Abstract
The concept of the Digital Twin has attracted notable research attention in recent years and has emerged as a prominent theme at recent editions of the SOHOMA workshop. This paper aims to provide perspectives on past and future Digital Twin research within the SOHOMA context. The paper describes the evolution of the Digital Twin concept over the past decade of SOHOMA workshops and reviews the contributions in terms of functions, architectures and implementation technologies. Considering the future of Digital Twin research within the SOHOMA context, the paper identifies key enabling factors and challenges, and proposes a strategic research focus to promote future impact.
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References
Miskinis, C.: The history and creation of the digital twin concept (2019). https://www.challenge.org/insights/digital-twin-history/. Accessed 28 May 2020
Grieves, M.: Digital Twin: Manufacturing Excellence through Virtual Factory Replication. Melbourne (2014)
Shafto, M., Conroy, M., Doyle, R., Glaessgen, E.: Modeling, simulation, information technology & processing roadmap. Technology Area (2010)
Grieves, M., Vickers, J.: Digital twin: mitigating unpredictable, undesirable emergent behavior in complex systems. In: Kahlen, F.J., Flumerfelt, S., Alves, A. (eds.) Transdisciplinary Perspectives on Complex Systems. Springer, Cham (2017)
Vachalek, J., Bartalsky, L., Rovny, O., Sismisova, D., Morhac, M., Loksik, M.: The digital twin of an industrial production line within the industry 4.0 concept. In: Proceedings of the 2017 21st International Conference on Process Control, pp. 258–262 (2017)
Tao, F., Cheng, J., Qi, Q., Zhang, M., Zhang, H., Sui, F.: Digital twin-driven product design, manufacturing and service with big data. Int. J. Adv. Manuf. Technol. 94(9–12), 3563–3576 (2018)
Feuer, Z., Weissman, Z.: The value of the digital twin (2017). https://community.plm.automation.siemens.com/t5/Digital-Transformations/The-value-of-the-digital-twin/ba-p/385812. Accessed 6 June 2020
Marr, B.: What is digital twin technology – and why is it so important? (2017). https://www.forbes.com/sites/bernardmarr/2017/03/06/what-is-digital-twin-technology-and-why-is-it-so-important/#26203f1c2e2a. Accessed 6 June 2020
Martin, J.: The value of automation and power of the digital twin (2017). https://newsignature.com/articles/value-automation-power-digital-twin/. Accessed 6 June 2020
Oracle: Digital twins for IoT applications: A comprehensive approach to implementing IoT digital twins (white paper). Redwood shores (2017)
Van Belle, J., Philips, J., Ali, O., Saint Germain, B., Van Brussel, H., Valckenaers, P. A service-oriented approach for holonic manufacturing control and beyond. In: Borangiu, T., Thomas, A., Trentesaux, D. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing Control. Studies in Computational Intelligence, vol. 402, pp. 1–20 (2011)
Cardin, O., Castagna, P. Myopia of service oriented manufacturing systems: Benefits of data centralization with a discrete-event observer. In: Borangiu, T., Thomas, A., Trentesaux, D. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing Control. Studies in Computational Intelligence, vol. 402, pp. 197–210 (2011)
Thomas, A., Trentesaux, D.: Are intelligent manufacturing systems sustainable? In Service Orientation in holonic and multi-agent manufacturing and robotics. Springer Stud. Comput. Intell. 544, 3–14 (2013)
Dobrescu, R., Merezeanu, D.: Simulation platform for virtual manufacturing systems. In: Borangiu, T., Trentesaux, D., Thomas, A., Leitao, P., Barata Oliviera, J. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing, Proceedings of SOHOMA 2016. Studies in Computational Intelligence, vol. 694, pp. 395–404. Springer, Cham (2017)
Rocha, A., Barroca, P., Dal Maso, G., Barata Oliviera, J.: Environment to simulate distributed agent based manufacturing systems. In: Borangiu, T., Trentesaux, D., Thomas, A., Leitao, P., Barata Oliviera, J. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing, Proceedings of SOHOMA 2016. Studies in Computational Intelligence, vol. 694, pp. 405–416. Springer, Cham (2017)
Rocha, A., Rodrigues, M., Barata Oliviera, J.: An evolvable and adaptable agent based smart grid management – a simulation environment. In: Borangiu, T., Trentesaux, D., Thomas, A., Leitao, P., Barata Oliviera, J. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing, Proceedings of SOHOMA 2016. Studies in Computational Intelligence, vol. 694, pp. 417–426. Springer, Cham (2017)
Kruger, K., Basson, A.: Validation of a holonic controller for a modular conveyor system using an object-oriented simulation framework. In: Borangiu, T., Trentesaux, D., Thomas, A., Leitao, P., Barata Oliviera, J. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing, Proceedings of SOHOMA 2016. Studies in Computational Intelligence, vol. 694, pp. 427–436. Springer, Cham (2017)
Zupan, H., Zerovnik, J., Herakovik, N.: Local search with discrete event simulation for the job shop scheduling problem. In: Borangiu, T., Trentesaux, D., Thomas, A., Cardin, O. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing, Proceedings of SOHOMA 2017. Studies in Computational Intelligence, vol. 803, pp. 371–380. Springer, Cham (2018)
Derigent, W., Thomas, A.: Situational awareness in product lifecycle information systems. In: Borangiu, T., Trentesaux, D., Thomas, A., Cardin, O. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing, Proceedings of SOHOMA 2017. Studies in Computational Intelligence, vol. 803, pp. 127–136. Springer, Cham (2018)
Valckenaers, P.: ARTI reference architecture – PROSA revisited. In: Borangiu, T., Trentesaux, D., Thomas, A., Cavalieri, S. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing, Proceedings of SOHOMA 2018. Studies in Computational Intelligence, vol. 803, pp. 1–19. Springer, Cham (2019)
Valckenaers, P.: Perspective on holonic manufacturing systems: PROSA becomes ARTI. Comput. Ind. 120, 103226 (2020)
Borangiu, T., Cardin, O., Babiceanu, R., Giret, A., Kruger, K., Raileanu, S., Weichhart, G.: Scientific discussion: open reviews of “ARTI reference architecture – PROSA revisited”. In: Borangiu, T., Trentesaux, D., Thomas, A., Cavalieri, S. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing, Proceedings of SOHOMA 2018. Studies in Computational Intelligence, vol. 803, pp. 20–37. Springer, Cham (2019)
Pipan, M., Protner, J., Herakovic, N.: Integration of distributed manufacturing nodes in smart factory. In: Borangiu, T., Trentesaux, D., Thomas, A., Cavalieri, S. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing, Proceedings of SOHOMA 2018. Studies in Computational Intelligence, vol. 803, pp. 424–435. Springer, Cham (2019)
Redelinghuys, A.J.H., Basson, A.H., Kruger, K.: A six-layer digital twin architecture for a manufacturing cell. In: Borangiu, T., Trentesaux, D., Thomas, A., Cavalieri, S. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing. Proceedings of SOHOMA 2018. Studies in Computational Intelligence, vol. 803, pp. 412–423. Springer, Cham (2019)
Selma, C., Tamzalit, D., Mebarki, N., Cardin, O., Bruggeman, L., Theriot, D.: Industry 4.0 and service companies: the case of the French postal service. In: Borangiu, T., Trentesaux, D., Thomas, A., Cavalieri, S. (eds.) Service Orientation in Holonic and Multi-Agent Manufacturing. Proceedings of SOHOMA 2018. Studies in Computational Intelligence, vol. 803, pp. 436–447. Springer, Cham (2019)
Berdal, Q., Pacaux-Lemoine, M., Bonte, T., Trentesaux, D., Chauvin, C.: A benchmarking platform for human-machine cooperation in Industry 4.0. Submitted to SOHOMA (2020)
Borangiu, T., Oltean, E., Raileanu, S., Anton, F., Anton, S., Iacob, I.: Embedded digital twin for ARTI-type control of semi-continuous production processes. In: Borangiu, T., Trentesaux, D., Leitao, P., Giret Boggino, A., Botti, V. (eds.) Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future. SOHOMA 2019. Studies in Computational Intelligence, vol. 853, pp. 113–133. Springer, Cham (2020)
Raileanu, S., Borangiu, T., Ivanescu, N., Morariu, O., Anton, F.: Integrating the digital twin of a shop floor conveyor in the manufacturing control system. In: Borangiu, T., Trentesaux, D., Leitao, P., Giret Boggino, A., Botti, V. (eds.) Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future. SOHOMA 2019. Studies in Computational Intelligence, vol. 853, pp. 134–145. Springer, Cham (2020)
Lu, Q., Xie, X., Heaton, J., Parlikad, A., Schooling, J.: From BIM towards digital twin: strategy and future development for smart asset management. In: Borangiu, T., Trentesaux, D., Leitao, P., Giret Boggino, A., Botti, V. (eds.) Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future. SOHOMA 2019. Studies in Computational Intelligence, vol. 853, pp. 392–404. Springer, Cham (2020)
Redelinghuys, A., Kruger, K., Basson, A.: A six-layer architecture for digital twins with aggregation. In: Borangiu, T., Trentesaux, D., Leitao, P., Giret Boggino, A., Botti, V. (eds.) Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future. SOHOMA 2019. Studies in Computational Intelligence, vol. 853, pp. 171–182, Springer, Cham (2020)
Taylor, N., Human, C., Kruger, K., Bekker, A., Basson, A.: Comparison of digital twin development in manufacturing and maritime domains. In: Borangiu, T., Trentesaux, D., Leitao, P., Giret Boggino, A., Botti, V. (eds.) Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future. SOHOMA 2019. Studies in Computational Intelligence, vol. 853. Springer, Cham (2020)
Cardin, O., Castagna, P., Couedel, D., Plot, C., Launay, J., Allanic, N., Madec, Y., Jegouzo, S.: Energy aware resource in digital twin: the case of injection moulding machines. In: Borangiu, T., Trentesaux, D., Leitao, P., Giret Boggino, A., Botti, V. (eds.) Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future. SOHOMA 2019. Studies in Computational Intelligence, vol. 853, pp. 183–194. Springer, Cham (2020)
Andre, P., Azzi, F., Cardin, O.: Heterogenous communication middleware for digital twin based cyber manufacturing systems. In: Borangiu, T., Trentesaux, D., Leitao, P., Giret Boggino, A., Botti, V. (eds.) Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future. SOHOMA 2019. Studies in Computational Intelligence, vol. 853, pp. 146–157. Springer, Cham (2020)
Kritzinger, W., Karner, M., Traar, G., Henjes, J., Sihn, W.: Digital twin in manufacturing: a categorical literature review and classification. IFAC-PapersOnLine. 51(11), 1016–1022 (2018)
Taylor, C.: Cybersecurity is the biggest threat to the world economy over the next decade, CEOs say (2019). https://www.cnbc.com/2019/07/09/cybersecurity-biggest-threat-to-world-economy-ceos-say.html. Accessed 03 June 2020
Bocetta, S.: 10 Most Urgent Cybersecurity Issues in 2019 (2019). https://www.csoonline.com/article/3501897/10-most-urgent-cybersecurity-issues-in-2019.html. Accessed 28 May 2020
Redelinghuys, A.J.H., Basson, A.H., Kruger, K.: Cybersecurity considerations for industrie 4.0. In: D. Dimitrov, D. Hagedorn-Hansen, K. von Leipzig (eds.) International Conference on Competitive Manufacturing (COMA 19). Knowledge Valorisation in the Age of Digitalization. Stellenbosch, pp. 266–271 (2019)
Dignan, L.: GE aims to replicate Digital Twin success with security-focused Digital Ghost (2017). https://www.zdnet.com/article/ge-aims-to-replicate-digital-twin-success-with-security-focused-digital-ghost/. Accessed 23 May 2018
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Kruger, K., Redelinghuys, A.J.H., Basson, A.H., Cardin, O. (2021). Past and Future Perspectives on Digital Twin Research at SOHOMA. In: Borangiu, T., Trentesaux, D., Leitão, P., Cardin, O., Lamouri, S. (eds) Service Oriented, Holonic and Multi-Agent Manufacturing Systems for Industry of the Future. SOHOMA 2020. Studies in Computational Intelligence, vol 952. Springer, Cham. https://doi.org/10.1007/978-3-030-69373-2_5
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