How Digital Twin Concept Supports Internal Transport Systems?—Literature Review

In the Industry 4.0 era, the Digital Twin has become one of the most promising enabling technologies supporting material flow. Although the literature on the Digital Twin is becoming relatively well explored, including a certain number of review papers, the context of the Digital Twins application i...

Full description

Saved in:
Bibliographic Details
Published inEnergies (Basel) Vol. 14; no. 16; p. 4919
Main Authors Kosacka-Olejnik, Monika, Kostrzewski, Mariusz, Marczewska, Magdalena, Mrówczyńska, Bogna, Pawlewski, Paweł
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.08.2021
Subjects
Online AccessGet full text

Cover

Loading…
Abstract In the Industry 4.0 era, the Digital Twin has become one of the most promising enabling technologies supporting material flow. Although the literature on the Digital Twin is becoming relatively well explored, including a certain number of review papers, the context of the Digital Twins application in internal transport systems has not been investigated so far. This paper thoroughly reviews the research on the Digital Twins applied in internal transport systems concerning major research trends within this research area and identification of future research directions. It provides clarification of various definitions related to the Digital Twin concept, including misconceptions such as a digital shadow, a digital model, and a digital mirror. Additionally, the relationships between terms such as material handling, material flow, and intralogistics in the context of internal transport systems coupled with the Digital Twin are explained. This paper’s contribution to the current state of the art of the Digital Twins is three-fold: (1) recognition of the most influential and high-impact journals, papers, and researchers; (2) identification of the major research trends related to the Digital Twins applications in internal transport systems, and (3) presentation of future research agendas in investigating Digital Twins applied for internal transport systems.
AbstractList In the Industry 4.0 era, the Digital Twin has become one of the most promising enabling technologies supporting material flow. Although the literature on the Digital Twin is becoming relatively well explored, including a certain number of review papers, the context of the Digital Twins application in internal transport systems has not been investigated so far. This paper thoroughly reviews the research on the Digital Twins applied in internal transport systems concerning major research trends within this research area and identification of future research directions. It provides clarification of various definitions related to the Digital Twin concept, including misconceptions such as a digital shadow, a digital model, and a digital mirror. Additionally, the relationships between terms such as material handling, material flow, and intralogistics in the context of internal transport systems coupled with the Digital Twin are explained. This paper’s contribution to the current state of the art of the Digital Twins is three-fold: (1) recognition of the most influential and high-impact journals, papers, and researchers; (2) identification of the major research trends related to the Digital Twins applications in internal transport systems, and (3) presentation of future research agendas in investigating Digital Twins applied for internal transport systems.
Author Kostrzewski, Mariusz
Marczewska, Magdalena
Pawlewski, Paweł
Mrówczyńska, Bogna
Kosacka-Olejnik, Monika
Author_xml – sequence: 1
  givenname: Monika
  orcidid: 0000-0001-6950-2728
  surname: Kosacka-Olejnik
  fullname: Kosacka-Olejnik, Monika
– sequence: 2
  givenname: Mariusz
  orcidid: 0000-0001-5078-4067
  surname: Kostrzewski
  fullname: Kostrzewski, Mariusz
– sequence: 3
  givenname: Magdalena
  orcidid: 0000-0003-4301-2741
  surname: Marczewska
  fullname: Marczewska, Magdalena
– sequence: 4
  givenname: Bogna
  orcidid: 0000-0002-7582-2434
  surname: Mrówczyńska
  fullname: Mrówczyńska, Bogna
– sequence: 5
  givenname: Paweł
  orcidid: 0000-0002-2494-7712
  surname: Pawlewski
  fullname: Pawlewski, Paweł
BookMark eNpNUU1LAzEQDaKg1l78BQvehGoms5ttTiL1o4WCaOs5ZDfTsqVu1iS19OaP8Bf6S9xaUecyw3uPN8y8Y7Zfu5oYOwV-gaj4JdWQgkwVqD12BErJHvAc9__Nh6wbwoK3hQiIeMQeh26d3FTzKpplMl1XdTJwdUlNTCarpnE-hmRUR_L1lvamDlssmWxCpJdw9fn-Ma5a1sSVp-SJ3ipan7CDmVkG6v70Dnu-u50Ohr3xw_1ocD3ulSgh9oo85VkfCmtzOwMyxmSYilJKQUhkBc04pJmFrDRSFWgkWCpACVnkOQpQ2GGjna91ZqEbX70Yv9HOVPobcH6ujY9VuSRt0tIK7LffySnlmLaOWV_xnPctB1WI1uts59V497qiEPXCrbY3By0ymQmBKodWdb5Tld6F4Gn2uxW43iag_xLAL859edI
CitedBy_id crossref_primary_10_1016_j_future_2024_04_011
crossref_primary_10_1016_j_tranpol_2024_02_014
crossref_primary_10_3390_fi13120308
crossref_primary_10_3390_futuretransp3010005
crossref_primary_10_3390_su16093857
crossref_primary_10_3390_systems12010026
crossref_primary_10_1016_j_procir_2023_09_004
crossref_primary_10_3390_en16093922
crossref_primary_10_3390_sym16040448
crossref_primary_10_1016_j_compstruc_2024_107342
crossref_primary_10_1007_s40436_023_00450_4
crossref_primary_10_1016_j_cogr_2023_04_003
crossref_primary_10_1109_ACCESS_2022_3223557
crossref_primary_10_1016_j_jii_2022_100354
crossref_primary_10_3390_app12126039
crossref_primary_10_1590_0103_6513_20210037
crossref_primary_10_3390_pr12010180
crossref_primary_10_1186_s10033_024_01012_w
crossref_primary_10_1108_JGOSS_04_2023_0024
crossref_primary_10_1016_j_procs_2022_09_535
crossref_primary_10_1016_j_rcim_2023_102592
crossref_primary_10_1016_j_procs_2022_09_357
crossref_primary_10_1016_j_techsoc_2023_102415
crossref_primary_10_3390_en15051726
crossref_primary_10_1016_j_tra_2023_103686
crossref_primary_10_1007_s11042_023_15086_6
Cites_doi 10.1109/GloSIC.2018.8570075
10.1016/j.trpro.2019.07.137
10.1007/978-3-319-51133-7_9
10.1016/j.compind.2020.103316
10.1016/j.jmsy.2021.02.016
10.1109/ETFA.2019.8869405
10.1109/ICITM.2018.8333930
10.3390/s20113046
10.1016/j.ifacol.2018.08.474
10.1007/s40436-020-00302-5
10.1016/j.jmsy.2021.07.010
10.1109/ETFA46521.2020.9212089
10.1016/j.energy.2020.119712
10.1007/978-3-030-33585-4_63
10.1016/j.promfg.2017.04.043
10.1016/j.procir.2018.03.188
10.15530/urtec-2018-2902186
10.1145/3387940.3392199
10.1016/j.promfg.2017.04.039
10.1016/j.ifacol.2019.11.516
10.1016/j.jclepro.2021.127278
10.1109/ICE.2019.8792613
10.1002/(SICI)1097-4571(199009)41:6<433::AID-ASI11>3.0.CO;2-Q
10.1007/978-3-030-49435-3_5
10.1007/s11018-012-9999-6
10.3390/app9183780
10.1016/j.procir.2019.04.305
10.1016/j.rcim.2019.101849
10.3390/app9071287
10.1016/j.jclepro.2006.08.006
10.1002/asi.22990
10.1109/TII.2018.2873186
10.1002/(SICI)1097-4571(199105)42:4<290::AID-ASI5>3.0.CO;2-9
10.1016/j.promfg.2020.10.228
10.1088/1757-899X/862/4/042025
10.2514/6.2012-1818
10.1016/j.engappai.2018.11.007
10.1080/0951192X.2018.1529430
10.15439/2017F253
10.1016/j.jclepro.2019.04.156
10.1016/j.rcim.2019.101917
10.1007/s11192-009-0146-3
10.5545/sv-jme.2019.6331
10.1016/j.procir.2015.08.031
10.1002/mawe.201300068
10.1504/IJCAT.2017.086018
10.1109/WSC.2012.6465069
10.3390/app11010339
10.1007/978-3-030-58555-6_8
10.1007/s12599-021-00727-7
10.1007/978-3-030-33585-4_62
10.1145/3351917.3351979
10.1016/j.jmsy.2021.05.017
10.1016/j.promfg.2020.10.041
10.2495/DNE-V13-N3-260-271
10.1109/BigData.2018.8622160
10.3926/jiem.1940
10.1016/j.promfg.2020.01.228
10.1080/17517575.2018.1526324
10.3103/S1068798X19060157
10.1088/1757-899X/971/3/032094
10.1109/INDIN.2018.8471979
10.1109/ACCESS.2020.3041357
10.1177/1094428114562629
10.2514/6.2017-0863
10.1109/RusAutoCon49822.2020.9208179
10.1007/s40684-020-00196-5
10.1016/j.promfg.2019.03.031
10.1007/978-3-030-27878-6_5
10.1109/IAI50351.2020.9262158
10.1109/ACCESS.2020.2998358
10.1177/18479790211024131
10.1016/j.compind.2019.103130
10.1080/0951192X.2021.1872099
10.1145/3307363.3307370
10.1016/j.compind.2020.103264
10.1109/ETFA46521.2020.9212165
10.1016/j.rcim.2018.11.004
10.1080/0951192X.2020.1815850
10.1016/j.promfg.2017.07.198
10.1109/ACCTHPA49271.2020.9213235
10.3390/en13226062
10.1016/j.resconrec.2019.06.002
ContentType Journal Article
Copyright 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
COVID
DWQXO
PIMPY
PQEST
PQQKQ
PQUKI
PRINS
DOA
DOI 10.3390/en14164919
DatabaseName CrossRef
ProQuest Central (Alumni)
ProQuest Central
ProQuest Central Essentials
AUTh Library subscriptions: ProQuest Central
ProQuest One Community College
Coronavirus Research Database
ProQuest Central
Publicly Available Content Database
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
ProQuest Central
ProQuest One Academic UKI Edition
ProQuest Central Essentials
ProQuest Central Korea
ProQuest One Academic Eastern Edition
Coronavirus Research Database
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Academic
ProQuest Central China
DatabaseTitleList
Publicly Available Content Database
CrossRef
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: BENPR
  name: AUTh Library subscriptions: ProQuest Central
  url: https://www.proquest.com/central
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1996-1073
ExternalDocumentID oai_doaj_org_article_a4cd2381417e4034a695890708d019b2
10_3390_en14164919
GroupedDBID 29G
2WC
2XV
5GY
5VS
7XC
8FE
8FG
8FH
AADQD
AAHBH
AAYXX
ABDBF
ABJCF
ADBBV
AENEX
AFKRA
AFZYC
ALMA_UNASSIGNED_HOLDINGS
ATCPS
BCNDV
BENPR
BHPHI
CCPQU
CITATION
CS3
DU5
EBS
ESX
FRP
GROUPED_DOAJ
GX1
HCIFZ
I-F
IAO
ITC
KQ8
L6V
L8X
M7S
MODMG
M~E
OK1
P2P
PATMY
PIMPY
PROAC
PYCSY
RIG
TR2
TUS
ABUWG
AZQEC
COVID
DWQXO
PQEST
PQQKQ
PQUKI
PRINS
ID FETCH-LOGICAL-c361t-b740581bdd7df1eaaa5342c662e3eed2ef0145d15ca69b3a61deb1926b7732193
IEDL.DBID COVID
ISSN 1996-1073
IngestDate Tue Oct 22 15:14:13 EDT 2024
Thu Oct 10 22:50:46 EDT 2024
Wed Jul 17 12:58:14 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 16
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c361t-b740581bdd7df1eaaa5342c662e3eed2ef0145d15ca69b3a61deb1926b7732193
ORCID 0000-0001-5078-4067
0000-0002-2494-7712
0000-0001-6950-2728
0000-0003-4301-2741
0000-0002-7582-2434
OpenAccessLink https://proxy.k.utb.cz/login?url=https://www.proquest.com/docview/2565223971?pq-origsite=%requestingapplication%
PQID 2565223971
PQPubID 2032402
ParticipantIDs doaj_primary_oai_doaj_org_article_a4cd2381417e4034a695890708d019b2
proquest_journals_2565223971
crossref_primary_10_3390_en14164919
PublicationCentury 2000
PublicationDate 2021-08-01
PublicationDateYYYYMMDD 2021-08-01
PublicationDate_xml – month: 08
  year: 2021
  text: 2021-08-01
  day: 01
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Energies (Basel)
PublicationYear 2021
Publisher MDPI AG
Publisher_xml – name: MDPI AG
References Greif (ref_82) 2020; 121
Okunev (ref_29) 2019; 39
Zupan (ref_102) 2019; 65
White (ref_55) 1998; 49
Bazaz (ref_94) 2020; 51
Kartnig (ref_34) 2012; 40
ref_11
ref_98
Binder (ref_33) 2007; 15
Grigoriev (ref_31) 2013; 44
ref_95
ref_17
Wang (ref_66) 2020; 61
Park (ref_93) 2020; 33
ref_24
ref_23
ref_22
ref_21
ref_20
Zupic (ref_51) 2015; 18
Grigoriev (ref_28) 2012; 55
Gorodetsky (ref_104) 2019; 11710
Nikolakis (ref_63) 2019; 32
Muhuri (ref_5) 2019; 78
Leng (ref_108) 2021; 306
Nota (ref_43) 2021; 13
ref_72
ref_71
Boyack (ref_52) 2014; 65
ref_70
Kuehn (ref_2) 2018; 13
Chen (ref_8) 2021; 220
Liebenberg (ref_87) 2020; 12127
Toledo (ref_10) 2021; Volume 98
ref_77
ref_76
ref_75
ref_74
ref_73
Waltman (ref_49) 2010; 84
ref_83
Kodym (ref_80) 2019; 19
ref_81
Agalianos (ref_26) 2020; 51
Defraeye (ref_67) 2019; 149
(ref_19) 2020; 1072
Vasant (ref_18) 2020; Volume 1072
ref_89
Barykin (ref_90) 2020; 5
Bauernhansl (ref_69) 2018; 72
ref_84
ref_50
Grigoriev (ref_30) 2016; 41
ref_57
Agostino (ref_91) 2020; 289
ref_56
(ref_96) 2020; 7
Negri (ref_12) 2017; 11
ref_59
ref_60
ref_65
ref_62
Uhlemann (ref_41) 2017; 9
Borisoglebskaya (ref_85) 2020; 862
Grigoriev (ref_48) 2020; 971
Bao (ref_42) 2019; 13
Guo (ref_68) 2020; 63
Kavka (ref_78) 2018; 18
Hu (ref_88) 2020; 589
Grieves (ref_46) 2014; 1
McCain (ref_53) 1990; 41
ref_36
Schmetz (ref_4) 2020; 7
Kavka (ref_79) 2019; 19
Diaz (ref_97) 2020; 8
Constantinescu (ref_103) 2019; 39
ref_111
ref_110
Haag (ref_45) 2019; 84
ref_112
Cimino (ref_13) 2019; 113
Tao (ref_25) 2019; 15
Sanders (ref_38) 2016; 9
He (ref_14) 2021; 9
Efthymiou (ref_32) 2019; 13
ref_37
Skokan (ref_27) 2019; 40
Hauge (ref_92) 2020; 591
(ref_39) 2021; 23
Brenner (ref_58) 2017; 9
ref_106
ref_105
Hofmann (ref_99) 2019; 52
ref_107
Schuhmacher (ref_35) 2019; 31
Errandonea (ref_16) 2020; 123
ref_109
ref_47
Kritzinger (ref_15) 2018; 51
Tay (ref_6) 2018; 10
Fuller (ref_44) 2020; 8
Kaewunruen (ref_100) 2019; 228
Choi (ref_64) 2017; 55
ref_40
ref_101
ref_1
Puljiz (ref_61) 2019; 57
McCain (ref_54) 1991; 42
ref_3
ref_9
Liu (ref_86) 2020; 9
ref_7
References_xml – ident: ref_71
  doi: 10.1109/GloSIC.2018.8570075
– volume: 40
  start-page: 978
  year: 2019
  ident: ref_27
  article-title: Designing of Logistics Systems with Using of Computer Simulation and Emulation
  publication-title: Transp. Res. Procedia
  doi: 10.1016/j.trpro.2019.07.137
  contributor:
    fullname: Skokan
– ident: ref_62
  doi: 10.1007/978-3-319-51133-7_9
– volume: 123
  start-page: 103
  year: 2020
  ident: ref_16
  article-title: Digital Twin for Maintenance: A Literature Review
  publication-title: Comput. Ind.
  doi: 10.1016/j.compind.2020.103316
  contributor:
    fullname: Errandonea
– ident: ref_109
  doi: 10.1016/j.jmsy.2021.02.016
– volume: 9
  start-page: 258
  year: 2020
  ident: ref_86
  article-title: Digital Twinning for Productivity Improvement Opportunities with Robotic Process Automation: Case of Greenfield Hospital
  publication-title: Int. J. Mech. Eng. Robot. Res.
  contributor:
    fullname: Liu
– volume: 18
  start-page: 701
  year: 2018
  ident: ref_78
  article-title: Smart Units in Control of Logistics Processes
  publication-title: Int. Multidiscip. Sci. Geo Conf. SGEM Sofia
  contributor:
    fullname: Kavka
– ident: ref_98
  doi: 10.1109/ETFA.2019.8869405
– ident: ref_7
  doi: 10.1109/ICITM.2018.8333930
– ident: ref_3
  doi: 10.3390/s20113046
– volume: 51
  start-page: 1016
  year: 2018
  ident: ref_15
  article-title: Digital Twin in Manufacturing: A Categorical Literature Review and Classification
  publication-title: IFAC Papers OnLine
  doi: 10.1016/j.ifacol.2018.08.474
  contributor:
    fullname: Kritzinger
– volume: 9
  start-page: 1
  year: 2021
  ident: ref_14
  article-title: Digital Twin-Based Sustainable Intelligent Manufacturing: A Review
  publication-title: Adv. Manuf.
  doi: 10.1007/s40436-020-00302-5
  contributor:
    fullname: He
– ident: ref_106
  doi: 10.1016/j.jmsy.2021.07.010
– ident: ref_24
  doi: 10.1109/ETFA46521.2020.9212089
– volume: 220
  start-page: 119
  year: 2021
  ident: ref_8
  article-title: Digital Twins for Information-Sharing in Remanufacturing Supply Chain: A Review
  publication-title: Energy
  doi: 10.1016/j.energy.2020.119712
  contributor:
    fullname: Chen
– volume: 13
  start-page: 1370
  year: 2019
  ident: ref_32
  article-title: Current Status of Industry 4.0 in Material Handling Automation and In-House Logistics
  publication-title: Int. J. Ind. Manuf. Eng.
  contributor:
    fullname: Efthymiou
– volume: 49
  start-page: 327
  year: 1998
  ident: ref_55
  article-title: Visualizing a Discipline: An Author Co-Citation Analysis of Information Science, 1972–1995
  publication-title: J. Am. Soc. Inf. Sci.
  contributor:
    fullname: White
– volume: 40
  start-page: 193
  year: 2012
  ident: ref_34
  article-title: Past, State-of-the-Art and Future of Intralogistics in Relation to Megatrends
  publication-title: FME Trans.
  contributor:
    fullname: Kartnig
– volume: Volume 1072
  start-page: 653
  year: 2020
  ident: ref_18
  article-title: Digital Twins in Supply Chain Management: A Brief Literature Review
  publication-title: Intelligent Computing and Optimization
  doi: 10.1007/978-3-030-33585-4_63
  contributor:
    fullname: Vasant
– volume: 9
  start-page: 113
  year: 2017
  ident: ref_41
  article-title: The Digital Twin: Demonstrating the Potential of Real Time Data Acquisition in Production Systems
  publication-title: Procedia Manuf.
  doi: 10.1016/j.promfg.2017.04.043
  contributor:
    fullname: Uhlemann
– volume: 72
  start-page: 69
  year: 2018
  ident: ref_69
  article-title: The Digital Shadow of Production—A Concept for the Effective and Efficient Information Supply in Dynamic Industrial Environments
  publication-title: Procedia CIRP
  doi: 10.1016/j.procir.2018.03.188
  contributor:
    fullname: Bauernhansl
– ident: ref_72
  doi: 10.15530/urtec-2018-2902186
– ident: ref_22
  doi: 10.1145/3387940.3392199
– volume: 9
  start-page: 198
  year: 2017
  ident: ref_58
  article-title: Digital Twin as Enabler for an Innovative Digital Shopfloor Management System in the ESB Logistics Learning Factory at Reutlingen—University
  publication-title: Procedia Manuf.
  doi: 10.1016/j.promfg.2017.04.039
  contributor:
    fullname: Brenner
– volume: 52
  start-page: 2104
  year: 2019
  ident: ref_99
  article-title: Implementation of an IoT- And Cloud-Based Digital Twin for Real-Time Decision Support in Port Operations
  publication-title: IFAC Papers OnLine
  doi: 10.1016/j.ifacol.2019.11.516
  contributor:
    fullname: Hofmann
– volume: 306
  start-page: 127278
  year: 2021
  ident: ref_108
  article-title: Digital Twins-Based Remote Semi-Physical Commissioning of Flow-Type Smart Manufacturing Systems
  publication-title: J. Clean. Produc.
  doi: 10.1016/j.jclepro.2021.127278
  contributor:
    fullname: Leng
– ident: ref_17
  doi: 10.1109/ICE.2019.8792613
– ident: ref_59
– volume: 591
  start-page: 625
  year: 2020
  ident: ref_92
  article-title: Digital and Physical Testbed for Production Logistics Operations
  publication-title: IFIP Adv. Inf. Commun. Technol.
  contributor:
    fullname: Hauge
– volume: 41
  start-page: 433
  year: 1990
  ident: ref_53
  article-title: Mapping Authors in Intellectual Space: A Technical Overview
  publication-title: J. Am. Soc. Inf. Sci.
  doi: 10.1002/(SICI)1097-4571(199009)41:6<433::AID-ASI11>3.0.CO;2-Q
  contributor:
    fullname: McCain
– volume: 12127
  start-page: 70
  year: 2020
  ident: ref_87
  article-title: Information Systems Engineering with Digital Shadows: Concept and Case Studies: An Exploratory Paper
  publication-title: Lect. Notes Comput. Sci.
  doi: 10.1007/978-3-030-49435-3_5
  contributor:
    fullname: Liebenberg
– volume: 55
  start-page: 555
  year: 2012
  ident: ref_28
  article-title: Control of Parameters of the Cutting Process on the Basis of Diagnostics of the Machine Tool and Workpiece
  publication-title: Meas. Tech.
  doi: 10.1007/s11018-012-9999-6
  contributor:
    fullname: Grigoriev
– ident: ref_75
  doi: 10.3390/app9183780
– ident: ref_11
– volume: 84
  start-page: 1082
  year: 2019
  ident: ref_45
  article-title: Automated Generation of As-Manufactured Geometric Representations for Digital Twins Using STEP
  publication-title: Procedia CIRP
  doi: 10.1016/j.procir.2019.04.305
  contributor:
    fullname: Haag
– volume: 61
  start-page: 101849
  year: 2020
  ident: ref_66
  article-title: A Proactive Material Handling Method for CPS Enabled Shop-Floor
  publication-title: Robot. Comput. Integr. Manuf.
  doi: 10.1016/j.rcim.2019.101849
  contributor:
    fullname: Wang
– ident: ref_77
  doi: 10.3390/app9071287
– volume: 15
  start-page: 1596
  year: 2007
  ident: ref_33
  article-title: From Material Flow Analysis to Material Flow Management Part I: Social Sciences Modeling Approaches Coupled to MFA
  publication-title: J. Clean. Product.
  doi: 10.1016/j.jclepro.2006.08.006
  contributor:
    fullname: Binder
– volume: 65
  start-page: 670
  year: 2014
  ident: ref_52
  article-title: Creation of a Highly Detailed, Dynamic, Global Model and Map of Science
  publication-title: J. Assoc. Inf. Sci. Technol.
  doi: 10.1002/asi.22990
  contributor:
    fullname: Boyack
– volume: 15
  start-page: 2405
  year: 2019
  ident: ref_25
  article-title: Digital Twin in Industry: State-of-the-Art
  publication-title: IEEE Trans. Ind Inf.
  doi: 10.1109/TII.2018.2873186
  contributor:
    fullname: Tao
– volume: 42
  start-page: 290
  year: 1991
  ident: ref_54
  article-title: Mapping Economics through the Journal Literature: An Experiment in Journal Cocitation Analysis
  publication-title: J. Am. Soc. Inf. Sci.
  doi: 10.1002/(SICI)1097-4571(199105)42:4<290::AID-ASI5>3.0.CO;2-9
  contributor:
    fullname: McCain
– volume: 51
  start-page: 1636
  year: 2020
  ident: ref_26
  article-title: Discrete Event Simulation and Digital Twins: Review and Challenges for Logistics
  publication-title: Procedia Manuf.
  doi: 10.1016/j.promfg.2020.10.228
  contributor:
    fullname: Agalianos
– volume: Volume 98
  start-page: 924
  year: 2021
  ident: ref_10
  article-title: Digital Twins in Architecture, Engineering, Construction and Operations. A Brief Review and Analysis
  publication-title: Proceedings of the 18th International Conference on Computing in Civil and Building Engineering
  contributor:
    fullname: Toledo
– volume: 862
  start-page: 042025
  year: 2020
  ident: ref_85
  article-title: Digital Algorithms for Supply Chain Automation of Mechanical Engineering Production
  publication-title: IOP Conf. Ser. Mater. Sci. Eng.
  doi: 10.1088/1757-899X/862/4/042025
  contributor:
    fullname: Borisoglebskaya
– ident: ref_57
  doi: 10.2514/6.2012-1818
– volume: 7
  start-page: 164112
  year: 2020
  ident: ref_96
  article-title: A Proposal for the Supply Chain Design: A Digitization Approach
  publication-title: EAI Endorsed Trans. Energy Web
– volume: 78
  start-page: 218
  year: 2019
  ident: ref_5
  article-title: Industry 4.0: A Bibliometric Analysis and Detailed Overview
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2018.11.007
  contributor:
    fullname: Muhuri
– ident: ref_112
– volume: 32
  start-page: 1
  year: 2019
  ident: ref_63
  article-title: The Digital Twin Implementation for Linking the Virtual Representation of Human-Based Production Tasks to Their Physical Counterpart in the Factory-Floor
  publication-title: Int. J. Comput. Integr. Manuf.
  doi: 10.1080/0951192X.2018.1529430
  contributor:
    fullname: Nikolakis
– ident: ref_89
– volume: 19
  start-page: 249
  year: 2019
  ident: ref_80
  article-title: Digital Twins in the Production Organization
  publication-title: Int. Multidiscip. Sci. GeoConference SGEM
  contributor:
    fullname: Kodym
– ident: ref_65
  doi: 10.15439/2017F253
– volume: 228
  start-page: 1537
  year: 2019
  ident: ref_100
  article-title: Digital Twin Aided Sustainability-Based Lifecycle Management for Railway Turnout Systems
  publication-title: J. Clean. Product.
  doi: 10.1016/j.jclepro.2019.04.156
  contributor:
    fullname: Kaewunruen
– ident: ref_36
– volume: 63
  start-page: 101917
  year: 2020
  ident: ref_68
  article-title: Digital Twin-Enabled Graduation Intelligent Manufacturing System for Fixed-Position Assembly Islands
  publication-title: Robot. Comput. Integr. Manuf.
  doi: 10.1016/j.rcim.2019.101917
  contributor:
    fullname: Guo
– volume: 84
  start-page: 523
  year: 2010
  ident: ref_49
  article-title: Software Survey: VOSviewer, a Computer Program for Bibliometric Mapping
  publication-title: Scientometrics
  doi: 10.1007/s11192-009-0146-3
  contributor:
    fullname: Waltman
– ident: ref_95
– volume: 19
  start-page: 251
  year: 2019
  ident: ref_79
  article-title: Principles of Industry 4.0 in Teaching of Logistics
  publication-title: Int. Multidiscip. Sci. Geo Conf. SGEM Sofia
  contributor:
    fullname: Kavka
– volume: 10
  start-page: 1379
  year: 2018
  ident: ref_6
  article-title: An Overview of Industry 4.0: Definition, Components, and Government Initiatives
  publication-title: J. Adv. Res. Dyn. Control Syst.
  contributor:
    fullname: Tay
– volume: 65
  start-page: 650
  year: 2019
  ident: ref_102
  article-title: Distributed Manufacturing Systems with Digital Agent
  publication-title: SV JME
  doi: 10.5545/sv-jme.2019.6331
  contributor:
    fullname: Zupan
– volume: 41
  start-page: 858
  year: 2016
  ident: ref_30
  article-title: The Control Platform for Decomposition and Synthesis of Specialized CNC Systems
  publication-title: Procedia CIRP
  doi: 10.1016/j.procir.2015.08.031
  contributor:
    fullname: Grigoriev
– volume: 44
  start-page: 790
  year: 2013
  ident: ref_31
  article-title: Development of Residual Cutting Tool Life Prediction Algorithm by Processing on CNC Machine Tool
  publication-title: Mater. Und Werkst.
  doi: 10.1002/mawe.201300068
  contributor:
    fullname: Grigoriev
– volume: 55
  start-page: 289
  year: 2017
  ident: ref_64
  article-title: Cyber-Physical Systems: A Case Study of Development for Manufacturing Industry
  publication-title: Int. J. Comput. Appl. Technol.
  doi: 10.1504/IJCAT.2017.086018
  contributor:
    fullname: Choi
– ident: ref_56
  doi: 10.1109/WSC.2012.6465069
– ident: ref_9
  doi: 10.3390/app11010339
– volume: 589
  start-page: 123
  year: 2020
  ident: ref_88
  article-title: Study on the Application of Digital Twin Technology in Complex Electronic Equipment
  publication-title: Lect. Notes Comput. Sci.
  doi: 10.1007/978-3-030-58555-6_8
  contributor:
    fullname: Hu
– volume: 5
  start-page: 1498
  year: 2020
  ident: ref_90
  article-title: Concept for a Supply Chain Digital Twin
  publication-title: Int. J. Math. Eng. Manag. Sci.
  contributor:
    fullname: Barykin
– ident: ref_23
– ident: ref_47
  doi: 10.1007/s12599-021-00727-7
– volume: 1072
  start-page: 642
  year: 2020
  ident: ref_19
  article-title: The Use of Agent-Based Models Boosted by Digital Twins in the Supply Chain: A Literature Review
  publication-title: Adv Intell. Syst. Comput.
  doi: 10.1007/978-3-030-33585-4_62
– ident: ref_1
  doi: 10.1145/3351917.3351979
– ident: ref_107
  doi: 10.1016/j.jmsy.2021.05.017
– volume: 289
  start-page: 39
  year: 2020
  ident: ref_91
  article-title: Using a Digital Twin for Production Planning and Control in Industry 4.0
  publication-title: Int. Ser. Oper. Res. Manag. Sci.
  contributor:
    fullname: Agostino
– volume: 51
  start-page: 288
  year: 2020
  ident: ref_94
  article-title: The Prediction Method of Tool Life on Small Lot Turning Process—Development of Digital Twin for Production
  publication-title: Procedia Manuf.
  doi: 10.1016/j.promfg.2020.10.041
  contributor:
    fullname: Bazaz
– volume: 13
  start-page: 260
  year: 2018
  ident: ref_2
  article-title: Digital Twins for Decision Making in Complex Production and Logistic Enterprises
  publication-title: Int. J. Des. Nat. Ecodynamics
  doi: 10.2495/DNE-V13-N3-260-271
  contributor:
    fullname: Kuehn
– ident: ref_70
  doi: 10.1109/BigData.2018.8622160
– volume: 9
  start-page: 811
  year: 2016
  ident: ref_38
  article-title: Industry 4.0 Implies Lean Manufacturing: Research Activities in Industry 4.0 Function as Enablers for Lean Manufacturing
  publication-title: JIEM
  doi: 10.3926/jiem.1940
  contributor:
    fullname: Sanders
– volume: 39
  start-page: 58
  year: 2019
  ident: ref_103
  article-title: Digital Twins of Exoskeleton-Centered Workplaces: Challenges and Development Methodology
  publication-title: Procedia Manuf.
  doi: 10.1016/j.promfg.2020.01.228
  contributor:
    fullname: Constantinescu
– ident: ref_110
– volume: 13
  start-page: 534
  year: 2019
  ident: ref_42
  article-title: The Modelling and Operations for the Digital Twin in the Context of Manufacturing
  publication-title: Enterp. Inf. Syst.
  doi: 10.1080/17517575.2018.1526324
  contributor:
    fullname: Bao
– volume: 39
  start-page: 453
  year: 2019
  ident: ref_29
  article-title: Digital Modeling and Testing of Tractor Characteristics
  publication-title: Russ. Eng. Res.
  doi: 10.3103/S1068798X19060157
  contributor:
    fullname: Okunev
– volume: 971
  start-page: 032
  year: 2020
  ident: ref_48
  article-title: Information Model of Production and Logistics Systems of Machine-Building Enterprises as the Basis for the Development and Maintenance of Their Digital Twins
  publication-title: IOP Conf. Ser. Mater. Sci. Eng.
  doi: 10.1088/1757-899X/971/3/032094
  contributor:
    fullname: Grigoriev
– ident: ref_74
  doi: 10.1109/INDIN.2018.8471979
– volume: 8
  start-page: 215550
  year: 2020
  ident: ref_97
  article-title: Context Aware Control Systems: An Engineering Applications Perspective
  publication-title: IEEE Access.
  doi: 10.1109/ACCESS.2020.3041357
  contributor:
    fullname: Diaz
– volume: 18
  start-page: 429
  year: 2015
  ident: ref_51
  article-title: Bibliometric Methods in Management and Organization
  publication-title: Organ. Res. Methods
  doi: 10.1177/1094428114562629
  contributor:
    fullname: Zupic
– ident: ref_73
  doi: 10.2514/6.2017-0863
– ident: ref_84
  doi: 10.1109/RusAutoCon49822.2020.9208179
– ident: ref_76
– volume: 7
  start-page: 573
  year: 2020
  ident: ref_4
  article-title: Evaluation of Industry 4.0 Data Formats for Digital Twin of Optical Components
  publication-title: Int. J. Precis. Eng. Manuf. Green Technol.
  doi: 10.1007/s40684-020-00196-5
  contributor:
    fullname: Schmetz
– volume: 31
  start-page: 194
  year: 2019
  ident: ref_35
  article-title: Self-Organization of Changeable Intralogistics Systems at the ESB Logistics Learning Factory
  publication-title: Procedia Manufact.
  doi: 10.1016/j.promfg.2019.03.031
  contributor:
    fullname: Schuhmacher
– volume: 1
  start-page: 1
  year: 2014
  ident: ref_46
  article-title: Digital Twin, Manufacturing Excellence Through Virtual Factory Replication
  publication-title: White Paper
  contributor:
    fullname: Grieves
– volume: 11710
  start-page: 52
  year: 2019
  ident: ref_104
  article-title: The Framework for Designing Autonomous Cyber-Physical Multi-Agent Systems for Adaptive Resource Management
  publication-title: Lect. Notes Comput. Sci.
  doi: 10.1007/978-3-030-27878-6_5
  contributor:
    fullname: Gorodetsky
– ident: ref_81
  doi: 10.1109/IAI50351.2020.9262158
– volume: 8
  start-page: 108952
  year: 2020
  ident: ref_44
  article-title: Digital Twin: Enabling Technologies, Challenges and Open Research
  publication-title: IEEE Access.
  doi: 10.1109/ACCESS.2020.2998358
  contributor:
    fullname: Fuller
– volume: 13
  start-page: 184797902110241
  year: 2021
  ident: ref_43
  article-title: The Contribution of Industry 4.0 Technologies to Facility Management
  publication-title: Int. J. Eng. Bus. Manag.
  doi: 10.1177/18479790211024131
  contributor:
    fullname: Nota
– ident: ref_37
– volume: 113
  start-page: 103
  year: 2019
  ident: ref_13
  article-title: Review of Digital Twin Applications in Manufacturing
  publication-title: Comput. Ind.
  doi: 10.1016/j.compind.2019.103130
  contributor:
    fullname: Cimino
– ident: ref_111
– ident: ref_21
– ident: ref_40
  doi: 10.1080/0951192X.2021.1872099
– ident: ref_101
  doi: 10.1145/3307363.3307370
– volume: 121
  start-page: 103264
  year: 2020
  ident: ref_82
  article-title: Peeking into the Void: Digital Twins for Construction Site Logistics
  publication-title: Comput. Ind.
  doi: 10.1016/j.compind.2020.103264
  contributor:
    fullname: Greif
– ident: ref_83
  doi: 10.1109/ETFA46521.2020.9212165
– volume: 57
  start-page: 182
  year: 2019
  ident: ref_61
  article-title: Human Intention Estimation Based on Hidden Markov Model Motion Validation for Safe Flexible Robotized Warehouses
  publication-title: Robot. Comput. Integ. Manufact.
  doi: 10.1016/j.rcim.2018.11.004
  contributor:
    fullname: Puljiz
– volume: 23
  start-page: 213
  year: 2021
  ident: ref_39
  article-title: Analysis and Improvement of Business Processes Management—Based on Value Stream Mapping (VSM) in Manufacturing Companies
  publication-title: Pol. J. Manag. Stud.
– volume: 33
  start-page: 1259
  year: 2020
  ident: ref_93
  article-title: A Cloud-Based Digital Twin Manufacturing System Based on an Interoperable Data Schema for Smart Manufacturing
  publication-title: Int. J. Comput. Integr. Manuf.
  doi: 10.1080/0951192X.2020.1815850
  contributor:
    fullname: Park
– volume: 11
  start-page: 939
  year: 2017
  ident: ref_12
  article-title: A Review of the Roles of Digital Twin in CPS-Based Production Systems
  publication-title: Procedia Manuf.
  doi: 10.1016/j.promfg.2017.07.198
  contributor:
    fullname: Negri
– ident: ref_60
– ident: ref_105
– ident: ref_20
  doi: 10.1109/ACCTHPA49271.2020.9213235
– ident: ref_50
  doi: 10.3390/en13226062
– volume: 149
  start-page: 778
  year: 2019
  ident: ref_67
  article-title: Digital Twins Probe into Food Cooling and Biochemical Quality Changes for Reducing Losses in Refrigerated Supply Chains
  publication-title: Resour. Conserv. Recycl.
  doi: 10.1016/j.resconrec.2019.06.002
  contributor:
    fullname: Defraeye
SSID ssj0000331333
Score 2.4598262
Snippet In the Industry 4.0 era, the Digital Twin has become one of the most promising enabling technologies supporting material flow. Although the literature on the...
SourceID doaj
proquest
crossref
SourceType Open Website
Aggregation Database
StartPage 4919
SubjectTerms Automation
Bibliometrics
digital twin
Digital twins
Industrial applications
internal logistics
internal transport
Internet of Things
intralogistics
Literature reviews
Logistics
Manufacturing
material flow
material handling
Materials handling
Research methodology
Simulation
Supply chains
Transportation systems
Trends
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1NS8NAEF2kJz2In1itsqDX0GxmP5KTaLUUUUFoobeQ3exKL6lopVd_hL_QX-JsNq0BD168JksS3iQzb2Ynbwi5cNqwVBmIUqFcxLPERpkWJpI8dYAERAjjSwMPj3I04XdTMW2N-vI9YUEeOADXL7gpfVjhTFkeAy9kJlLM6OK0RHaig_dlopVM1T4YAJMvCHqkgHl931Z4CckzL6nTikC1UP8vP1wHl-EO2W5YIb0KT7NLNmy1R7ZaWoH75Gk0X9Kb2bMf8kHHy1lFB-GPQ-oHc_q6P22qe3h6pVhOG0Hyy6-Pz_u1gDINGwIHZDK8HQ9GUTMPITIg2SLSCtkV0syyVKVjtigKATwxUiYWMNQl1vk9wpIJgyBpKCQr0RNnidRKAXomOCSdal7ZI0KRZQjQzMUydTx2rogdWI3Ls1g6zGi65HyFUf4SZC9yTBc8kvkPkl1y7eFbr_BS1fUBNGDeGDD_y4Bd0luBnzffz1uORAyJIXIldvwf9zghm4nvRakb93qks3h9t6dIJhb6rH5vvgHP18YY
  priority: 102
  providerName: Directory of Open Access Journals
Title How Digital Twin Concept Supports Internal Transport Systems?—Literature Review
URI https://www.proquest.com/docview/2565223971
https://doaj.org/article/a4cd2381417e4034a695890708d019b2
Volume 14
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LT9wwEB7B7oUeeJWqy2NlqVwDcfxIckKwsCxVCxQB2lsUO_YKVcryWITEiR_BL-SXME6cBYHUQy85JD5YGnvm-2Ym3wBsWqVpEmsWJCK2AU8jE6RK6EDyxDIEIEJolxr4fSwHF_znUAx9wu3Ot1U2PrFy1MVYuxz5NoZmhAoYPenO9U3gpka56qofoTELbZYg02lBu3dyebQ_zbKEjCEJY7UuKUN-v21KihiEp05a510kqgT7P_njKsj0FyBrtlf3lvzdup-oLf34Qbnx__e_CPMef5Ld-sAswYwpl-HLO1XCr_BnMH4g-1cjN06EnD9claRX_9tI3AhQV2EgPo-InxttdOKlz3denp5_TaWaSV16WIGL_sF5bxD4yQuBZpJOAhUjjkNAWxRxYanJ81wwHmkpI8MwqEbGumpkQYXOZapYLmmBPj-NpIpjhj6QfYNWOS7NdyCIZwRT1IYysTy0Ng8tMwqXp6G0yJ068KOxQnZdC2xkSEycrbI3W3VgzxlousKJYlcvxrejzN-xLOe6cAiE09jwkHHcm0iQ_IdJgUBWRR1Yb0yT-Zt6l73ZZfXfn9dgLnL9LFXz3zq0Jrf3ZgMByUR1YTbpH3ahvXdwfHrW9WewW9F7fB4O6SsWDegj
link.rule.ids 315,786,790,870,2115,12792,21416,27955,27956,33406,33777,38549,43633,43838,43928,74390,74657,74767
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3LTtwwFL2CYQEsyqsVQym1BNtAHD-SrBAMRUMZQEgDYmfFjo1QpQyPQUhd9SP6hf0SrhNnQCB1wTb2wtK17zn3kXMBtpw2NEsNizKRuojniY1yLUwkeeYYEhAhjE8NnJzK_gX_eSWuQsLtIbRVtj6xdtTlyPgc-Q5CM1IFRE-6e3sX-alRvroaRmhMwwwCa5J1YKZ3dnl0MMmyxIxhEMYaXVKG8f2OrShyEJ57aZ1XSFQL9r_zxzXIHC6Aao_X9Jb82n4c623z-41y48fPvwifAv8ke82FWYIpWy3D_CtVwhU474-eyMHNtR8nQoZPNxXpNf82Ej8C1FcYSMgj4nKrjU6C9Pnuvz9_BxOpZtKUHj7DxeGPYa8fhckLkWGSjiOdIo9DQluWaemoLYpCMJ4YKRPLEFQT63w1sqTCFDLXrJC0RJ-fJ1KnKUMfyL5ApxpVdhUI8hnBNHWxzByPnStix6zG7XksHcZOXdhsraBuG4ENhYGJt5V6sVUX9r2BJju8KHb9YXR_rcIbUwU3pWcgnKaWx4zj2USGwX-clUhkddKF9dY0KrzUB_Vil7X_L3-H2f7wZKAGR6fHX2Eu8b0tdSPgOnTG94_2G5KTsd4IN_AZg8bmpA
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1LSwMxEA5aQfQgPrFaNaDXpZvNY3dPRVtr1VoUWvC2bLJJ6WVb20qv_gh_ob_EyW5aBcHrTg7LJJn55pFvELoyUpEoVNSLeGg8FgfaiyVXnmCRoQBAOFc2NfDUE50Be3jlr67_aebaKpc2sTDU2VjZHHkdXDNABfCepG5cW8Rzq92YvHl2gpSttLpxGutow4JsO8Yhat-t8i0-pRCO0ZKhlIK8rnMCaITFlmTnl08qqPv_WObC3bR30Y7Difi63Ng9tKbzfbT9iz3wAL10xgvcGg3t2A_cX4xy3CzfIGI7qtNWArDL94F4yWGOHUV54-vjs7uiVMZlieAQDdq3_WbHcxMSPEUFmXsyBLwFwDPLwswQnaYppyxQQgSagvMLtLFVw4xwlYpY0lSQDGxzHAgZhhRsFT1ClXyc62OEAXdwKonxRWSYb0zqG6olLI99YSDGqaLLpY6SSUmEkUAAYTWZ_Giyim6s-lYrLHl18WE8HSbuLiQpU5lFCoyEmvmUwb_xCIJ0P8oAcMqgimpL5SfuRs2Sn_0_-V98gTbhYCTd-97jKdoKbAtK0a9XQ5X59F2fAYaYy_PicHwDCIDGiA
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=How+Digital+Twin+Concept+Supports+Internal+Transport+Systems%3F%E2%80%94Literature+Review&rft.jtitle=Energies+%28Basel%29&rft.au=Kosacka-Olejnik%2C+Monika&rft.au=Kostrzewski%2C+Mariusz&rft.au=Marczewska%2C+Magdalena&rft.au=Mr%C3%B3wczy%C5%84ska%2C+Bogna&rft.date=2021-08-01&rft.pub=MDPI+AG&rft.eissn=1996-1073&rft.volume=14&rft.issue=16&rft.spage=4919&rft_id=info:doi/10.3390%2Fen14164919&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1996-1073&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1996-1073&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1996-1073&client=summon