{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T23:33:08Z","timestamp":1784331188265,"version":"3.55.0"},"reference-count":123,"publisher":"MDPI AG","issue":"22","license":[{"start":{"date-parts":[[2020,11,21]],"date-time":"2020-11-21T00:00:00Z","timestamp":1605916800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003246","name":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","doi-asserted-by":"publisher","award":["628.009.015"],"award-info":[{"award-number":["628.009.015"]}],"id":[{"id":"10.13039\/501100003246","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>The sooner disruptive emergent behaviors are detected, the sooner preventive measures can be taken to ensure the resilience of business processes execution. Therefore, organizations need to prepare for emergent behaviors by embedding corrective control mechanisms, which help coordinate organization-wide behavior (and goals) with the behavior of local autonomous entities. Ongoing technological advances, brought by the Industry 4.0 and cyber-physical systems of systems paradigms, can support integration within complex enterprises, such as supply chains. In this paper, we propose a reference enterprise architecture for the detection and monitoring of emergent behaviors in enterprises. We focus on addressing the need for an adequate reaction to disruptions. Based on a systematic review of the literature on the topic of current architectural designs for understanding emergent behaviors, we distill architectural requirements. Our architecture is a hybrid as it combines distributed autonomous business logic (expressed in terms of simple business rules) and some central control mechanisms. We exemplify the instantiation and use of this architecture by means of a proof-of-concept implementation, using a multimodal logistics case study. The obtained results provide a basis for achieving supply chain resilience \u201cby design\u201d, i.e., through the design of coordination mechanisms that are well equipped to absorb and compensate for the effects of emergent disruptive behaviors.<\/jats:p>","DOI":"10.3390\/s20226672","type":"journal-article","created":{"date-parts":[[2020,11,23]],"date-time":"2020-11-23T01:28:48Z","timestamp":1606094928000},"page":"6672","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":18,"title":["A Design of the Resilient Enterprise: A Reference Architecture for Emergent Behaviors Control"],"prefix":"10.3390","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2791-6070","authenticated-orcid":false,"given":"Rob","family":"Bemthuis","sequence":"first","affiliation":[{"name":"Department of Pervasive Systems, University of Twente, 7522 NB Enschede, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maria-Eugenia","family":"Iacob","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering and Business Information Systems, University of Twente, 7522 NB Enschede, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Paul","family":"Havinga","sequence":"additional","affiliation":[{"name":"Department of Pervasive Systems, University of Twente, 7522 NB Enschede, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2020,11,21]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Mori, N., Takahashi, T., Yasuda, T., and Yanagisawa, H. (2011). Survey of 2011 Tohoku earthquake tsunami inundation and run-up. Geophys. Res. Lett., 38.","DOI":"10.1029\/2011GL049210"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1126\/science.1176225","article-title":"Antigenic and genetic characteristics of swine-origin 2009 A (H1N1) influenza viruses circulating in humans","volume":"325","author":"Garten","year":"2009","journal-title":"Science"},{"key":"ref_3","unstructured":"(2020, September 21). WHO | Pneumonia of Unknown Cause\u2014China. Available online: https:\/\/www.who.int\/csr\/don\/05-january-2020-pneumonia-of-unkown-cause-china\/en\/."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"497","DOI":"10.1016\/S0140-6736(20)30183-5","article-title":"Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China","volume":"395","author":"Huang","year":"2020","journal-title":"Lancet"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"2605","DOI":"10.1056\/NEJMoa0903810","article-title":"Emergence of a novel swine-origin influenza A (H1N1) virus in humans","volume":"360","author":"Dawood","year":"2009","journal-title":"N. Engl. J. Med."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"72","DOI":"10.12924\/cis2013.01020072","article-title":"Building disaster resilience: Steps toward sustainability","volume":"1","author":"Cutter","year":"2014","journal-title":"Chall. Sustain."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"M\u00fcller, J.M., Buliga, O., and Voigt, K.I. (2020). The role of absorptive capacity and innovation strategy in the design of industry 4.0 business Models-A comparison between SMEs and large enterprises. Eur. Manag. J.","DOI":"10.1016\/j.emj.2020.01.002"},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Oppermann, L., Boden, A., Hofmann, B., Prinz, W., and Decker, S. (2019, January 19\u201320). Beyond HCI and CSCW: Challenges and Useful Practices Towards a Human-Centred Vision of AI and IA. Proceedings of the Halfway to the Future Symposium 2019, Nottingham, UK.","DOI":"10.1145\/3363384.3363481"},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Jamshidi, M. (2017). Systems of Systems Engineering: Principles and Applications, CRC Press.","DOI":"10.1201\/9781420065893"},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Bondavalli, A., Bouchenak, S., and Kopetz, H. (2016). Cyber-Physical Systems of Systems, Springer.","DOI":"10.1007\/978-3-319-47590-5"},{"key":"ref_11","unstructured":"Baheti, R., and Gill, H. (2020, June 02). Cyber-Physical Systems. Available online: https:\/\/en.wikipedia.org\/wiki\/Cyber-physical_system."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"102","DOI":"10.1177\/0268396218816273","article-title":"Enterprise architecture and enterprise architecture artifacts: Questioning the old concept in light of new findings","volume":"34","author":"Kotusev","year":"2019","journal-title":"J. Inf. Technol."},{"key":"ref_13","unstructured":"Josey, A. (2020, September 21). Archimate\u00ae 3.0. 1-A Pocket Guide. Available online: https:\/\/www.vanharenpublishing.de\/amfilerating\/file\/download\/file_id\/326\/."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Aldea, A., Iacob, M.E., Wombacher, A., Hiralal, M., and Franck, T. (2018, January 16\u201319). Enterprise architecture 4.0-A vision, an approach and software tool support. Proceedings of the 2018 IEEE 22nd International Enterprise Distributed Object Computing (EDOC) Conference, Stockholm, Sweden.","DOI":"10.1109\/EDOC.2018.00011"},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Ivanov, D., and Dolgui, A. (2020). A digital supply chain twin for managing the disruption risks and resilience in the era of Industry 4.0. Prod. Plan. Control, 1\u201314.","DOI":"10.1080\/09537287.2020.1768450"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Ralston, P., and Blackhurst, J. (2020). Industry 4.0 and resilience in the supply chain: A driver of capability enhancement or capability loss?. Int. J. Prod. Res., 1\u201314.","DOI":"10.1080\/00207543.2020.1736724"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"2941","DOI":"10.1080\/00207543.2018.1444806","article-title":"Industry 4.0: State of the art and future trends","volume":"56","author":"Xu","year":"2018","journal-title":"Int. J. Prod. Res."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1007\/s12599-014-0334-4","article-title":"Industry 4.0","volume":"6","author":"Lasi","year":"2014","journal-title":"Bus. Inf. Syst. Eng."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Bemthuis, R.H., Koot, M., Mes, M.R., Bukhsh, F.A., Iacob, M.E., and Meratnia, N. (2019, January 28\u201331). An agent-based process mining architecture for emergent behavior analysis. Proceedings of the 2019 IEEE 23rd International Enterprise Distributed Object Computing Workshop (EDOCW), Paris, France.","DOI":"10.1109\/EDOCW.2019.00022"},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Bemthuis, R., Mes, M., Iacob, M.E., and Havinga, P. (2020, January 14\u201318). Using agent-based simulation for emergent behavior detection in cyber-physical systems. Proceedings of the 2020 Winter Simulation Conference (WSC), Orlando, FL, USA.","DOI":"10.1109\/WSC48552.2020.9383956"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"45","DOI":"10.2753\/MIS0742-1222240302","article-title":"A design science research methodology for information systems research","volume":"24","author":"Peffers","year":"2007","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_22","unstructured":"IEEE (2000). IEEE recommended practice for architectural description for software-intensive systems. IEEE Stand. 1471 2000."},{"key":"ref_23","unstructured":"Kitchenham, B. (2004). Procedures for Performing Systematic Reviews, Keele University."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1016\/j.infsof.2008.09.009","article-title":"Systematic literature reviews in software engineering\u2013a systematic literature review","volume":"51","author":"Kitchenham","year":"2009","journal-title":"Inf. Softw. Technol."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.infsof.2015.01.012","article-title":"A systematic literature review on Enterprise Architecture Implementation Methodologies","volume":"62","author":"Rouhani","year":"2015","journal-title":"Inf. Softw. Technol."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Bemthuis, R. (2019, January 28\u201331). Business Logic for Resilient Supply Chain Logistics. Proceedings of the 2019 IEEE 23rd International Enterprise Distributed Object Computing Workshop (EDOCW), Paris, France.","DOI":"10.1109\/EDOCW.2019.00041"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1207\/s15327000em0101_4","article-title":"Emergence as a construct: History and issues","volume":"1","author":"Goldstein","year":"1999","journal-title":"Emergence"},{"key":"ref_28","unstructured":"Holland, J.H. (2020, September 21). Emergence: From Chaos to Order. Available online: https:\/\/books.google.nl\/books?id=VjKtpujRGuAC&printsec=frontcover&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"18720","DOI":"10.1073\/pnas.1107583108","article-title":"Inferring the structure and dynamics of interactions in schooling fish","volume":"108","author":"Katz","year":"2011","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_30","unstructured":"Engell, S. (2020, September 21). Cyber-Physical Systems of Systems\u2014Definition and Core Research and Innovation Areas. Available online: http:\/\/www.cpsos.eu\/wp-content\/uploads\/2015\/07\/CPSoS-Scope-paper-vOct-26-2014.pdf."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1109\/MIS.2010.104","article-title":"The emergence of intelligent enterprises: From CPS to CPSS","volume":"25","author":"Wang","year":"2010","journal-title":"IEEE Intell. Syst."},{"key":"ref_32","first-page":"538","article-title":"Cyber-Physical Systems of Systems and Complexity Science: The Whole is More than the Sum of Individual and Autonomous Cyber-Physical Systems","volume":"49","year":"2018","journal-title":"Cybern. Syst."},{"key":"ref_33","unstructured":"Fromm, J. (2020, September 21). Types and Forms of Emergence. Available online: http:\/\/arxiv.org\/ftp\/nlin\/papers\/0506\/0506028.pdf."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Bedau, M.A., and Humphreys, P. (2008). Emergence: Contemporary Readings in Philosophy and Science, The MIT Press.","DOI":"10.7551\/mitpress\/9780262026215.001.0001"},{"key":"ref_35","first-page":"48106","article-title":"Managing emergent behavior in distributed control systems","volume":"1001","author":"Parunak","year":"1997","journal-title":"Ann. Arbor."},{"key":"ref_36","unstructured":"Mittal, S., and Rainey, L. (2015, January 26\u201329). Harnessing emergence: The control and design of emergent behavior in system of systems engineering. Proceedings of the Conference on Summer Computer Simulation, Chicago, IL, USA."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"503","DOI":"10.1016\/j.tree.2015.06.010","article-title":"What do you mean,\u2018resilient\u2019?","volume":"30","author":"Hodgson","year":"2015","journal-title":"Trends Ecol. Evol."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1146\/annurev.es.04.110173.000245","article-title":"Resilience and stability of ecological systems","volume":"4","author":"Holling","year":"1973","journal-title":"Annu. Rev. Ecol. Syst."},{"key":"ref_39","first-page":"32","article-title":"Engineering resilience versus ecological resilience","volume":"31","author":"Holling","year":"1996","journal-title":"Eng. Within Ecol. Constraints"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Folke, C., Carpenter, S.R., Walker, B., Scheffer, M., Chapin, T., and Rockstr\u00f6m, J. (2010). Resilience thinking: Integrating resilience, adaptability and transformability. Ecol. Soc., 15.","DOI":"10.5751\/ES-03610-150420"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1111\/cdev.12205","article-title":"Global perspectives on resilience in children and youth","volume":"85","author":"Masten","year":"2014","journal-title":"Child Dev."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"119846","DOI":"10.1016\/j.techfore.2019.119846","article-title":"Approaches for resilience and antifragility in collaborative business ecosystems","volume":"151","author":"Ramezani","year":"2020","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_43","first-page":"14","article-title":"Sustainability and resilience: Toward a systems approach","volume":"2","author":"Fiksel","year":"2006","journal-title":"Sustain. Sci. Pract. Policy"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1146\/annurev.ecolsys.31.1.425","article-title":"Ecological resilience\u2014In theory and application","volume":"31","author":"Gunderson","year":"2000","journal-title":"Annu. Rev. Ecol. Syst."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"765","DOI":"10.1007\/s10021-001-0045-9","article-title":"From metaphor to measurement: Resilience of what to what?","volume":"4","author":"Carpenter","year":"2001","journal-title":"Ecosystems"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Walker, B., Carpenter, S., Anderies, J., Abel, N., Cumming, G., Janssen, M., Lebel, L., Norberg, J., Peterson, G.D., and Pritchard, R. (2002). Resilience management in social-ecological systems: A working hypothesis for a participatory approach. Conserv. Ecol., 6.","DOI":"10.5751\/ES-00356-060114"},{"key":"ref_47","first-page":"46","article-title":"How resilience works","volume":"80","author":"Coutu","year":"2002","journal-title":"Harv. Bus. Rev."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Walker, B., Holling, C.S., Carpenter, S.R., and Kinzig, A. (2004). Resilience, adaptability and transformability in social\u2014Ecological systems. Ecol. Soc., 9.","DOI":"10.5751\/ES-00650-090205"},{"key":"ref_49","first-page":"110","article-title":"Organizing for resilience","volume":"94","author":"Sutcliffe","year":"2003","journal-title":"Posit. Organ. Sch. Found. New Discip."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Vogus, T.J., and Sutcliffe, K.M. (2007, January 7\u201310). Organizational resilience: Towards a theory and research agenda. Proceedings of the 2007 IEEE International Conference on Systems, Man and Cybernetics, Montreal, QC, Canada.","DOI":"10.1109\/ICSMC.2007.4414160"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1108\/09574090910954873","article-title":"Understanding the concept of supply chain resilience","volume":"20","author":"Ponomarov","year":"2009","journal-title":"Int. J. Logist. Manag."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Erol, O., Mansouri, M., and Sauser, B. (2009, January 23\u201326). A framework for enterprise resilience using service oriented architecture approach. Proceedings of the 2009 3rd Annual IEEE Systems Conference, Vancouver, BC, Canada.","DOI":"10.1109\/SYSTEMS.2009.4815785"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1504\/IJRAM.2012.047551","article-title":"Developing an index to assess the resilience of critical infrastructure","volume":"16","author":"Petit","year":"2012","journal-title":"Int. J. Risk Assess. Manag."},{"key":"ref_54","first-page":"12","article-title":"A uniform approach for system of systems architecture evaluation","volume":"22","author":"Gagliardi","year":"2009","journal-title":"CrossTalk"},{"key":"ref_55","doi-asserted-by":"crossref","unstructured":"Bondavalli, A., Bouchenak, S., and Kopetz, H. (2016). Basic Concepts on Systems of Systems. Cyber-Physical Systems of Systems: Foundations\u2014A Conceptual Model and Some Derivations: The AMADEOS Legacy, Springer International Publishing.","DOI":"10.1007\/978-3-319-47590-5"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"598","DOI":"10.1016\/j.gloenvcha.2008.07.013","article-title":"A place-based model for understanding community resilience to natural disasters","volume":"18","author":"Cutter","year":"2008","journal-title":"Glob. Environ. Chang."},{"key":"ref_57","unstructured":"Cutter, S.L., Barnes, L., Berry, M., Burton, C., Evans, E., Tate, E., and Webb, J. (2020, June 02). Community and Regional Resilience: Perspectives from Hazards, Disasters, and Emergency Management. Available online: https:\/\/s31207.pcdn.co\/wp-content\/uploads\/2019\/09\/Perspectives-from-Hazards-Disasters-and-Emergency-Management_9-25-08.pdf."},{"key":"ref_58","unstructured":"United Nations International Strategy for Disaster Reduction (UNISDR) (2009). 2009 UNISDR Terminology on Disaster Risk Reduction, UNISDR."},{"key":"ref_59","doi-asserted-by":"crossref","unstructured":"Li, Z., Sim, C.H., and Low, M.Y.H. (2006, January 16\u201318). A survey of emergent behavior and its impacts in agent-based systems. Proceedings of the 2006 4th IEEE International Conference on Industrial Informatics, Singapore.","DOI":"10.1109\/INDIN.2006.275846"},{"key":"ref_60","unstructured":"Macal, C.M., and North, M.J. (2005, January 4\u20137). Tutorial on agent-based modeling and simulation. Proceedings of the Winter Simulation Conference, Orlando, FL, USA."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"638","DOI":"10.1016\/j.procir.2015.12.019","article-title":"Characterization of cyber-physical sensor systems","volume":"41","author":"Berger","year":"2016","journal-title":"Procedia CIRP"},{"key":"ref_62","doi-asserted-by":"crossref","unstructured":"Barot, V., Henshaw, M., Siemieniuch, C., and Dogan, H. (2013, January 2\u20136). Design of a web-based thesaurus for systems of systems engineering. Proceedings of the 2013 8th International Conference on System of Systems Engineering, Maui, HI, USA.","DOI":"10.1109\/SYSoSE.2013.6575234"},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1002\/inst.12109","article-title":"Systems of systems, cyber-physical systems, the internet-of-things\u2026 whatever next?","volume":"19","year":"2016","journal-title":"Insight"},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Guessi, M., Neto, V.V., Bianchi, T., Felizardo, K.R., Oquendo, F., and Nakagawa, E.Y. (2015, January 13\u201317). A systematic literature review on the description of software architectures for systems of systems. Proceedings of the 30th Annual ACM Symposium on Applied Computing, Salamanca, Spain.","DOI":"10.1145\/2695664.2695795"},{"key":"ref_65","unstructured":"Boardman, J., and Sauser, B. (2006, January 24\u201326). System of Systems-the meaning of of. Proceedings of the 2006 IEEE\/SMC International Conference on System of Systems Engineering, Los Angeles, CA, USA."},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Dahmann, J.S., and Baldwin, K.J. (2008, January 7\u201310). Understanding the current state of US defense systems of systems and the implications for systems engineering. Proceedings of the 2008 2nd Annual IEEE Systems Conference, Montreal, QC, Canada.","DOI":"10.1109\/SYSTEMS.2008.4518994"},{"key":"ref_67","unstructured":"(2011). Cyber-Physical Systems\u2014Merging the Physical and Virtual Worlds. Cyber-Physical Systems: Driving Force for Innovation in Mobility, Health, Energy and Production, Springer."},{"key":"ref_68","first-page":"33","article-title":"Agile digital transformation of System-of-Systems architecture models using Zachman framework","volume":"7","author":"Bondar","year":"2017","journal-title":"J. Ind. Inf. Integr."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"538","DOI":"10.1002\/sys.21517","article-title":"Decision learning framework for architecture design decisions of complex systems and system-of-systems","volume":"22","author":"Raman","year":"2019","journal-title":"Syst. Eng."},{"key":"ref_70","unstructured":"Karcanias, N., and Hessami, A.G. (2010, January 19\u201323). Complexity and the notion of system of systems: Part (I): General systems and complexity. Proceedings of the 2010 World Automation Congress, Kobe, Japan."},{"key":"ref_71","doi-asserted-by":"crossref","unstructured":"Hessami, A. (2013, January 13\u201316). A framework for characterising complex systems and system of systems. Proceedings of the 2013 IEEE International Conference on Systems, Man, and Cybernetics, Manchester, UK.","DOI":"10.1109\/SMC.2013.293"},{"key":"ref_72","unstructured":"Oquendo, F. (December, January 28). Software architecture challenges and emerging research in software-intensive systems-of-systems. Proceedings of the European Conference on Software Architecture, Copenhagen, Denmark."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1186\/s13173-019-0089-3","article-title":"Software mediators as first-class entities of systems-of-systems software architectures","volume":"25","author":"Oquendo","year":"2019","journal-title":"J. Braz. Comput. Soc."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"250","DOI":"10.1109\/JSYST.2016.2588284","article-title":"System-of-systems to support mobile safety critical applications: Open challenges and viable solutions","volume":"12","author":"Bondavalli","year":"2016","journal-title":"IEEE Syst. J."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"484","DOI":"10.1109\/JSYST.2008.2007163","article-title":"System-of-systems engineering management: A review of modern history and a path forward","volume":"2","author":"Gorod","year":"2008","journal-title":"IEEE Syst. J."},{"key":"ref_76","doi-asserted-by":"crossref","unstructured":"Bosmans, S., Mercelis, S., Hellinckx, P., and Denil, J. (2018, January 14\u201316). Towards evaluating emergent behavior of the internet of things using large scale simulation techniques (wip). Proceedings of the 4th ACM International Conference of Computing for Engineering and Sciences, Kuala Lumpur, Malaysia.","DOI":"10.1145\/3213187.3213191"},{"key":"ref_77","doi-asserted-by":"crossref","unstructured":"El Hachem, J., Chiprianov, V., Neto, V.V.G., and Aniorte, P. (2018, January 19\u201322). Extending a Multi-Agent Systems Simulation Architecture for Systems-of-Systems Security Analysis. Proceedings of the 2018 13th Annual Conference on System of Systems Engineering (SoSE), Paris, France.","DOI":"10.1109\/SYSOSE.2018.8428776"},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1111\/j.1530-9290.2009.00121.x","article-title":"Exploring the synergy between Industrial Ecology and System of Systems to understand complexity: A case study in air transportation","volume":"13","author":"DeLaurentis","year":"2009","journal-title":"J. Ind. Ecol."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"110484","DOI":"10.1016\/j.jss.2019.110484","article-title":"Modeling, analyzing and predicting security cascading attacks in smart buildings systems-of-systems","volume":"162","author":"Hachem","year":"2020","journal-title":"J. Syst. Softw."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1016\/j.datak.2015.12.001","article-title":"System-of-systems support\u2014A bigraph approach to interoperability and emergent behavior","volume":"105","author":"Stary","year":"2016","journal-title":"Data Knowl. Eng."},{"key":"ref_81","doi-asserted-by":"crossref","unstructured":"Oquendo, F. (2016, January 6\u20138). Formally describing the architectural behavior of software-intensive systems-of-systems with SosADL. Proceedings of the 2016 21st International Conference on Engineering of Complex Computer Systems (ICECCS), Dubai, UAE.","DOI":"10.1109\/ICECCS.2016.012"},{"key":"ref_82","unstructured":"Neto, V.V.G. (2016). Validating Emergent Behaviours in Systems-of-Systems through Model Transformations, SRC@ MoDELS."},{"key":"ref_83","doi-asserted-by":"crossref","unstructured":"Garc\u00e9s, L., Oquendo, F., and Nakagawa, E.Y. (2018, January 17\u201321). Towards a taxonomy of software mediators for systems-of-systems. Proceedings of the VII Brazilian Symposium on Software Components, Architectures, and Reuse, Sao Carlos, Brazil.","DOI":"10.1145\/3267183.3267189"},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"106202","DOI":"10.1016\/j.infsof.2019.106202","article-title":"Architecting systems of systems: A tertiary study","volume":"118","author":"Cadavid","year":"2020","journal-title":"Inf. Softw. Technol."},{"key":"ref_85","doi-asserted-by":"crossref","unstructured":"Oquendo, F. (2018, January 24\u201328). Formally describing self-organizing architectures for systems-of-systems on the internet-of-things. Proceedings of the European Conference on Software Architecture, Madrid, Spain.","DOI":"10.1007\/978-3-030-00761-4_2"},{"key":"ref_86","unstructured":"Hsu, J.C., and Butterfield, M. (2007, January 24\u201328). Modeling Emergent Behavior for Systems-of-Systems. Proceedings of the INCOSE International Symposium, San Diego, CA, USA."},{"key":"ref_87","unstructured":"Hachem, J.E., Chiprianov, V., Babar, A., and Aniorte, P. (December, January 28). Towards methodological support for secure architectures of software-intensive systems-of-systems. Proceedings of the International Colloquium on Software-intensive Systems-of-Systems at 10th European Conference on Software Architecture, Copenhagen, Denmark."},{"key":"ref_88","doi-asserted-by":"crossref","unstructured":"Gillespie, S.E., Giachetti, R.E., Hernandez, A., Beery, P.T., and Paulo, E.P. (2017, January 18\u201321). System of systems architecture feasibility analysis to support tradespace exploration. Proceedings of the 2017 12th System of Systems Engineering Conference (SoSE), Waikoloa, HI, USA.","DOI":"10.1109\/SYSOSE.2017.7994944"},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"102305","DOI":"10.1016\/j.scico.2019.102305","article-title":"A modeling approach for Systems-of-Systems by adapting ISO\/IEC\/IEEE 42010 Standard evaluated by Goal-Question-Metric","volume":"184","author":"Chaabane","year":"2019","journal-title":"Sci. Comput. Program."},{"key":"ref_90","doi-asserted-by":"crossref","unstructured":"Karcanias, N., and Hessami, A.G. (2011, January 18\u201320). System of systems and emergence part 1: Principles and framework. Proceedings of the 2011 Fourth International Conference on Emerging Trends in Engineering & Technology, Port Louis, Mauritius.","DOI":"10.1109\/ICETET.2011.51"},{"key":"ref_91","doi-asserted-by":"crossref","unstructured":"Sillmann, B., Glock, T., Ghassemi, R., and Sax, E. (2018, January 23\u201326). A multi-objective optimization approach for analysing and architecting system of systems. Proceedings of the 2018 Annual IEEE International Systems Conference (SysCon), Vancouver, BC, Canada.","DOI":"10.1109\/SYSCON.2018.8369581"},{"key":"ref_92","first-page":"3","article-title":"Taking hold of system of systems management","volume":"20","author":"Sauser","year":"2008","journal-title":"Eng. Manag. J."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"502","DOI":"10.1002\/sys.21521","article-title":"Architecting exogenous software-intensive systems-of-systems on the internet-of-vehicles with SosADL","volume":"22","author":"Oquendo","year":"2019","journal-title":"Syst. Eng."},{"key":"ref_94","doi-asserted-by":"crossref","unstructured":"Wachholder, D., and Stary, C. (2015, January 17\u201320). Enabling emergent behavior in systems-of-systems through bigraph-based modeling. Proceedings of the 2015 10th System of Systems Engineering Conference (SoSE), San Antonio, TX, USA.","DOI":"10.1109\/SYSOSE.2015.7151954"},{"key":"ref_95","unstructured":"Hsu, J.C., Clymer, J.R., Garcia, J., and Gonzalez, E. (2009, January 20\u201323). Agent-Based Modeling the Emergent Behavior of A System-of-Systems. Proceedings of the INCOSE International Symposium, Singapore."},{"key":"ref_96","doi-asserted-by":"crossref","unstructured":"Yang, K.W., Chen, Y.W., Lu, Y.J., and Zhao, Q.S. (2010, January 22\u201324). The study of guided emergent behavior in system of systems requirement analysis. Proceedings of the 2010 5th International Conference on System of Systems Engineering, Loughborough, UK.","DOI":"10.1109\/SYSOSE.2010.5544033"},{"key":"ref_97","doi-asserted-by":"crossref","unstructured":"Oquendo, F. (2018, January 19\u201322). Exogenously Describing Architectural Emergent Behaviors of Systems-of-Systems with SosADL. Proceedings of the 2018 13th Annual Conference on System of Systems Engineering (SoSE), Paris, France.","DOI":"10.1109\/SYSOSE.2018.8428715"},{"key":"ref_98","doi-asserted-by":"crossref","unstructured":"Langford, G., and Langford, T. (2017, January 18\u201321). The making of a system of systems: Ontology reveals the true nature of emergence. Proceedings of the 2017 12th System of Systems Engineering Conference (SoSE), Waikoloa, HI, USA.","DOI":"10.1109\/SYSOSE.2017.7994936"},{"key":"ref_99","doi-asserted-by":"crossref","unstructured":"Oquendo, F. (2018, January 19\u201322). On the Emergent Behavior Oxymoron of System-of-Systems Architecture Description. Proceedings of the 2018 13th Annual Conference on System of Systems Engineering (SoSE), Paris, France.","DOI":"10.1109\/SYSOSE.2018.8428727"},{"key":"ref_100","doi-asserted-by":"crossref","unstructured":"Hsu, J., and Price, M. (2010, January 4\u20137). Use zachman framework to engineer the emergent behavior of a system-of-systems. Proceedings of the 48th AIAA Aerospace Sciences Meeting Including the New Horizons Forum and Aerospace Exposition, Orlando, FL, USA.","DOI":"10.2514\/6.2010-788"},{"key":"ref_101","doi-asserted-by":"crossref","unstructured":"Oquendo, F. (2017, January 18\u201321). Architecturally describing the emergent behavior of software-intensive system-of-systems with SosADL. Proceedings of the 2017 12th System of Systems Engineering Conference (SoSE), Waikoloa, HI, USA.","DOI":"10.1109\/SYSOSE.2017.7994941"},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1177\/1548512915620580","article-title":"A note on promoting positive emergence and managing negative emergence in systems of systems","volume":"13","author":"Zeigler","year":"2016","journal-title":"J. Def. Model. Simul."},{"key":"ref_103","doi-asserted-by":"crossref","unstructured":"Motus, L., Preden, J.S., Meriste, M., and Pahtma, R. (2012, January 16\u201319). Self-aware architecture to support partial control of emergent behavior. Proceedings of the 2012 7th International Conference on System of Systems Engineering (SoSE), Genova, Italy.","DOI":"10.1109\/SYSoSE.2012.6384148"},{"key":"ref_104","doi-asserted-by":"crossref","unstructured":"Karcanias, N., and Hessami, A.G. (2011, January 18\u201320). System of systems and emergence part 2: Synergetic effects and emergence. Proceedings of the 2011 Fourth International Conference on Emerging Trends in Engineering & Technology, Port Louis, Mauritius.","DOI":"10.1109\/ICETET.2011.52"},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"803","DOI":"10.1109\/TSMCA.2010.2048024","article-title":"Systomics: Toward a biology of system of systems","volume":"40","author":"Sauser","year":"2010","journal-title":"IEEE Trans. Syst. Man Cybern. Part A Syst. Hum."},{"key":"ref_106","doi-asserted-by":"crossref","first-page":"435","DOI":"10.1177\/1548512913477259","article-title":"An integrated executable architecture framework for System of Systems development","volume":"10","author":"Helle","year":"2013","journal-title":"J. Def. Model. Simul."},{"key":"ref_107","doi-asserted-by":"crossref","unstructured":"El Hachem, J., Pang, Z.Y., Chiprianov, V., Babar, A., and Aniorte, P. (2016, January 6\u20139). Model driven software security architecture of systems-of-systems. Proceedings of the 2016 23rd Asia-Pacific Software Engineering Conference (APSEC), Hamilton, New Zealand.","DOI":"10.1109\/APSEC.2016.023"},{"key":"ref_108","first-page":"267","article-title":"Architecting principles for systems-of-systems","volume":"1","author":"Maier","year":"1998","journal-title":"Syst. Eng. J. Int. Counc. Syst. Eng."},{"key":"ref_109","first-page":"325","article-title":"On the systems engineering and management of systems of systems and federations of systems","volume":"2","author":"Sage","year":"2001","journal-title":"Inf. Knowl. Syst. Manag."},{"key":"ref_110","doi-asserted-by":"crossref","unstructured":"Frey, S., Diaconescu, A., Menga, D., and Demeure, I. (2013, January 9\u201313). A holonic control architecture for a heterogeneous multi-objective smart micro-grid. Proceedings of the 2013 IEEE 7th International Conference on Self-Adaptive and Self-Organizing Systems, Philadelphia, PA, USA.","DOI":"10.1109\/SASO.2013.11"},{"key":"ref_111","unstructured":"(2020, September 21). GAIA-X: Technical Architecture. Technical Report. Available online: https:\/\/www.bmwi.de\/Redaktion\/EN\/Publikationen\/gaia-x-technical-architecture.pdf?__blob=publicationFile&v=6."},{"key":"ref_112","unstructured":"(2020, September 21). IDS Reference Architecture Model 3.0. Technical Report. Available online: https:\/\/www.internationaldataspaces.org\/publications\/reference-architecture-model-3-0\/."},{"key":"ref_113","doi-asserted-by":"crossref","unstructured":"Barbosa, A., Santana, A., Hacks, S., and Stein, N.V. (2019, January 3\u20135). A taxonomy for enterprise architecture analysis research. Proceedings of the 21st International Conference on Enterprise Information Systems, Crete, Greece.","DOI":"10.5220\/0007692304930504"},{"key":"ref_114","unstructured":"Quartel, D., Engelsman, W., and Jonkers, H. (2010). ArchiMate\u00ae extension for modeling and managing motivation, principles and requirements in TOGAFTM. Whitepaper, The Open Group."},{"key":"ref_115","doi-asserted-by":"crossref","unstructured":"Aldea, A., Iacob, M.E., van Hillegersberg, J., Quartel, D., Bodenstaff, L., and Franken, H. (2015, January 13\u201317). Modelling Strategy with ArchiMate. Proceedings of the 30th Annual ACM Symposium on Applied Computing. Association for Computing Machinery, Salamanca, Spain.","DOI":"10.1145\/2695664.2699489"},{"key":"ref_116","doi-asserted-by":"crossref","unstructured":"Haki, K., Beese, J., Aier, S., and Winter, R. (2020). The Evolution of Information Systems Architecture: An Agent-Based Simulation Model. MIS Q.","DOI":"10.25300\/MISQ\/2020\/14494"},{"key":"ref_117","doi-asserted-by":"crossref","unstructured":"Bellifemine, F.L., Caire, G., and Greenwood, D. (2007). Developing Multi-Agent Systems with JADE, John Wiley & Sons.","DOI":"10.1002\/9780470058411"},{"key":"ref_118","unstructured":"Singh, S., Lu, S., Kokar, M.M., Kogut, P.A., and Martin, L. (2017, January 23\u201326). Detection and classification of emergent behaviors using multi-agent simulation framework (WIP). Proceedings of the Symposium on Modeling and Simulation of Complexity in Intelligent, Adaptive and Autonomous Systems, Virginia Beach, VA, USA."},{"key":"ref_119","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.envsoft.2013.03.017","article-title":"Spatial agent-based models for socio-ecological systems: Challenges and prospects","volume":"45","author":"Filatova","year":"2013","journal-title":"Environ. Model. Softw."},{"key":"ref_120","unstructured":"Friedenthal, S., Moore, A., and Steiner, R. (2014). A Practical Guide to SysML: The Systems Modeling Language, Morgan Kaufmann."},{"key":"ref_121","doi-asserted-by":"crossref","unstructured":"Aldea, A., Vaicekauskait\u0117, E., Daneva, M., and Piest, J.P.S. (2020, January 5\u20138). Assessing Resilience in Enterprise Architecture: A Systematic Review. Proceedings of the 2020 IEEE 24th International Enterprise Distributed Object Computing Conference (EDOC), Eindhoven, The Netherlands.","DOI":"10.1109\/EDOC49727.2020.00011"},{"key":"ref_122","doi-asserted-by":"crossref","unstructured":"Boxer, P.J., and Garcia, S. (2009, January 23\u201326). Enterprise architecture for complex system-of-systems contexts. Proceedings of the 2009 3rd Annual IEEE Systems Conference, Vancouver, BC, Canada.","DOI":"10.1109\/SYSTEMS.2009.4815807"},{"key":"ref_123","doi-asserted-by":"crossref","unstructured":"Rabaey, M. (2016). Complex adaptive systems thinking approach to enterprise architecture. Web Design and Development: Concepts, Methodologies, Tools, and Applications, IGI Global.","DOI":"10.4018\/978-1-4666-8619-9.ch017"}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/20\/22\/6672\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T10:35:26Z","timestamp":1760178926000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/20\/22\/6672"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,11,21]]},"references-count":123,"journal-issue":{"issue":"22","published-online":{"date-parts":[[2020,11]]}},"alternative-id":["s20226672"],"URL":"https:\/\/doi.org\/10.3390\/s20226672","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,11,21]]}}}