{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,26]],"date-time":"2026-05-26T12:07:28Z","timestamp":1779797248287,"version":"3.53.1"},"reference-count":59,"publisher":"MDPI AG","issue":"6","license":[{"start":{"date-parts":[[2026,5,26]],"date-time":"2026-05-26T00:00:00Z","timestamp":1779753600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Chaos engineering is currently being used by some of the largest software companies in the world to develop IT systems that can withstand turbulent production conditions. This study presents an approach for applying chaos engineering across manufacturing systems to improve system resilience. For this purpose, the proposed chaos twin framework includes a four-step process for the manufacturing and interlinked digital twin system. A case study is discussed based on a material flow simulation. The case study shows the example implementation of the chaos twin framework for improving the resilience of a manufacturing system. The research intends to enhance the field of designing and operating manufacturing systems by demonstrating novel perspectives on applying chaos engineering within the cyberspace. Additionally, the research intends to provide a more industry-oriented guide to facilitate the practical application of chaos engineering within the manufacturing industry.<\/jats:p>","DOI":"10.3390\/systems14060608","type":"journal-article","created":{"date-parts":[[2026,5,26]],"date-time":"2026-05-26T11:02:51Z","timestamp":1779793371000},"page":"608","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Chaos Engineering for Resilient Manufacturing: A Digital Twin Perspective"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1694-4378","authenticated-orcid":false,"given":"Tim","family":"van Erp","sequence":"first","affiliation":[{"name":"College of Science and Engineering, Flinders University, GPO Box 2100, Adelaide, SA 5001, Australia"},{"name":"College of Business, Creative Arts, Law and Social Sciences, Flinders University, GPO Box 2100, Adelaide, SA 5001, Australia"},{"name":"Department of Technology and Innovation, Faculty of Engineering, University of Southern Denmark, Campusvej 55, 5230 Odense, Denmark"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-4411-7676","authenticated-orcid":false,"given":"Vickie","family":"Hohberg","sequence":"additional","affiliation":[{"name":"Department of Technology and Innovation, Faculty of Engineering, University of Southern Denmark, Campusvej 55, 5230 Odense, Denmark"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Christoffer Aske M\u00f8ller","family":"Huus","sequence":"additional","affiliation":[{"name":"Department of Technology and Innovation, Faculty of Engineering, University of Southern Denmark, Campusvej 55, 5230 Odense, Denmark"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Laura Kristine","family":"Stokholm Tiedemann","sequence":"additional","affiliation":[{"name":"Department of Technology and Innovation, Faculty of Engineering, University of Southern Denmark, Campusvej 55, 5230 Odense, Denmark"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Joakim","family":"Stokholm Tiedemann","sequence":"additional","affiliation":[{"name":"Department of Technology and Innovation, Faculty of Engineering, University of Southern Denmark, Campusvej 55, 5230 Odense, Denmark"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2026,5,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1683","DOI":"10.1080\/00207543.2022.2118892","article-title":"The Industry 5.0 framework: Viability-based integration of the resilience, sustainability, and human-centricity perspectives","volume":"61","author":"Ivanov","year":"2023","journal-title":"Int. J. Prod. Res. Taylor Fr. J."},{"key":"ref_2","unstructured":"(2026, April 14). European Commission: Directorate-General for Research and Innovation, Industry 5.0\u2014Towards a Sustainable, Human-Centric and Resilient European Industry, Publications Office of the European Union. Available online: https:\/\/data.europa.eu\/doi\/10.2777\/308407."},{"key":"ref_3","first-page":"92","article-title":"Design and operations framework for the Twin Transition of manufacturing systems","volume":"18","author":"Rytter","year":"2023","journal-title":"Adv. Prod. Eng. Manag."},{"key":"ref_4","unstructured":"United Nations (2026, April 14). Transforming Our World: The 2030 Agenda for Sustainable Development, United Nations. Available online: https:\/\/sdgs.un.org\/publications\/transforming-our-world-2030-agenda-sustainable-development-17981."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Aheleroff, S., Huang, H., Xu, X., and Zhong, R.Y. (2022). Toward sustainability and resilience with Industry 4.0 and Industry 5.0. Front. Manuf. Technol., 2.","DOI":"10.3389\/fmtec.2022.951643"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/j.jmsy.2023.08.023","article-title":"Towards resilience in Industry 5.0: A decentralized autonomous manufacturing paradigm","volume":"71","author":"Leng","year":"2023","journal-title":"J. Manuf. Syst."},{"key":"ref_7","unstructured":"Gremlin Inc. (2026, April 14). Chaos Engineering: The History, Principles, and Practice. Available online: https:\/\/www.gremlin.com\/community\/tutorials\/chaos-engineering-the-history-principles-and-practice\/."},{"key":"ref_8","unstructured":"(2026, April 14). Principles of Chaos Engineering. Available online: https:\/\/principlesofchaos.org\/."},{"key":"ref_9","unstructured":"Izrailevsky, Y., and Tseitlin, A. (2026, April 14). The Netflix Simian Army, Netflix Technology Blog. Available online: https:\/\/netflixtechblog.com\/the-netflix-simian-army-16e57fbab116."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1109\/MS.2016.60","article-title":"Chaos Engineering","volume":"33","author":"Basiri","year":"2016","journal-title":"IEEE Softw."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Chang, M.A., Tschaen, B., Benson, T., and Vanbever, L. (2015, January 17\u201321). Chaos Monkey: Increasing SDN Reliability through Systematic Network Destruction. Proceedings of the 2015 ACM Conference on Special Interest Group on Data Communication, London, UK.","DOI":"10.1145\/2785956.2790038"},{"key":"ref_12","unstructured":"Andrus, K. (2026, April 14). The Evolution of Chaos, O\u2019Reilly. YouTube. Video. Available online: https:\/\/www.youtube.com\/watch?v=hRwfLEc-0p4."},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Konstantinou, C., Stergiopoulos, G., Parvania, M., and Esteves-Verissimo, P. (2021). Chaos Engineering for Enhanced Resilience of Cyber-Physical Systems. 2021 Resilience Week (RWS), IEEE.","DOI":"10.1109\/RWS52686.2021.9611797"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.cirpj.2026.02.013","article-title":"Requirement analysis and approach for Chaos Engineering in industrial production","volume":"67","author":"Doan","year":"2026","journal-title":"CIRP J. Manuf. Sci. Technol."},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Poltronieri, F., Tortonesi, M., and Stefanelli, C. (2021). Chaostwin: A chaos engineering and digital twin approach for the design of resilient IT services. Proceedings of the 17th International Conference on Network and Service Management (CNSM), Izmir, Turkey, 25\u201329 October 2021, IEEE. Available online: https:\/\/dl.ifip.org\/db\/conf\/cnsm\/cnsm2021\/1570725069.pdf.","DOI":"10.23919\/CNSM52442.2021.9615519"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Jernberg, H., Runeson, P., and Engstr\u00f6m, E. (2020, January 5\u20139). Getting Started with Chaos Engineering-design of an implementation framework in practice. Proceedings of the 14th ACM\/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM), Bari, Italy.","DOI":"10.1145\/3382494.3421464"},{"key":"ref_17","unstructured":"Gunja, S. (2026, April 14). What Is Chaos Engineering? Dynatrace. Available online: https:\/\/www.dynatrace.com\/news\/blog\/what-is-chaos-engineering\/."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Poltronieri, F., Tortonesi, M., and Stefanelli, C. (2022). A chaos engineering approach for improving the resiliency of IT services configurations. Proceedings of the NOMS 2022-2022 IEEE\/IFIP Network Operations and Management Symposium, Budapest, Hungary, 25\u201329 April 2022, IEEE.","DOI":"10.1109\/NOMS54207.2022.9789887"},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Neumann, K., van Erp, T., Steinh\u00f6fel, E., Sieckmann, F., and Kohl, H. (2021). Patterns for resilient value creation: Perspective of the German electrical industry during the COVID-19 pandemic. Sustainability, 13.","DOI":"10.3390\/su13116090"},{"key":"ref_20","unstructured":"Hasan, M. (2026, April 14). Digital Twin Market: Analyzing Growth and Emerging Trends. IOT Analytics. Available online: https:\/\/iot-analytics.com\/digital-twin-market-analyzing-growth-emerging-trends\/."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"van Erp, T., Davidsen, E.E., Grondahl, O.W., and Petersen, A.N. (2022). A factory planning and design framework for integrating the Digital Twin in Industry 4.0. Proceedings of the 27th International Conference on Emerging Technologies and Factory Automation (ETFA), Stuttgart, Germany, 6\u20139 September 2022, IEEE.","DOI":"10.1109\/ETFA52439.2022.9921642"},{"key":"ref_22","unstructured":"(2021). Digital Twin Framework for Manufacturing (Standard No. ISO 23247-1:2021). Available online: https:\/\/www.iso.org\/standard\/75066.html."},{"key":"ref_23","unstructured":"(2024). Internet of Things (IoT) and Digital Twin\u2014Vocabulary (Standard No. ISO\/IEC 20924:2024). Available online: https:\/\/www.iso.org\/standard\/88799.html."},{"key":"ref_24","unstructured":"(2023). Digital Twin\u2014Concepts and Terminology (Standard No. ISO\/IEC 30173:2023). Available online: https:\/\/www.iso.org\/standard\/81442.html."},{"key":"ref_25","unstructured":"Industrial Digital Twin Association (2026, April 14). Who\u2019s Who\u2014IDTA Members, Industrial Digital Twin Association (IDTA). Available online: https:\/\/industrialdigitaltwin.org\/en\/about-idta\/members-idta."},{"key":"ref_26","unstructured":"Industrial Digital Twin Association (2026, April 14). IDTA\u2014Working Together to Promote the Digital Twin, Industrial Digital Twin Association (IDTA). Available online: https:\/\/industrialdigitaltwin.org\/en\/."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1007\/s10845-023-02236-8","article-title":"The asset administration shell as enabler for predictive maintenance: A review","volume":"36","author":"JRahal","year":"2025","journal-title":"J. Intell. Manuf."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"144171","DOI":"10.1109\/ACCESS.2021.3122175","article-title":"An Asset Administration Shell Method for Data Exchange Between Manufacturing Software Applications","volume":"9","author":"Ye","year":"2021","journal-title":"IEEE Access"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"35795","DOI":"10.1109\/ACCESS.2022.3163738","article-title":"Toward Data Interoperability of Enterprise and Control Applications via the Industry 4.0 Asset Administration Shell","volume":"10","author":"Ye","year":"2022","journal-title":"IEEE Access"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"1794","DOI":"10.1016\/j.procs.2022.12.379","article-title":"Asset Administration Shell as an interoperable enabler of Industry 4.0 software architectures: A case study","volume":"217","author":"Quadrini","year":"2023","journal-title":"Procedia Comput. Sci."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s40436-021-00375-w","article-title":"State-of-the-art survey on digital twin implementations","volume":"10","author":"Liu","year":"2022","journal-title":"Adv. Manuf."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s40436-020-00302-5","article-title":"Digital twin-based sustainable intelligent manufacturing: A review","volume":"9","author":"He","year":"2021","journal-title":"Adv. Manuf."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Nee, A.Y.C., and Ong, S.K. (2021). Special Issue on Digital Twins in Industry. Appl. Sci., 11.","DOI":"10.3390\/app11146437"},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Arm, J., Benesl, T., Marcon, P., Bradac, Z., Schr\u00f6der, T., Belyaev, A., Werner, T., Braun, V., Kamensky, P., and Zezulka, F. (2021). Automated design and integration of Asset Administration Shells in components of Industry 4.0. Sensors, 21.","DOI":"10.3390\/s21062004"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"1560","DOI":"10.1080\/0951192X.2025.2452602","article-title":"Model-based definition-assisted asset administration shell as enabler for smart production line","volume":"38","author":"Lu","year":"2025","journal-title":"Int. J. Comput. Integr. Manuf."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1016\/j.ifacol.2024.09.126","article-title":"Model Based Systems Engineering applied to Digital Twin engineering: Why and how to?","volume":"58","author":"Gregory","year":"2024","journal-title":"IFAC-PapersOnLine"},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Belfadel, A., Creff, S., and Hamida, A.B. (2025). Advancing Industrial Digital Twins: Towards an Open Platform Aligned with Standards. Proceedings of the 21st International Conference on Product Lifecycle Management, Bangkok, Thailand, 7\u201310 July 2024, Springer.","DOI":"10.1007\/978-3-031-93323-3_9"},{"key":"ref_38","unstructured":"Industrial Internet Consortium (2026, April 14). Global Standards for Industrial IoT. Available online: https:\/\/www.iiconsortium.org\/pdf\/IIC_Global_Standards_Strategy_Whitepaper.pdf."},{"key":"ref_39","unstructured":"(2026, April 14). Plattform Industrie 4.0, Digital Twin Reference Model and Standardization to Realize a Sustainable Industry. Available online: https:\/\/www.plattform-i40.de\/IP\/Redaktion\/EN\/Downloads\/Publikation\/202404_Digital_twin_sustainable_industry.html."},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"El-Halwagi, M.M., Sengupta, D., Pistikopoulos, E.N., Sammons, J., Eljack, F., and Kazi, M.-K. (2020). Disaster-resilient design of manufacturing facilities through process integration: Principal strategies, perspectives, and research challenges. Front. Sustain., 1.","DOI":"10.3389\/frsus.2020.595961"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"486","DOI":"10.1016\/j.jmsy.2022.08.010","article-title":"Time-based resilience metric for smart manufacturing systems and optimization method with dual-strategy recovery","volume":"65","author":"Feng","year":"2022","journal-title":"J. Manuf. Syst."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"1089","DOI":"10.1016\/j.procir.2021.11.183","article-title":"Towards the Resilient Operator 5.0: The Future of Work in Smart Resilient Manufacturing Systems","volume":"104","author":"Romero","year":"2021","journal-title":"Procedia CIRP"},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Zhang, C., Tao, F., Qi, Q., Cheng, Y., Cheng, J., Wang, B., and Nee, A.Y.C. (2025). Digital twin-based shop-floor reconfiguration design for uncertainty management. Int. J. Prod. Res., 1\u201325.","DOI":"10.1080\/00207543.2024.2448605"},{"key":"ref_44","first-page":"100335","article-title":"Use of Model-Based System Engineering methodology and tools for disruption analysis of supply chains: A case in semiconductor manufacturing","volume":"28","author":"Mousavi","year":"2022","journal-title":"J. Ind. Inf. Integr."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"e09592","DOI":"10.1016\/j.heliyon.2022.e09592","article-title":"Role of systems engineering attributes in enhancing supply chain resilience: Healthcare in context of COVID-19 pandemic","volume":"8","author":"Hossain","year":"2022","journal-title":"Heliyon"},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1120","DOI":"10.1016\/j.procir.2022.05.118","article-title":"Quantum technologies in manufacturing systems: Perspectives for application and sustainable development","volume":"107","year":"2022","journal-title":"Procedia CIRP"},{"key":"ref_47","first-page":"136","article-title":"Impact of Site Reliability Engineering on Manufacturing Operations: Improving Efficiency and Reducing Downtime","volume":"13","author":"Dave","year":"2023","journal-title":"Int. J. Sci. Res. Publ."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Kalka, W., and Szydlo, T. (2024). \u03bc Chaos: Moving Chaos Engineering to IoT Devices. Proceedings of the International Conference on Computational Science, Malaga, Spain, 2\u20134 July 2024, Springer Nature.","DOI":"10.1007\/978-3-031-63783-4_18"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"1134","DOI":"10.1109\/TII.2023.3264101","article-title":"Chaos engineering for resilience assessment of digital twins","volume":"20","author":"Fogli","year":"2023","journal-title":"IEEE Trans. Ind. Inform."},{"key":"ref_50","unstructured":"Akuthota, A. (2023). Chaos Engineering for Microservices, St. Cloud State University. Available online: https:\/\/repository.stcloudstate.edu\/cgi\/viewcontent.cgi?article=1053&context=csit_etds."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"106172","DOI":"10.1109\/ACCESS.2023.3316028","article-title":"Enhancing Operational Resilience of Critical Infrastructure Processes Through Chaos Engineering","volume":"11","author":"Dedousis","year":"2023","journal-title":"IEEE Access"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Naqvi, M.A., Malik, S., Astekin, M., and Moonen, L. (2022). On evaluating self-adaptive and self-healing systems using chaos engineering. Proceedings of the International Conference on Autonomic Computing and Self-Organizing Systems (ACSOS), Virtual, 19\u201323 September 2022, IEEE.","DOI":"10.1109\/ACSOS55765.2022.00018"},{"key":"ref_53","first-page":"20","article-title":"Measuring resiliency of system of systems using chaos engineering experiments","volume":"Volume 12117","author":"Bailey","year":"2022","journal-title":"Disruptive Technologies in Information Sciences VI"},{"key":"ref_54","unstructured":"Industrial Digital Twin Association (2026, April 14). AAS Submodel Templates, Industrial Digital Twin Association (IDTA). Available online: https:\/\/industrialdigitaltwin.org\/content-hub\/teilmodelle."},{"key":"ref_55","unstructured":"Industrial Digital Twin Association (2026, April 14). IDTA 02005-1-0 Provision of Simulation Models, Industrial Digital Twin Association (IDTA). Available online: https:\/\/industrialdigitaltwin.org\/en\/wp-content\/uploads\/sites\/2\/2023\/01\/IDTA-02005-1-0_Submodel_ProvisionOfSimulationModels.pdf."},{"key":"ref_56","unstructured":"Industrial Digital Twin Association (2026, April 14). Use Cases\u2014The Digital Twin in Practice, Industrial Digital Twin Association (IDTA). Available online: https:\/\/industrialdigitaltwin.org\/en\/use-cases."},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Fries, C., Fechter, M., Ranke, D., Trierweiler, M., Al Assadi, A., Foith-F\u00f6rster, P., Wiendahl, H.-H., and Bauernhansl, T. (2021). Fluid Manufacturing Systems (FLMS) A Novel Approach for Versatility in Production. Advances in Automotive Production Technology\u2014Theory and Application, ARENA2036, Springer.","DOI":"10.1007\/978-3-662-62962-8_5"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1162\/jiec.2007.1110","article-title":"Uncovering industrial symbiosis","volume":"11","author":"Chertow","year":"2007","journal-title":"J. Ind. Ecol."},{"key":"ref_59","unstructured":"Marko, A., Plass, C., Kuttner, D., La\u00df, D., Bashiri, E., Barnstedt, E., Piller, F., Heinrich, H., Gayko, J., and Wirth, J. (2026, April 14). Perspectives on the Industrial Metaverse, Plattform Industrie 4.0. Available online: https:\/\/www.plattform-i40.de\/IP\/Redaktion\/EN\/Downloads\/Publikation\/Industrial_Metaverse.pdf."}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/14\/6\/608\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,26]],"date-time":"2026-05-26T11:35:29Z","timestamp":1779795329000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/14\/6\/608"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,26]]},"references-count":59,"journal-issue":{"issue":"6","published-online":{"date-parts":[[2026,6]]}},"alternative-id":["systems14060608"],"URL":"https:\/\/doi.org\/10.3390\/systems14060608","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,26]]}}}