: Management Science
  doi: 10.1287/mnsc.1.2.138
– volume: 23
  start-page: 277
  issue: 4
  year: 1989
  ident: 10.1016/j.cie.2023.109167_b12
  article-title: The maximal expected covering location problem: Revisited
  publication-title: Transportation Science
  doi: 10.1287/trsc.23.4.277
– volume: 123
  year: 2020
  ident: 10.1016/j.cie.2023.109167_b26
  article-title: Optimization for drone and drone-truck combined operations: A review of the state of the art and future directions
  publication-title: Computers & Operations Research
  doi: 10.1016/j.cor.2020.105004
– volume: 88
  start-page: 444
  year: 2015
  ident: 10.1016/j.cie.2023.109167_b27
  article-title: Design of close-loop supply chain network under uncertainty using hybrid genetic algorithm: A fuzzy and chance-constrained programming model
  publication-title: Computers & Industrial Engineering
  doi: 10.1016/j.cie.2015.08.004
– volume: 272
  start-page: 1
  issue: 1
  year: 2019
  ident: 10.1016/j.cie.2023.109167_b13
  article-title: Recent optimization models and trends in location, relocation, and dispatching of emergency medical vehicles
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2018.02.055
– volume: 108
  start-page: 57
  year: 2019
  ident: 10.1016/j.cie.2023.109167_b55
  article-title: A congested capacitated multi-level fuzzy facility location problem: An efficient drone delivery system
  publication-title: Computers & Operations Research
  doi: 10.1016/j.cor.2019.04.001
– volume: 1
  start-page: 45
  issue: 1
  year: 1978
  ident: 10.1016/j.cie.2023.109167_b67
  article-title: Fuzzy programming and linear programming with several objective functions
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/0165-0114(78)90031-3
– volume: 28
  start-page: 167
  issue: 3
  year: 1994
  ident: 10.1016/j.cie.2023.109167_b42
  article-title: The queuing probabilistic location set covering problem and some extensions
  publication-title: Socio-Economic Planning Sciences
  doi: 10.1016/0038-0121(94)90003-5
– volume: 34
  start-page: 2621
  issue: 5
  year: 2022
  ident: 10.1016/j.cie.2023.109167_b5
  article-title: Convexification of queueing formulas by mixed-integer second-order cone programming: an application to a discrete location problem with congestion
  publication-title: INFORMS Journal on Computing
  doi: 10.1287/ijoc.2021.1125
– volume: 111
  start-page: 35
  issue: 1–4
  year: 2002
  ident: 10.1016/j.cie.2023.109167_b44
  article-title: Location–allocation of multiple-server service centers with constrained queues or waiting times
  publication-title: Annals of Operations Research
  doi: 10.1023/A:1020989316737
– year: 2023
  ident: 10.1016/j.cie.2023.109167_b6
  article-title: A hybrid population-based algorithm for solving the fuzzy capacitated maximal covering location problem
  publication-title: Computers & Industrial Engineering
  doi: 10.1016/j.cie.2023.108982
– volume: 177
  start-page: 1599
  issue: 3
  year: 2007
  ident: 10.1016/j.cie.2023.109167_b35
  article-title: Linear programming with fuzzy parameters: an interactive method resolution
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2005.10.002
– year: 2016
  ident: 10.1016/j.cie.2023.109167_b38
  article-title: The most staggering part about Amazon’s upcoming drone delivery service
  publication-title: Business Insider
– volume: 46
  start-page: 112
  issue: 2
  year: 2012
  ident: 10.1016/j.cie.2023.109167_b39
  article-title: Location of temporary depots to facilitate relief operations after an earthquake
  publication-title: Socio-Economic Planning Sciences
  doi: 10.1016/j.seps.2012.01.001
– volume: 22
  start-page: 2891
  issue: 9
  year: 2018
  ident: 10.1016/j.cie.2023.109167_b47
  article-title: Simultaneous selection of material and supplier under uncertainty in carton box industries: a fuzzy possibilistic multi-criteria approach
  publication-title: Soft Computing
  doi: 10.1007/s00500-017-2542-6
– volume: 178
  start-page: 643
  issue: 3
  year: 2007
  ident: 10.1016/j.cie.2023.109167_b19
  article-title: A review of congestion models in the location of facilities with immobile servers
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2006.04.044
– year: 2004
  ident: 10.1016/j.cie.2023.109167_b45
– volume: 111
  start-page: 17
  issue: 1–4
  year: 2002
  ident: 10.1016/j.cie.2023.109167_b61
  article-title: Algorithms for a facility location problem with stochastic customer demand and immobile servers
  publication-title: Annals of Operations Research
  doi: 10.1023/A:1020961732667
– volume: 80
  start-page: 74
  year: 2015
  ident: 10.1016/j.cie.2023.109167_b49
  article-title: A multi-objective healthcare inventory routing problem; a fuzzy possibilistic approach
  publication-title: Transportation Research Part E: Logistics and Transportation Review
  doi: 10.1016/j.tre.2015.04.010
– year: 2011
  ident: 10.1016/j.cie.2023.109167_b59
– volume: 8
  start-page: 338
  issue: 3
  year: 1965
  ident: 10.1016/j.cie.2023.109167_b66
  article-title: Fuzzy sets
  publication-title: Information and Control
  doi: 10.1016/S0019-9958(65)90241-X
– volume: 48
  start-page: 20
  year: 2014
  ident: 10.1016/j.cie.2023.109167_b60
  article-title: Efficient solution of a class of location–allocation problems with stochastic demand and congestion
  publication-title: Computers & Operations Research
  doi: 10.1016/j.cor.2014.02.014
– volume: 167
  start-page: 337
  issue: 1
  year: 2009
  ident: 10.1016/j.cie.2023.109167_b1
  article-title: The multiple server center location problem
  publication-title: Annals of Operations Research
  doi: 10.1007/s10479-008-0341-2
– volume: 120
  year: 2020
  ident: 10.1016/j.cie.2023.109167_b41
  article-title: Drone-aided routing: A literature review
  publication-title: Transportation Research Part C (Emerging Technologies)
– year: 2014
  ident: 10.1016/j.cie.2023.109167_b58
– volume: 170
  year: 2022
  ident: 10.1016/j.cie.2023.109167_b9
  article-title: Solving a new variant of the capacitated maximal covering location problem with fuzzy coverage area using metaheuristic approaches
  publication-title: Computers & Industrial Engineering
  doi: 10.1016/j.cie.2022.108315
– volume: 58
  start-page: 91
  issue: 1
  year: 2007
  ident: 10.1016/j.cie.2023.109167_b14
  article-title: The multiple server location problem
  publication-title: Journal of the Operational Research Society
  doi: 10.1057/palgrave.jors.2602126
– volume: 31
  start-page: 764
  issue: 6
  year: 1985
  ident: 10.1016/j.cie.2023.109167_b25
  article-title: Locating a mobile server queueing facility on a tree network
  publication-title: Management Science
  doi: 10.1287/mnsc.31.6.764
– volume: 181
  start-page: 440
  issue: 1
  year: 2006
  ident: 10.1016/j.cie.2023.109167_b54
  article-title: A fuzzy queuing location model with a genetic algorithm for congested systems
  publication-title: Applied Mathematics and Computation
  doi: 10.1016/j.amc.2005.12.058
– volume: 8
  start-page: 92
  issue: 1
  year: 2006
  ident: 10.1016/j.cie.2023.109167_b29
  article-title: Service system design with immobile servers, stochastic demand, and congestion
  publication-title: Manufacturing & Service Operations Management
  doi: 10.1287/msom.1050.0094
– year: 2022
  ident: 10.1016/j.cie.2023.109167_b20
  article-title: Drone network design for cardiac arrest response
  publication-title: Manufacturing & Service Operations Management
  doi: 10.1287/msom.2022.1092
– volume: 23
  start-page: 192
  issue: 3
  year: 1989
  ident: 10.1016/j.cie.2023.109167_b53
  article-title: The maximum availability location problem
  publication-title: Transportation Science
  doi: 10.1287/trsc.23.3.192
– volume: 154
  year: 2021
  ident: 10.1016/j.cie.2023.109167_b63
  article-title: Emergency facility location problems in logistics: Status and perspectives
  publication-title: Transportation Research Part E: Logistics and Transportation Review
  doi: 10.1016/j.tre.2021.102465
– volume: 26
  start-page: 238
  issue: 2
  year: 1986
  ident: 10.1016/j.cie.2023.109167_b18
  article-title: Location-allocation on congested networks
  publication-title: European Journal of Operational Research
  doi: 10.1016/0377-2217(86)90185-2
– volume: 17
  start-page: 48
  issue: 1
  year: 1983
  ident: 10.1016/j.cie.2023.109167_b28
  article-title: A maximum expected covering location model: formulation, properties and heuristic solution
  publication-title: Transportation Science
  doi: 10.1287/trsc.17.1.48
– year: 2018
  ident: 10.1016/j.cie.2023.109167_b56
  article-title: Chapter 4.4 priority queue disciplines
– ident: 10.1016/j.cie.2023.109167_b48
– volume: 15
  start-page: 143
  issue: 2
  year: 1988
  ident: 10.1016/j.cie.2023.109167_b52
  article-title: A reliability-constrained siting model with local estimates of busy fractions
  publication-title: Environment and Planning B: Planning and Design
  doi: 10.1068/b150143
– volume: 1
  start-page: 39
  issue: 1
  year: 1977
  ident: 10.1016/j.cie.2023.109167_b23
  article-title: Goal programming and multiple objective optimizations: Part 1
  publication-title: European Journal of Operational Research
  doi: 10.1016/S0377-2217(77)81007-2
– volume: 157
  year: 2021
  ident: 10.1016/j.cie.2023.109167_b31
  article-title: Improving service quality in a congested network with random breakdowns
  publication-title: Computers & Industrial Engineering
  doi: 10.1016/j.cie.2021.107226
– volume: 134
  year: 2020
  ident: 10.1016/j.cie.2023.109167_b37
  article-title: Organ transportation and allocation problem under medical uncertainty: A real case study of liver transplantation
  publication-title: Transportation Research Part E: Logistics and Transportation Review
  doi: 10.1016/j.tre.2020.101841
– volume: 59
  start-page: 1229
  issue: 9
  year: 2008
  ident: 10.1016/j.cie.2023.109167_b57
  article-title: Locating emergency services with different priorities: the priority queuing covering location problem
  publication-title: Journal of the Operational Research Society
  doi: 10.1057/palgrave.jors.2602473
– year: 2019
  ident: 10.1016/j.cie.2023.109167_b36
  article-title: Chapter 2.7 Poisson arrivals see time average (PASTA)
– volume: 116
  start-page: 80
  issue: 1
  year: 1999
  ident: 10.1016/j.cie.2023.109167_b21
  article-title: An exact algorithm for the fuzzy p-median problem
  publication-title: European Journal of Operational Research
  doi: 10.1016/S0377-2217(98)00330-0
– volume: 21
  start-page: 207
  issue: 3
  year: 1987
  ident: 10.1016/j.cie.2023.109167_b17
  article-title: The stochastic queue p-median problem
  publication-title: Transportation Science
  doi: 10.1287/trsc.21.3.207
– year: 2011
  ident: 10.1016/j.cie.2023.109167_b68
  article-title: Chapter 1 introduction to fuzzy sets
– start-page: 477
  year: 2019
  ident: 10.1016/j.cie.2023.109167_b15
  article-title: Chapter 17 stochastic location models with congestion
– volume: 274
  start-page: 417
  issue: 2
  year: 2019
  ident: 10.1016/j.cie.2023.109167_b4
  article-title: Service system design for managing interruption risks: A backup-service risk-mitigation strategy
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2018.03.028
– volume: 26
  start-page: 2561
  issue: 6
  year: 2019
  ident: 10.1016/j.cie.2023.109167_b32
  article-title: Designing service system networks with interruption risks
  publication-title: International Transactions in Operational Research
  doi: 10.1111/itor.12402
– volume: 253
  start-page: 275
  issue: 1
  year: 2017
  ident: 10.1016/j.cie.2023.109167_b33
  article-title: Facility location under service level constraints for heterogeneous customers
  publication-title: Annals of Operations Research
  doi: 10.1007/s10479-016-2353-7
– volume: 38
  start-page: 933
  issue: 11
  year: 2006
  ident: 10.1016/j.cie.2023.109167_b16
  article-title: Locating service facilities to reduce lost demand
  publication-title: IIE Transactions
  doi: 10.1080/07408170600856722
– year: 2022
  ident: 10.1016/j.cie.2023.109167_b51
  article-title: 15 Best Long Range Drones in 2022 and how far can drones fly
  publication-title: Dronesgator
– volume: 1
  start-page: 20
  issue: 1
  year: 2004
  ident: 10.1016/j.cie.2023.109167_b30
  article-title: Operations research models for the deployment of emergency services vehicles
  publication-title: EMS Management Journal
– volume: 172
  year: 2022
  ident: 10.1016/j.cie.2023.109167_b64
  article-title: Robust service network design problem under uncertain demand
  publication-title: Computers & Industrial Engineering
  doi: 10.1016/j.cie.2022.108615
– volume: 1
  start-page: 3
  issue: 1
  year: 1978
  ident: 10.1016/j.cie.2023.109167_b65
  article-title: Fuzzy sets as a basis for a theory of possibility
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/0165-0114(78)90029-5
– year: 2018
  ident: 10.1016/j.cie.2023.109167_b3
– volume: 2674
  start-page: 405
  issue: 5
  year: 2020
  ident: 10.1016/j.cie.2023.109167_b7
  article-title: Design of hospital delivery networks using unmanned aerial vehicles
  publication-title: Transportation Research Record
  doi: 10.1177/0361198120915891
– volume: 4
  start-page: 379
  issue: 04
  year: 1996
  ident: 10.1016/j.cie.2023.109167_b34
  article-title: Ranking fuzzy numbers through the comparison of its expected intervals
  publication-title: International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
  doi: 10.1142/S0218488596000226
– start-page: 1
  year: 2022
  ident: 10.1016/j.cie.2023.109167_b8
  article-title: A multi-objective integrated optimisation model for facility location and order allocation problem in a two-level supply chain network
  publication-title: Annals of Operations Research
– volume: 128
  start-page: 1
  year: 2019
  ident: 10.1016/j.cie.2023.109167_b40
  article-title: Integrated temporary facility location and casualty allocation planning for post-disaster humanitarian medical service
  publication-title: Transportation Research Part E: Logistics and Transportation Review
  doi: 10.1016/j.tre.2019.05.008
– volume: 93
  start-page: 110
  issue: 1
  year: 1996
  ident: 10.1016/j.cie.2023.109167_b43
  article-title: The queueing maximal availability location problem: a model for the siting of emergency vehicles
  publication-title: European Journal of Operational Research
  doi: 10.1016/0377-2217(95)00182-4
– year: 2022
  ident: 10.1016/j.cie.2023.109167_b62
– volume: 10
  start-page: 484
  issue: 3
  year: 2008
  ident: 10.1016/j.cie.2023.109167_b10
  article-title: Facility location with stochastic demand and constraints on waiting time
  publication-title: Manufacturing & Service Operations Management
  doi: 10.1287/msom.1070.0182
SSID ssj0004591
Score 2.4577749
Snippet Emergency medical service (EMS) plays an essential role in modern emergency and health systems; however, the delivery service via traditional ground vehicles...
SourceID crossref
elsevier
SourceType Enrichment Source
Index Database
Publisher
StartPage 109167
SubjectTerms Drone delivery
Facility location
Fuzzy programming
Queuing
Second-order conic programming
Weighted goal programming
Title A multi-objective fuzzy facility location problem with congestion and priority for drone-based emergency deliveries
URI https://dx.doi.org/10.1016/j.cie.2023.109167
Volume 179
WOSCitedRecordID wos000966432600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection Journals 2021
  issn: 0360-8352
  databaseCode: AIEXJ
  dateStart: 19950101
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://www.sciencedirect.com
  omitProxy: false
  ssIdentifier: ssj0004591
  providerName: Elsevier
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwELaWLQc4UCggChT5wIkqqzy8a_u4qopahCqQirTiEjm2Q7NaZVf7qNr-Cn4y4_iRdKGIHrhEkeU4UebLzMT-_A1C78tYDFUisgiiK4mIhE9KSJJFKlGEa0EhgjWS-Z_p2RmbTPiXXu-n3wtzOaN1za6u-OK_mhrawNhm6-w9zB0GhQY4B6PDEcwOx38y_NiSBKN5MbXO7LDc3Nxcm8o6VZNzm_DVWN0Vkwn0c7PU5NnJi2U1N3XtGhqiWs5rHZmApw512K-p9MyQOjwL0csduDIRqwZUVVsZRLfKh-0svvU0kypA9PuFsGtBlVE9ackH2vY8utiExq-V5f3XP67FvDt7kXa4gmHXVhyZLPCWR7b1ZZxPNdKltmTHb-7ezjxMB-AGB2b0Qdv3trT2VsgLRETPcZvmMERuhsjtEA_QTkqHnPXRzvj0ePKpo0BvqzD65_Yr5Q1ncOs5_pzrdPKX86foifvxwGMLmGeop-s9tOt-QrBz8as99LijUPkcrcZ4C024QRP2aMIeTdihCRs04RZNGNCEPZowoAl30IQDmnCLphfo28fj86OTyNXpiGTK6TrS4PYzI4KkxVAqauSItGJcQPYuRkQJqriKC0JFUiasTCjVQqikZHGmZDaSMnuJ-jXc-RXCBVcQgWkhC0VISZngYpSlokxjVjAlh_so9m8ULGbJKqaWyiy_05L76EO4ZGEVXP7WmXgz5S4FtallDpC7-7LX97nHG_So_RLeov56udEH6KG8XFer5TuHt1-LyatG
linkProvider Elsevier
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+multi-objective+fuzzy+facility+location+problem+with+congestion+and+priority+for+drone-based+emergency+deliveries&rft.jtitle=Computers+%26+industrial+engineering&rft.au=Wang%2C+Xin&rft.au=Zhao%2C+Jiemin&rft.au=Cheng%2C+Chun&rft.au=Qi%2C+Mingyao&rft.date=2023-05-01&rft.issn=0360-8352&rft.volume=179&rft.spage=109167&rft_id=info:doi/10.1016%2Fj.cie.2023.109167&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_cie_2023_109167
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0360-8352&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0360-8352&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0360-8352&client=summon