{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,11,19]],"date-time":"2024-11-19T18:54:11Z","timestamp":1732042451872},"reference-count":77,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2023,3,1]],"date-time":"2023-03-01T00:00:00Z","timestamp":1677628800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2023,1,26]],"date-time":"2023-01-26T00:00:00Z","timestamp":1674691200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001659","name":"Deutsche Forschungsgemeinschaft","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001659","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002347","name":"Bundesministerium f\u00fcr Bildung und Forschung","doi-asserted-by":"publisher","award":["01IS17031"],"id":[{"id":"10.13039\/501100002347","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100010571","name":"BMBF Berlin","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100010571","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Information Systems"],"published-print":{"date-parts":[[2023,3]]},"DOI":"10.1016\/j.is.2023.102182","type":"journal-article","created":{"date-parts":[[2023,1,27]],"date-time":"2023-01-27T20:19:32Z","timestamp":1674850772000},"page":"102182","update-policy":"http:\/\/dx.doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":17,"special_numbering":"C","title":["Information systems engineering with Digital Shadows: Concept and use cases in the Internet of Production"],"prefix":"10.1016","volume":"114","author":[{"ORCID":"http:\/\/orcid.org\/0000-0002-6105-6716","authenticated-orcid":false,"given":"Martin","family":"Liebenberg","sequence":"first","affiliation":[]},{"given":"Matthias","family":"Jarke","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.is.2023.102182_b1","series-title":"International Conference on Advanced Information Systems Engineering \u2013 CAiSE 20","first-page":"70","article-title":"Information Systems Engineering with Digital Shadows: Concept and Case Studies","author":"Liebenberg","year":"2020"},{"key":"10.1016\/j.is.2023.102182_b2","doi-asserted-by":"crossref","first-page":"3585","DOI":"10.1109\/ACCESS.2018.2793265","article-title":"Digital twin and big data towards smart manufacturing and industry 4.0: 360 degree comparison","volume":"6","author":"Qi","year":"2018","journal-title":"Ieee Access"},{"key":"10.1016\/j.is.2023.102182_b3","series-title":"16th IFAC Symposium on Information Control Problems in Manufacturing","first-page":"1016","article-title":"Digital twin in manufacturing: A categorical literature review and classification","volume":"51","author":"Kritzinger","year":"2018"},{"key":"10.1016\/j.is.2023.102182_b4","unstructured":"Michael Grieves, Digital twin \u2013 manufacturing excellence through virtual factory replication, in: White Paper, LLC, 2004."},{"year":"2005","series-title":"The Finite Element Method: Its Basis and Fundamentals","author":"Zienkiewicz","key":"10.1016\/j.is.2023.102182_b5"},{"issue":"2","key":"10.1016\/j.is.2023.102182_b6","doi-asserted-by":"crossref","first-page":"641","DOI":"10.1016\/S0007-8506(07)63246-6","article-title":"Advance in FEM simulation and its related technologies in sheet metal forming","volume":"47","author":"Makinouchi","year":"1998","journal-title":"CIRP Annals"},{"issue":"1\u20133","key":"10.1016\/j.is.2023.102182_b7","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/S0924-0136(99)00261-7","article-title":"FEM simulation of orthogonal cutting: serrated chip formation","volume":"95","author":"Ceretti","year":"1999","journal-title":"J. Mater Process. Technol."},{"key":"10.1016\/j.is.2023.102182_b8","doi-asserted-by":"crossref","first-page":"695","DOI":"10.1016\/j.ijmecsci.2017.04.011","article-title":"Segmented and mathematical model for 3D FEM tapping simulation to predict the relative torque before tool production","volume":"128","author":"Oezkaya","year":"2017","journal-title":"Int. J. Mech. Sci."},{"key":"10.1016\/j.is.2023.102182_b9","article-title":"The digital universe in 2020: Big data, bigger digital shadows, and biggest growth in the far east","author":"Gantz","year":"2013","journal-title":"IDC Anal. the Future"},{"issue":"6","key":"10.1016\/j.is.2023.102182_b10","first-page":"402","article-title":"Digital shadow economy: A critical review of the literature","volume":"6","author":"Gasparenienene","year":"2015","journal-title":"Mediterr. J. Soc. Sci"},{"key":"10.1016\/j.is.2023.102182_b11","unstructured":"Plato, The Allegory of the CAVE, in: The Republic VII, Greek Original ca. 400 B.C."},{"key":"10.1016\/j.is.2023.102182_b12","series-title":"Advances in Database Technology \u2013 EDBT 06 Munich","first-page":"240","article-title":"On honesty in sovereign information sharing","author":"Agrawal","year":"1996"},{"key":"10.1016\/j.is.2023.102182_b13","series-title":"2019 IEEE International Conference on Industrial Cyber Physical Systems","first-page":"31","article-title":"Towards an infrastructure enabling the internet of production","author":"Pennekamp","year":"2019"},{"issue":"2, article 15","key":"10.1016\/j.is.2023.102182_b14","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3502265","article-title":"A computer science perspective on digital transformation in production","volume":"3","author":"Brauner","year":"2022","journal-title":"ACM Trans. Internet of Things"},{"key":"10.1016\/j.is.2023.102182_b15","series-title":"Proceedings of the ACM Workshop on Cyber-Physical Systems Security & Privacy","first-page":"27","article-title":"Dataflow challenges in an internet of production: A security & privacy perspective","author":"Pennekamp","year":"2019"},{"key":"10.1016\/j.is.2023.102182_b16","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1007\/s10845-018-1433-8","article-title":"Literature review of industry 4.0 and related technologies","volume":"31","author":"Oztemel","year":"2020","journal-title":"J. Intell. Manuf."},{"issue":"108952","key":"10.1016\/j.is.2023.102182_b17","article-title":"Digital twin: Enabling technologies, challenges and open research","volume":"8","author":"Fuller","year":"2020","journal-title":"IEEE Access"},{"key":"10.1016\/j.is.2023.102182_b18","unstructured":"Ludmila Seppaelae, Digital model, digital shadow, or digital twin \u2013 what is at the core of data-driven shipbuilding, 2020, https:\/\/Www.Cadmatic.Com\/En\/Resources\/Blog\/Digital-Model-Digital-Shadow-Or-Digital-Twin\/."},{"key":"10.1016\/j.is.2023.102182_b19","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1016\/j.cirpj.2020.02.002","article-title":"Characterizing the digital twin: A systematic literature review","volume":"29","author":"Jones","year":"2020","journal-title":"CIRP J. Manuf. Sci. Technol"},{"key":"10.1016\/j.is.2023.102182_b20","doi-asserted-by":"crossref","first-page":"776","DOI":"10.1515\/eng-2020-0088","article-title":"Towards online adaptation of digital twins","volume":"10","author":"Nikula","year":"2020","journal-title":"Open Eng."},{"key":"10.1016\/j.is.2023.102182_b21","doi-asserted-by":"crossref","first-page":"1313","DOI":"10.1007\/s10845-019-01512-w","article-title":"A state-of-the-art survey of digital twin: techniques, engineering product lifecycle management and business innovation perspectives","volume":"31","author":"Lim","year":"2020","journal-title":"J. Intell. Manuf."},{"key":"10.1016\/j.is.2023.102182_b22","first-page":"81","article-title":"The concept of digital twin and digital shadow in manufacturing","volume":"101","author":"Bergs","year":"2021","journal-title":"Procedia Manuf."},{"key":"10.1016\/j.is.2023.102182_b23","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1016\/j.procir.2019.02.131","article-title":"Digital twin in services and industrial product service systems: review and analysis","volume":"83","author":"Zhang","year":"2019","journal-title":"Procedia CIRP"},{"key":"10.1016\/j.is.2023.102182_b24","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1016\/j.promfg.2020.02.084","article-title":"Digital twin models in industrial operations: A systematic literature review","volume":"42","author":"Melesse","year":"2020","journal-title":"Procedia Manuf."},{"issue":"20, article 11549","key":"10.1016\/j.is.2023.102182_b25","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3390\/su132011549","article-title":"Digital twins in civil infrastructure systems","volume":"13","author":"Callcut","year":"2021","journal-title":"Sustainability"},{"key":"10.1016\/j.is.2023.102182_b26","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1016\/j.procir.2019.02.087","article-title":"A digital twin for production planning based on cyber-physical systems: a case study for a cyberphysical system-based creation of a digital twin","volume":"79","author":"Biesinger","year":"2019","journal-title":"Procedia CIRP"},{"issue":"11","key":"10.1016\/j.is.2023.102182_b27","doi-asserted-by":"crossref","first-page":"98","DOI":"10.1145\/3448247","article-title":"There is no AI without data","volume":"64","author":"Groeger","year":"2021","journal-title":"Comm. ACM"},{"key":"10.1016\/j.is.2023.102182_b28","doi-asserted-by":"crossref","DOI":"10.1038\/sdata.2016.18","article-title":"The FAIR guiding principles for scientific data management and stewardship","volume":"3","author":"Wilkinson","year":"2016","journal-title":"Sci. Data"},{"key":"10.1016\/j.is.2023.102182_b29","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1016\/j.procir.2018.03.188","article-title":"The digital shadow of production \u2013 A concept for the effective and efficient information supply in dynamic industrial environments","volume":"72","author":"Bauernhansl","year":"2018","journal-title":"Procedia CIRP"},{"key":"10.1016\/j.is.2023.102182_b30","doi-asserted-by":"crossref","first-page":"1125","DOI":"10.1016\/j.promfg.2020.10.158","article-title":"Availability of manufacturing data resources in digital twins","volume":"51","author":"Bazaz","year":"2020","journal-title":"Procedia Manuf."},{"year":"2021","series-title":"Reference Architecture Document, Release 21.03","author":"GAIA-X Working Groups","key":"10.1016\/j.is.2023.102182_b31"},{"issue":"6","key":"10.1016\/j.is.2023.102182_b32","first-page":"782","article-title":"Guest editorial: Managing inconsistency in requirements specifications","volume":"25","author":"Colgan","year":"1999","journal-title":"IEEE Trans. Softw. Eng"},{"year":"2009","series-title":"Metamodeling for Method Engineering","author":"Jeusfeld","key":"10.1016\/j.is.2023.102182_b33"},{"key":"10.1016\/j.is.2023.102182_b34","series-title":"Proceedings SIGMOD 75 San Jose\/Ca","first-page":"65","article-title":"Implementation of integrity constraints and views by query modification","author":"Stonebraker","year":"1975"},{"issue":"1","key":"10.1016\/j.is.2023.102182_b35","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1016\/j.tcs.2004.10.033","article-title":"Data exchange: semantics and query answering","volume":"336","author":"Fagin","year":"2005","journal-title":"Theoret. Comput. Sci."},{"key":"10.1016\/j.is.2023.102182_b36","series-title":"International Conference on Advanced Information Systems Engineering","first-page":"3","article-title":"Direct and Reverse Rewriting in Data Interoperability","author":"Lenzerini","year":"2019"},{"key":"10.1016\/j.is.2023.102182_b37","series-title":"J. Data Semantics VIII","first-page":"82","article-title":"GeRoMe: A generic role based metamodel for model management","author":"Kensche","year":"2007"},{"key":"10.1016\/j.is.2023.102182_b38","series-title":"International Conference on Conceptual Modeling","first-page":"225","article-title":"Relaxed functional dependency discovery in heterogeneous data lakes","author":"Hai","year":"2019"},{"key":"10.1016\/j.is.2023.102182_b39","series-title":"Deductive and Object-Oriented Databases \u2013 DOOD 91 Munich","first-page":"460","article-title":"From relational to object-oriented integrity simplification","author":"Jeusfeld","year":"1991"},{"year":"2003","series-title":"Fundamentals of data warehouses","author":"Jarke","key":"10.1016\/j.is.2023.102182_b40"},{"key":"10.1016\/j.is.2023.102182_b41","series-title":"Advances in Database Technology \u2013 EDBT 96 Avignon","first-page":"140","article-title":"Data integration using self-maintainable views","author":"Gupta","year":"1996"},{"key":"10.1016\/j.is.2023.102182_b42","series-title":"Proceedings VLDB 96 Mumbai\/India","first-page":"75","article-title":"Incremental maintenance of externally materialized views","author":"Staudt","year":"1996"},{"year":"2004","series-title":"Processing queries and merging schemas in support of data integration","author":"Pottinger","key":"10.1016\/j.is.2023.102182_b43"},{"key":"10.1016\/j.is.2023.102182_b44","first-page":"1","article-title":"Informed machine learning \u2013 a taxonomy and survey of integrating prior knowledge into learning systems","author":"Laura","year":"2021","journal-title":"IEEE Trans. Knowl. Data Eng."},{"year":"2011","series-title":"Process Mining: Discovery, Conformance, and Enhancement of Business Processes","author":"van\u00a0der Aalst","key":"10.1016\/j.is.2023.102182_b45"},{"key":"10.1016\/j.is.2023.102182_b46","series-title":"Intl. Colloquium on Theoretical Aspect of Computing \u2013 ICTAC 21","first-page":"3","article-title":"Concurrency and objects matter! disentangling the fabric of real operational processes to create digital twins","author":"van\u00a0der Aalst","year":"2021"},{"year":"2008","series-title":"Model Order Reduction: Theory, Research Aspects and Applications","key":"10.1016\/j.is.2023.102182_b47"},{"key":"10.1016\/j.is.2023.102182_b48","series-title":"Conceptual Modeling \u2013 40th International Conference ER 21","first-page":"271","article-title":"A conceptual model of digital shadows for industry and its application","author":"Becker","year":"2021"},{"issue":"1","key":"10.1016\/j.is.2023.102182_b49","doi-asserted-by":"crossref","first-page":"58","DOI":"10.1109\/32.895989","article-title":"Towards reference models of requirements traceability","volume":"27","author":"Ramesh","year":"2001","journal-title":"IEEE Trans. Software Eng."},{"issue":"1","key":"10.1016\/j.is.2023.102182_b50","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1007\/s00778-002-0083-8","article-title":"Lineage tracing for general data warehouse transformations","volume":"12","author":"Cui","year":"2003","journal-title":"VLDB J."},{"key":"10.1016\/j.is.2023.102182_b51","series-title":"2nd Conference on Production Logistics and Logistics \u2013 CSPL 2021","first-page":"65","article-title":"Development of digital shadows for production control","author":"Schuh","year":"2021"},{"issue":"4","key":"10.1016\/j.is.2023.102182_b52","doi-asserted-by":"crossref","first-page":"3243","DOI":"10.1109\/JIOT.2020.2966402","article-title":"Factdag: Formalizing data interoperability in an internet of production","volume":"7","author":"Gleim","year":"2020","journal-title":"IEEE Internet Things J."},{"issue":"4","key":"10.1016\/j.is.2023.102182_b53","doi-asserted-by":"crossref","first-page":"561","DOI":"10.1007\/s12525-019-00362-x","article-title":"Designing a multi-sided data platform: findings from the international data spaces case","volume":"29","author":"Otto","year":"2019","journal-title":"Electr. Markets"},{"key":"10.1016\/j.is.2023.102182_b54","series-title":"CAiSE Forum 2021","first-page":"92","article-title":"Dynamic strategic modeling for alliance-driven platforms: the case of smart farming","author":"Koren","year":"1921"},{"key":"10.1016\/j.is.2023.102182_b55","series-title":"SIGMOD 00 Dallas\/Tx","first-page":"439","article-title":"Privacy-preserving data mining","author":"Agrawal","year":"2000"},{"issue":"1, article 3","key":"10.1016\/j.is.2023.102182_b56","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3467022","article-title":"Knowledge-driven data ecosystems towards data transparency","volume":"14","author":"Geisler","year":"2022","journal-title":"ACM J. Data Inform Quality JDIQ"},{"key":"10.1016\/j.is.2023.102182_b57","series-title":"International Conference on Advanced Information Systems Engineering \u2013 CAiSE 20","first-page":"549","article-title":"Data sovereignty and the internet of production","author":"Jarke","year":"2020"},{"year":"2022","series-title":"Forecasting next generation manufacturing: Digital shadows, human-machine collaboration, and data-driven business models","author":"Piller","key":"10.1016\/j.is.2023.102182_b58"},{"year":"2022","series-title":"Emergence, Evolution, and Management of Innovation Ecosystems","author":"van Dyck","key":"10.1016\/j.is.2023.102182_b59"},{"key":"10.1016\/j.is.2023.102182_b60","series-title":"Proceedings 32nd CAiSE Grenoble","first-page":"85","article-title":"Model-driven development of a digital twin for injection moulding","author":"Bibow","year":"2020"},{"year":"2012","series-title":"Injection Molding Handbook","author":"Rosato","key":"10.1016\/j.is.2023.102182_b61"},{"issue":"1","key":"10.1016\/j.is.2023.102182_b62","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s12588-015-9115-2","article-title":"Process parameter optimization of plastic injection molding: a review","volume":"19","author":"Kashyap","year":"2015","journal-title":"Int. J. Plastics Technol"},{"key":"10.1016\/j.is.2023.102182_b63","doi-asserted-by":"crossref","DOI":"10.1155\/2013\/462174","article-title":"Practical applications of taguchi method for optimization of processing parameters for plastic injection moulding: a retrospective review","volume":"2013","author":"Fei","year":"2013","journal-title":"ISRN Industr. Eng"},{"key":"10.1016\/j.is.2023.102182_b64","doi-asserted-by":"crossref","first-page":"1065","DOI":"10.1016\/j.promfg.2018.07.143","article-title":"Interdisciplinary Data Driven Production Process Analysis for the Internet of Production","volume":"26","author":"Meyes","year":"2018","journal-title":"Procedia Manuf."},{"year":"2013","series-title":"Primer on Flat Rolling","author":"Lenard","key":"10.1016\/j.is.2023.102182_b65"},{"year":"2012","series-title":"Sheet Metal Forming: Processes and Applications","author":"Altan","key":"10.1016\/j.is.2023.102182_b66"},{"issue":"1\u20133","key":"10.1016\/j.is.2023.102182_b67","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1016\/S0924-0136(02)00253-4","article-title":"Deep drawing process: analysis and experiment","volume":"132","author":"Colgan","year":"2003","journal-title":"J. Mater Process. Technol."},{"key":"10.1016\/j.is.2023.102182_b68","series-title":"Metal Forming 2012","first-page":"91","article-title":"Sensitivity analysis of a force and microstructure model for plate rolling","author":"Seuren","year":"2012"},{"key":"10.1016\/j.is.2023.102182_b69","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/j.jmatprotec.2014.07.018","article-title":"On instabilities of force and grain size predictions in the simulation of multi-pass hot rolling processes","volume":"216","author":"Bambach","year":"2015","journal-title":"J. Mater Process. Technol."},{"issue":"6095","key":"10.1016\/j.is.2023.102182_b70","doi-asserted-by":"crossref","first-page":"690","DOI":"10.1126\/science.1217501","article-title":"Challenges in metal recycling","volume":"337","author":"Reck","year":"2012","journal-title":"Science"},{"key":"10.1016\/j.is.2023.102182_b71","series-title":"8th IEEE International Conference on Data Science and Advanced Analytics, DSAA 2021, Porto","first-page":"1","article-title":"Efficient modeling of digital shadows for production processes: A case study for quality prediction in high pressure die casting processes","author":"Chakrabarti","year":"2021"},{"key":"10.1016\/j.is.2023.102182_b72","series-title":"International Conference on Advanced Information Systems Engineering","first-page":"276","article-title":"Requirements Engineering for Cyber Physical Production Systems","author":"Loucopoulos","year":"2019"},{"year":"2002","series-title":"Information Visualization in Data Mining and Knowledge Discovery","author":"Grinstein","key":"10.1016\/j.is.2023.102182_b73"},{"issue":"1, article 32","key":"10.1016\/j.is.2023.102182_b74","first-page":"1","article-title":"Monitoring large-scale production processes using a rule-based visualization recommendation system","volume":"4","author":"Chakrabathi","year":"2023","journal-title":"SN Comput. Sci"},{"year":"2010","series-title":"Artificial Intelligence: A Modern Approach","author":"Russell","key":"10.1016\/j.is.2023.102182_b75"},{"year":"2004","series-title":"Knowledge Representation and Reasoning","author":"Brachman","key":"10.1016\/j.is.2023.102182_b76"},{"year":"2021","series-title":"Autonomous Agents for the World Wide Lab","author":"Liebenberg","key":"10.1016\/j.is.2023.102182_b77"}],"container-title":["Information Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0306437923000182?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0306437923000182?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2023,9,20]],"date-time":"2023-09-20T11:31:48Z","timestamp":1695209508000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0306437923000182"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,3]]},"references-count":77,"alternative-id":["S0306437923000182"],"URL":"https:\/\/doi.org\/10.1016\/j.is.2023.102182","relation":{},"ISSN":["0306-4379"],"issn-type":[{"type":"print","value":"0306-4379"}],"subject":[],"published":{"date-parts":[[2023,3]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Information systems engineering with Digital Shadows: Concept and use cases in the Internet of Production","name":"articletitle","label":"Article Title"},{"value":"Information Systems","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.is.2023.102182","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2023 The Author(s). Published by Elsevier Ltd.","name":"copyright","label":"Copyright"}],"article-number":"102182"}}