Interoperability in Smart Manufacturing: Research Challenges

Recent advances in manufacturing technology, such as cyber–physical systems, industrial Internet, AI (Artificial Intelligence), and machine learning have driven the evolution of manufacturing architectures into integrated networks of automation devices, services, and enterprises. One of the resultin...

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Published inMachines (Basel) Vol. 7; no. 2; p. 21
Main Authors Zeid, Abe, Sundaram, Sarvesh, Moghaddam, Mohsen, Kamarthi, Sagar, Marion, Tucker
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.06.2019
Subjects
Actuators
Artificial intelligence
Automation
Cyber-physical systems
Decision making
Electronic devices
Evolution
Industry 4.0
Internet
Internet of Things
Interoperability
Machine learning
Manufacturing
Product development
Semantics
smart manufacturing
Software packages
System effectiveness
United States > US
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Abstract Recent advances in manufacturing technology, such as cyber–physical systems, industrial Internet, AI (Artificial Intelligence), and machine learning have driven the evolution of manufacturing architectures into integrated networks of automation devices, services, and enterprises. One of the resulting challenges of this evolution is the increased need for interoperability at different levels of the manufacturing ecosystem. The scope ranges from shop–floor software, devices, and control systems to Internet-based cloud-platforms, providing various services on-demand. Successful implementation of interoperability in smart manufacturing would, thus, result in effective communication and error-prone data-exchange between machines, sensors, actuators, users, systems, and platforms. A significant challenge to this is the architecture and the platforms that are used by machines and software packages. A better understanding of the subject can be achieved by studying industry-specific communication protocols and their respective logical semantics. A review of research conducted in this area is provided in this article to gain perspective on the various dimensions and types of interoperability. This article provides a multi-faceted approach to the research area of interoperability by reviewing key concepts and existing research efforts in the domain, as well as by discussing challenges and solutions.
AbstractList Recent advances in manufacturing technology, such as cyber-physical systems, industrial Internet, AI (Artificial Intelligence), and machine learning have driven the evolution of manufacturing architectures into integrated networks of automation devices, services, and enterprises. One of the resulting challenges of this evolution is the increased need for interoperability at different levels of the manufacturing ecosystem. The scope ranges from shop-floor software, devices, and control systems to Internet-based cloud-platforms, providing various services on-demand. Successful implementation of interoperability in smart manufacturing would, thus, result in effective communication and error-prone data-exchange between machines, sensors, actuators, users, systems, and platforms. A significant challenge to this is the architecture and the platforms that are used by machines and software packages. A better understanding of the subject can be achieved by studying industry-specific communication protocols and their respective logical semantics. A review of research conducted in this area is provided in this article to gain perspective on the various dimensions and types of interoperability. This article provides a multi-faceted approach to the research area of interoperability by reviewing key concepts and existing research efforts in the domain, as well as by discussing challenges and solutions.
Author Sundaram, Sarvesh
Marion, Tucker
Moghaddam, Mohsen
Zeid, Abe
Kamarthi, Sagar
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Cites_doi 10.1109/4236.877487
10.1145/210376.210392
10.1007/978-3-319-51133-7_90
10.1109/ISORC.2008.25
10.1109/ETFA.2008.4638461
10.1109/SmartWorld.2018.00307
10.1016/j.mfglet.2015.12.002
10.1016/j.procir.2016.07.051
10.1016/j.rcim.2011.07.002
10.1016/j.mfglet.2016.05.002
10.1016/j.compind.2007.12.016
10.1109/COASE.2017.8256275
10.1109/SmartWorld.2018.00313
10.1016/j.compind.2017.04.002
10.1007/s10845-006-0037-x
10.1007/978-0-387-35621-1_28
10.1108/IntR-03-2014-0082
10.1109/HICSS.2010.334
10.6028/NIST.AMS.100-15
10.6028/NIST.IR.7533
10.3390/fi11020036
10.1109/TII.2014.2306383
10.1016/j.jmsy.2018.10.006
10.1016/j.cad.2014.07.006
10.1007/978-1-4471-4935-4_1
10.1016/j.jmsy.2015.04.008
10.1016/j.compind.2007.12.012
10.1115/1.2194554
10.1016/j.jmsy.2014.05.003
10.1016/j.proeng.2014.03.108
10.6028/NIST.IR.8107
10.1016/j.cirp.2016.06.005
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References Moghaddam (ref_4) 2018; 49
Mourad (ref_44) 2016; 52
ref_50
Lee (ref_19) 2016; 8
ref_14
ref_13
ref_56
Wang (ref_18) 2015; 37
ref_55
ref_10
ref_54
ref_53
ref_52
ref_51
Chen (ref_40) 2008; 59
ref_25
ref_24
Xu (ref_7) 2012; 28
ref_23
Radziwon (ref_17) 2014; 69
ref_29
ref_28
ref_26
Monostori (ref_6) 2016; 65
Wuest (ref_15) 2016; 4
Harding (ref_16) 2006; 128
ref_36
ref_35
ref_34
ref_33
ref_32
ref_31
ref_39
Nolin (ref_11) 2016; 26
Tao (ref_12) 2014; 10
ref_38
Decker (ref_37) 2000; 4
Hofmann (ref_20) 2017; 89
Chituc (ref_30) 2008; 59
Wu (ref_21) 2015; 59
Lu (ref_46) 2014; 33
ref_47
ref_45
ref_43
ref_42
ref_41
Jiang (ref_22) 2016; 7
ref_1
Ray (ref_8) 2006; 17
ref_3
ref_2
ref_49
ref_48
ref_9
Heiler (ref_27) 1995; 27
ref_5
References_xml – volume: 4
  start-page: 63
  year: 2000
  ident: ref_37
  article-title: The Semantic Web: The roles of XML and RDF
  publication-title: IEEE Internet Comput.
  doi: 10.1109/4236.877487
– ident: ref_49
– ident: ref_26
– ident: ref_51
– volume: 27
  start-page: 271
  year: 1995
  ident: ref_27
  article-title: Sandra Semantic interoperability
  publication-title: ACM Comput. Surv.
  doi: 10.1145/210376.210392
– ident: ref_39
– ident: ref_53
  doi: 10.1007/978-3-319-51133-7_90
– ident: ref_42
– ident: ref_1
– ident: ref_9
  doi: 10.1109/ISORC.2008.25
– ident: ref_35
– ident: ref_23
– ident: ref_55
  doi: 10.1109/ETFA.2008.4638461
– ident: ref_48
  doi: 10.1109/SmartWorld.2018.00307
– volume: 7
  start-page: 15
  year: 2016
  ident: ref_22
  article-title: Towards a cyber-physical-social-connected and service-oriented manufacturing paradigm: Social Manufacturing
  publication-title: Manuf. Lett.
  doi: 10.1016/j.mfglet.2015.12.002
– volume: 52
  start-page: 30
  year: 2016
  ident: ref_44
  article-title: Interoperability as a Key Enabler for Manufacturing in the Cloud
  publication-title: Procedia CIRP
  doi: 10.1016/j.procir.2016.07.051
– volume: 28
  start-page: 75
  year: 2012
  ident: ref_7
  article-title: From cloud computing to cloud manufacturing
  publication-title: Robot. Comput. Integr. Manuf.
  doi: 10.1016/j.rcim.2011.07.002
– volume: 8
  start-page: 11
  year: 2016
  ident: ref_19
  article-title: Introduction to cyber manufacturing
  publication-title: Manuf. Lett.
  doi: 10.1016/j.mfglet.2016.05.002
– volume: 59
  start-page: 647
  year: 2008
  ident: ref_40
  article-title: Architectures for enterprise integration and interoperability: Past, present and future
  publication-title: Comput. Ind.
  doi: 10.1016/j.compind.2007.12.016
– ident: ref_54
  doi: 10.1109/COASE.2017.8256275
– ident: ref_47
  doi: 10.1109/SmartWorld.2018.00313
– ident: ref_31
– ident: ref_56
– volume: 89
  start-page: 23
  year: 2017
  ident: ref_20
  article-title: Industry 4.0 and the current status as well as future prospects on logistics
  publication-title: Comput. Ind.
  doi: 10.1016/j.compind.2017.04.002
– ident: ref_52
– volume: 17
  start-page: 681
  year: 2006
  ident: ref_8
  article-title: Manufacturing interoperability
  publication-title: J. Intell. Manuf.
  doi: 10.1007/s10845-006-0037-x
– ident: ref_10
– volume: 4
  start-page: 23
  year: 2016
  ident: ref_15
  article-title: Machine learning in manufacturing: Advantages, challenges, and applications
  publication-title: Prod. Manuf. Res.
– ident: ref_32
  doi: 10.1007/978-0-387-35621-1_28
– ident: ref_41
– volume: 26
  start-page: 360
  year: 2016
  ident: ref_11
  article-title: The Internet of Things and convenience
  publication-title: Internet Res.
  doi: 10.1108/IntR-03-2014-0082
– ident: ref_13
– ident: ref_36
  doi: 10.1109/HICSS.2010.334
– ident: ref_14
  doi: 10.6028/NIST.AMS.100-15
– ident: ref_28
– ident: ref_3
– ident: ref_24
– ident: ref_34
– ident: ref_33
  doi: 10.6028/NIST.IR.7533
– ident: ref_38
  doi: 10.3390/fi11020036
– volume: 10
  start-page: 1435
  year: 2014
  ident: ref_12
  article-title: CCIoT-CMfg: Cloud Computing and Internet of Things-Based Cloud Manufacturing Service System
  publication-title: IEEE Trans. Ind. Inf.
  doi: 10.1109/TII.2014.2306383
– volume: 49
  start-page: 215
  year: 2018
  ident: ref_4
  article-title: Reference architectures for smart manufacturing: A critical review
  publication-title: J. Manuf. Syst.
  doi: 10.1016/j.jmsy.2018.10.006
– volume: 59
  start-page: 1
  year: 2015
  ident: ref_21
  article-title: Cloud-based design and manufacturing: A new paradigm in digital manufacturing and design innovation
  publication-title: Comput.-Aided Des.
  doi: 10.1016/j.cad.2014.07.006
– ident: ref_45
  doi: 10.1007/978-1-4471-4935-4_1
– volume: 37
  start-page: 517
  year: 2015
  ident: ref_18
  article-title: Current status and advancement of cyber-physical systems in manufacturing
  publication-title: J. Manuf. Syst.
  doi: 10.1016/j.jmsy.2015.04.008
– ident: ref_25
– ident: ref_50
– ident: ref_29
– volume: 59
  start-page: 741
  year: 2008
  ident: ref_30
  article-title: Interoperability in Collaborative Networks: Independent and industry-specific initiatives—The case of the footwear industry
  publication-title: Comput. Ind.
  doi: 10.1016/j.compind.2007.12.012
– ident: ref_2
– volume: 128
  start-page: 969
  year: 2006
  ident: ref_16
  article-title: Data Mining in Manufacturing: A Review
  publication-title: J. Manuf. Sci. Eng.
  doi: 10.1115/1.2194554
– volume: 33
  start-page: 551
  year: 2014
  ident: ref_46
  article-title: Development of a Hybrid Manufacturing Cloud
  publication-title: J. Manuf. Syst.
  doi: 10.1016/j.jmsy.2014.05.003
– ident: ref_43
– volume: 69
  start-page: 1184
  year: 2014
  ident: ref_17
  article-title: The Smart Factory: Exploring Adaptive and Flexible Manufacturing Solutions
  publication-title: Procedia Eng.
  doi: 10.1016/j.proeng.2014.03.108
– ident: ref_5
  doi: 10.6028/NIST.IR.8107
– volume: 65
  start-page: 621
  year: 2016
  ident: ref_6
  article-title: Cyber-physical systems in manufacturing
  publication-title: CIRP Ann.
  doi: 10.1016/j.cirp.2016.06.005
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Snippet Recent advances in manufacturing technology, such as cyber–physical systems, industrial Internet, AI (Artificial Intelligence), and machine learning have...
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SubjectTerms Actuators
Artificial intelligence
Automation
Cyber-physical systems
Decision making
Electronic devices
Evolution
Industry 4.0
Internet
Internet of Things
Interoperability
Machine learning
Manufacturing
Product development
Semantics
smart manufacturing
Software packages
System effectiveness
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Title Interoperability in Smart Manufacturing: Research Challenges
URI https://www.proquest.com/docview/2548648332
https://doaj.org/article/c8570ba2b3fe4dc0829ca0492aaf54ab
Volume 7
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