{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,3]],"date-time":"2025-10-03T12:43:41Z","timestamp":1759495421002,"version":"build-2065373602"},"reference-count":81,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2025,10,3]],"date-time":"2025-10-03T00:00:00Z","timestamp":1759449600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["www.mdpi.com"],"crossmark-restriction":true},"short-container-title":["JCP"],"abstract":"<jats:p>This study proposes methods of computer simulation to study and optimize the cybersecurity of Small Modular Nuclear Reactors (SMRs). SMRs hold the potential to help build a clean and sustainable power grid but will struggle to gain widespread adoption without public confidence in their security. SMRs are emerging technologies and potentially carry higher cyber threats due to remote operations, large numbers of cyber-physical systems, and cyber connections with other industrial concerns. A method of agent-based computer simulations to model the effects, or payoff, of collaboration between cyber defenders, power plants, and cybersecurity vendors is proposed to strengthen SMR cybersecurity as these new power generators enter into the market. The agent-based model presented in this research is intended to illustrate the potential of using simulation to model a payoff function for collaborative efforts between stakeholders. Employing simulation to heighten cybersecurity will help to safely leverage the potential of SMRs in a modern and low-emission energy grid.<\/jats:p>","DOI":"10.3390\/jcp5040083","type":"journal-article","created":{"date-parts":[[2025,10,3]],"date-time":"2025-10-03T11:53:37Z","timestamp":1759492417000},"page":"83","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Simulating Collaboration in Small Modular Nuclear Reactor Cybersecurity with Agent-Based Models"],"prefix":"10.3390","volume":"5","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-5253-4032","authenticated-orcid":false,"given":"Michael B.","family":"Zamperini","sequence":"first","affiliation":[{"name":"School of Engineering, Liberty University, Lynchburg, VA 24515, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1661-7470","authenticated-orcid":false,"given":"Diana J.","family":"Schwerha","sequence":"additional","affiliation":[{"name":"School of Engineering, Liberty University, Lynchburg, VA 24515, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2025,10,3]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"104738","DOI":"10.1016\/j.pnucene.2023.104738","article-title":"Cyber security in the nuclear industry: A closer look at digital control systems, networks and human factors","volume":"161","author":"Ayodeji","year":"2023","journal-title":"Prog. Nucl. Energy"},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Ding, J., Qammar, A., Zhang, Z., Karim, A., and Ning, H. (2022). Cyber threats to smart grids: Review, taxonomy, potential solutions, and future directions. Energies, 15.","DOI":"10.3390\/en15186799"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"102647","DOI":"10.1016\/j.rineng.2024.102647","article-title":"Securing modern power systems: Implementing comprehensive strategies to enhance resilience and reliability against cyber-attacks","volume":"23","author":"Abdelkader","year":"2024","journal-title":"Results Eng."},{"key":"ref_4","unstructured":"Linnosmaa, J., Papakonstantinou, N., Malm, T., Kotelba, A., and P\u00e4rssinen, J. (2021). Survey of Cybersecurity Standards for Nuclear Instrumentation and Control Systems. International Symposium on Future I&C for Nuclear Power Plants, ISOFIC 2021: Online, Okayama University. Available online: https:\/\/cris.vtt.fi\/ws\/portalfiles\/portal\/53942179\/Linnosmaa_ISOFIC_2021.pdf."},{"key":"ref_5","unstructured":"World Nuclear News (2025, August 22). High Support for Advanced Nuclear Worldwide, Survey Finds. 10 May 2023. Available online: https:\/\/world-nuclear-news.org\/Articles\/High-support-for-advanced-nuclear-worldwide,-surve."},{"key":"ref_6","unstructured":"Collins, J. (2023). Executive Gets 15 Months in Prison in Doomed Nuclear Project, The Associated Press. Available online: https:\/\/apnews.com\/article\/stephen-byrne-scana-power-plant-prison-c97cb1aaa33c991020551b2ae5c4dd85."},{"key":"ref_7","first-page":"212","article-title":"Sad Saga of the Financial Fraud of South Carolina\u2019s Two Failed Nuclear Power Plants","volume":"14","author":"Crumbley","year":"2022","journal-title":"J. Forensic Investig. Account."},{"key":"ref_8","unstructured":"Plumer, B. (2025, August 22). U.S. Nuclear Comeback Stalls as Two Reactors Are Abandoned. The New York Times, Available online: https:\/\/www.nytimes.com\/2017\/07\/31\/climate\/nuclear-power-project-canceled-in-south-carolina.html."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"109519","DOI":"10.1016\/j.rser.2019.109519","article-title":"Economics and finance of Small Modular Reactors: A systematic review and research agenda","volume":"118","author":"Mignacca","year":"2020","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref_10","unstructured":"Dominion Energy (2025, August 22). Virginia Elective and Power Company\u2019s Report of its 2023 Integrated Resource Plan. 1 May 2023, Available online: https:\/\/rga.lis.virginia.gov\/Published\/2023\/RD214."},{"key":"ref_11","unstructured":"Hoak, A. (2025, August 22). Gov. Youngkin\u2019s Plan to Bring Small Modular Reactor to Southwest Virginia Hits Roadblock, WCYB, Available online: https:\/\/wcyb.com\/news\/local\/plan-to-bring-small-modular-reactor-to-southwest-virginia-hits-roadblock-governor-glenn-youngkin-smr-energy-innovation-hub-lawmakers-republican-delegate-israel-oquinn-invest-swva-will-payne-southwest-virginia-energy-and-research-development-authority."},{"key":"ref_12","unstructured":"Conover, E. (2025, August 22). Tech Companies Want Small Nuclear Reactors. Here\u2019s How They\u2019d Work, ScienceNews, Available online: https:\/\/www.sciencenews.org\/article\/small-modular-nuclear-reactors-amazon."},{"key":"ref_13","unstructured":"Dalton, D. (2025, August 22). Nuclear Investment Makes Comeback, with Spending Set to Exceed $70 Billion and Promise of Further Growth, Nucnet, Available online: https:\/\/www.nucnet.org\/news\/nuclear-investment-makes-comeback-with-spending-set-to-exceed-usd70-billion-and-promise-of-further-growth-6-4-2025."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1016\/j.oceaneng.2013.10.015","article-title":"Considerations on the potential use of Nuclear Small Modular Reactor (SMR) technology for merchant marine propulsion","volume":"79","author":"Hirdaris","year":"2014","journal-title":"Ocean Eng."},{"key":"ref_15","unstructured":"Ingersoll, D.T., and Carelli, M.D. (2020). Handbook of Small Modular Nuclear Reactors, Woodhead Publishing."},{"key":"ref_16","unstructured":"Derr, E. (2025, August 22). Nuclear Needs Small Amounts of Land to Deliver Big Amounts of Electricity, NEI, Available online: https:\/\/nei.org\/news\/2022\/nuclear-brings-more-electricity-with-less-land."},{"key":"ref_17","unstructured":"GAO (2025, August 22). Nuclear Microreactors, Available online: https:\/\/www.gao.gov\/products\/gao-20-380sp."},{"key":"ref_18","unstructured":"NuScale (2023). VOYGR Power Plants, NuScale. Available online: https:\/\/www.nuscalepower.com\/en\/products\/voygr-smr-plants."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"103822","DOI":"10.1016\/j.pnucene.2021.103822","article-title":"Review of nuclear microreactors: Status, potentialities and challenges","volume":"138","author":"Testoni","year":"2021","journal-title":"Prog. Nucl. Energy"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1016\/j.pnucene.2013.07.005","article-title":"Technology readiness assessment of small modular reactor (SMR) designs","volume":"70","author":"Liu","year":"2014","journal-title":"Prog. Nucl. Energy"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1016\/j.pnucene.2015.10.007","article-title":"Simulation of the small modular reactor severe accident scenario response to SBO using MELCOR code","volume":"86","author":"Yin","year":"2016","journal-title":"Prog. Nucl. Energy"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1016\/j.energy.2014.11.040","article-title":"Load following with Small Modular Reactors (SMR): A real options analysis","volume":"80","author":"Locatelli","year":"2015","journal-title":"Energy"},{"key":"ref_23","unstructured":"Common Criteria (2025, August 22). The Common Criteria. Available online: https:\/\/www.commoncriteriaportal.org\/."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Francia, G.A., Francia, X.P., and Bridges, C. (2021). Agent-Based Modeling of Entity Behavior in Cybersecurity. Advances in Cybersecurity Management, Springer International Publishing.","DOI":"10.1007\/978-3-030-71381-2_1"},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Hus\u00e1k, M., and Ka\u0161par, J. (2018, January 25\u201329). Towards predicting cyber attacks using information exchange and data mining. Proceedings of the 2018 14th International Wireless Communications & Mobile Computing Conference (IWCMC), Limassol, Cyprus.","DOI":"10.1109\/IWCMC.2018.8450512"},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Rajivan, P., and Cooke, N. (2017). Impact of team collaboration on cybersecurity situational awareness. Theory and Models for Cyber Situation Awareness, Springer International Publishing.","DOI":"10.1007\/978-3-319-61152-5_8"},{"key":"ref_27","unstructured":"U.S. Nuclear Regulatory Commission (2025, August 22). Regulatory Guide 5.71 Cyber Security Programs for Nuclear Facilities, Available online: https:\/\/www.nrc.gov\/docs\/ML0903\/ML090340159.pdf."},{"key":"ref_28","unstructured":"International Nuclear Safety Advisory Group (1996). Defense in Depth in Nuclear Safety, INSAG-10, International Atomic Energy Agency. Available online: https:\/\/www-pub.iaea.org\/MTCD\/Publications\/PDF\/Pub1013e_web.pdf."},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Krause, T., Ernst, R., Klaer, B., Hacker, I., and Henze, M. (2021). Cybersecurity in Power Grids: Challenges and Opportunities. Sensors, 21.","DOI":"10.3390\/s21186225"},{"key":"ref_30","first-page":"2","article-title":"Small modular reactors and advanced reactor security: Regulatory perspectives on integrating physical and cyber security by design to protect against malicious acts and evolving threats","volume":"7","author":"Duguay","year":"2020","journal-title":"Int. J. Nucl. Secur."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1109\/MSP.2011.67","article-title":"Stuxnet: Dissecting a cyberwarfare weapon","volume":"9","author":"Langner","year":"2011","journal-title":"IEEE Secur. Priv."},{"key":"ref_32","unstructured":"Gibson, M., Elks, C., Tantawy, A., Hite, R., Gautham, S., Jayakumar, A., and Deloglos, C. (2025, August 22). Achieving Verifiable and High Integrity Instrumentation and Control Systems Through Complexity Awareness and Constrained Design, Available online: https:\/\/www.osti.gov\/servlets\/purl\/1547345."},{"key":"ref_33","unstructured":"Van Dine, A., Assante, M., and Stoutland, P. (2016). Outpacing Cyber Threats. Priorities for Cybersecurity at Nuclear Facilities, Nuclear Threat Initiative. Available online: https:\/\/media.nti.org\/documents\/NTI_CyberThreats__FINAL.pdf."},{"key":"ref_34","unstructured":"MITRE (2025, August 22). MITRE ATT&CK. Retreived June 4, 2025. Available online: https:\/\/attack.mitre.org\/."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"102681","DOI":"10.1016\/j.cose.2022.102681","article-title":"Two decades of cyberattack simulations: A systematic literature review","volume":"116","year":"2022","journal-title":"Comput. Secur."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"20200371","DOI":"10.1098\/rsta.2020.0371","article-title":"Stochastic model predictive control framework for resilient cyber-physical systems: Review and perspectives","volume":"379","author":"Chen","year":"2021","journal-title":"Philos. Trans. R. Soc. A"},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Kotenko, I., Saenko, I., Privalov, A., and Lauta, O. (2023). Ensuring SDN resilience under the influence of cyber attacks: Combining methods of topological transformation of stochastic networks, markov processes, and neural networks. Big Data Cogn. Comput., 7.","DOI":"10.3390\/bdcc7020066"},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Brito, T.B., Trevisan, E.F.C., and Botter, R.C. (2011, January 11\u201314). A conceptual comparison between discrete and continuous simulation to motivate the hybrid simulation methodology. Proceedings of the 2011 Winter Simulation Conference (WSC), Phoenix, AZ, USA.","DOI":"10.1109\/WSC.2011.6148082"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"154","DOI":"10.1007\/s42979-021-00535-6","article-title":"Deep cybersecurity: A comprehensive overview from neural network and deep learning perspective","volume":"2","author":"Sarker","year":"2021","journal-title":"SN Comput. Sci."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"204","DOI":"10.1057\/jos.2010.14","article-title":"Discrete-event simulation is dead, long live agent-based simulation!","volume":"4","author":"Siebers","year":"2010","journal-title":"J. Simul."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"619","DOI":"10.1057\/palgrave.jors.2601864","article-title":"Discrete-event simulation: From the pioneers to the present, what next?","volume":"56","author":"Robinson","year":"2005","journal-title":"J. Oper. Res. Soc."},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Macal, C., and North, M. (2014, January 7\u201310). Introductory tutorial: Agent-based modeling and simulation. Proceedings of the Winter Simulation Conference 2014, Savannah, GA, USA.","DOI":"10.1109\/WSC.2014.7019874"},{"key":"ref_43","unstructured":"Kelton, W.D., Zupick, N.B., Ivey, N., and Sadowski, R.P. (2024). Simulation with Arena, McGraw Hill Education. [7th ed.]."},{"key":"ref_44","first-page":"108","article-title":"Development of the space-time structure of the methodology for modeling the behavior of antagonistic agents of the security system","volume":"6","author":"Milov","year":"2020","journal-title":"East.-Eur. J. Enterp. Technol."},{"key":"ref_45","unstructured":"Law, A.M., and Kelton, W.D. (2000). Simulation Modeling and Analysis, McGraw Hill. [3rd ed.]."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"53","DOI":"10.2507\/IJSIMM21-1-587","article-title":"Design and Implementation of a DEVS-Based Cyber-Attack Simulator for Cyber Security","volume":"21","author":"Kara","year":"2022","journal-title":"Int. J. Simul. Model. (IJSIMM)"},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Abercrombie, R.K., Schlicher, B.G., and Sheldon, F.T. (2014, January 6\u20139). Security analysis of selected AMI failure scenarios using agent based game theoretic simulation. Proceedings of the 2014 47th Hawaii International Conference on System Sciences, Waikoloa, HI, USA.","DOI":"10.1109\/HICSS.2014.255"},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Rafferty, L., Iqbal, F., Aleem, S., Lu, Z., Huang, S.C., and Hung, P.C. (2018, January 2\u20137). Intelligent multi-agent collaboration model for smart home IoT security. Proceedings of the 2018 IEEE international congress on internet of things (ICIOT), San Francisco, CA, USA.","DOI":"10.1109\/ICIOT.2018.00016"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"995","DOI":"10.1016\/j.net.2019.11.001","article-title":"Cyber attack taxonomy for digital environment in nuclear power plants","volume":"52","author":"Kim","year":"2020","journal-title":"Nucl. Eng. Technol."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"tyac006","DOI":"10.1093\/cybsec\/tyac006","article-title":"Developing metrics to assess the effectiveness of cybersecurity awareness program","volume":"8","author":"Chaudhary","year":"2022","journal-title":"J. Cybersecur."},{"key":"ref_51","first-page":"640","article-title":"Survey of attack projection, prediction, and forecasting in cyber security","volume":"21","year":"2018","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Garcia Contreras, A.F., Ceberio, M., and Kreinovich, V. (2020). Plans are worthless but planning is everything: A theoretical explanation of Eisenhower\u2019s observation. Decision Making Under Constraints, Springer.","DOI":"10.1007\/978-3-030-40814-5_11"},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Schrom, E., Kinzig, A., Forrest, S., Graham, A.L., Levin, S.A., Bergstrom, C.T., Castillo-Chavez, C., Collins, J.P., De Boer, R.J., and Doup\u00e9, A. (2023). Challenges in cybersecurity: Lessons from biological defense systems. Math. Biosci., 362.","DOI":"10.1016\/j.mbs.2023.109024"},{"key":"ref_54","doi-asserted-by":"crossref","unstructured":"Tagarev, T. (2020). Towards the design of a collaborative cybersecurity networked organisation: Identification and prioritisation of governance needs and objectives. Future Internet, 12.","DOI":"10.3390\/fi12040062"},{"key":"ref_55","doi-asserted-by":"crossref","unstructured":"Yoon, K., and Chang, S.Y. (2021, January 21\u201323). Teaching team collaboration in cybersecurity: A case study from the transactive memory systems perspective. Proceedings of the 2021 IEEE Global Engineering Education Conference (EDUCON), Vienna, Austria.","DOI":"10.1109\/EDUCON46332.2021.9453894"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"tyab005","DOI":"10.1093\/cybsec\/tyab005","article-title":"Simulation for cybersecurity: State of the art and future directions","volume":"7","author":"Kavak","year":"2021","journal-title":"J. Cybersecur."},{"key":"ref_57","unstructured":"International Organization for Standardization (2025, August 22). ISO\/IEC 15408 Information Security, Cybersecurity and Privacy Protection. Available online: https:\/\/www.iso.org\/standard\/72891.html."},{"key":"ref_58","first-page":"104","article-title":"Proposed Arrangements and Cyber Security Challenges in Nuclear Domain: An Explanatory study Of India","volume":"1","author":"Dar","year":"2022","journal-title":"BOHR Int. J. Comput. Sci."},{"key":"ref_59","unstructured":"(2017). King James Bible, Cambridge University Press."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"78379","DOI":"10.1109\/ACCESS.2019.2922335","article-title":"New complementary points of cyber security schemes for critical digital assets at nuclear power plants","volume":"7","author":"Son","year":"2019","journal-title":"IEEE Access"},{"key":"ref_61","unstructured":"Turner, L. (2020, January 10\u201314). Common Criteria for Nuclear Cyber Security. Proceedings of the International Conference on Nuclear Security 2020, Vienna, Austria. Available online: https:\/\/conferences.iaea.org\/event\/181\/contributions\/15797\/."},{"key":"ref_62","doi-asserted-by":"crossref","unstructured":"Aamoth, B., Lee, W.E., and Ahmed, H. (2022, January 17\u201320). Net-Zero Through Small Modular Reactors-Cybersecurity Considerations. Proceedings of the IECON 2022\u201448th Annual Conference of the IEEE Industrial Electronics Society, Brussels, Belgium.","DOI":"10.1109\/IECON49645.2022.9968304"},{"key":"ref_63","unstructured":"CNBC (2025, August 22). Dow CEO Jim Fitterling on Advanced Nuclear Reactor Project in Texas. Squawk on the Street, Available online: https:\/\/www.cnbc.com\/video\/2023\/05\/12\/dow-ceo-jim-fitterling-on-advanced-nuclear-reactor-project-in-texas.html."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1016\/j.desal.2014.02.023","article-title":"NuScale small modular reactor for co-generation of electricity and water","volume":"340","author":"Ingersoll","year":"2014","journal-title":"Desalination"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"558","DOI":"10.1016\/j.enpol.2012.04.037","article-title":"Benefits and cost implications from integrating small flexible nuclear reactors with off-shore wind farms in a virtual power plant","volume":"46","author":"Shropshire","year":"2012","journal-title":"Energy Policy"},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Haes Alhelou, H., Hatziargyriou, N., and Dong, Z.Y. (2023). Cyber Vulnerabilities of Modern Power Systems. Power Systems Cybersecurity. Power Systems, Springer.","DOI":"10.1007\/978-3-031-20360-2"},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Macal, C.M. (2018, January 9\u201312). Tutorial on agent-based modeling and simulation: ABM design for the zombie apocalypse. Proceedings of the 2018 Winter Simulation Conference (WSC), Gothenburg, Sweden.","DOI":"10.1109\/WSC.2018.8632240"},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1177\/0021886391272001","article-title":"Toward a Comprehensive Theory of Collaboration","volume":"27","author":"Wood","year":"1991","journal-title":"J. Appl. Behav. Sci."},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Alozie, N., Yang, H., Rachmatullah, A., and Lopez-Prado, B. (2023). Toward A More Comprehensive Definition of Collaboration: Scholarly Literature vs. Practitioners. Proceedings of the 17th International Conference of the Learning Sciences\u2014ICLS 2023, International Society of the Learning Sciences.","DOI":"10.22318\/icls2023.937417"},{"key":"ref_70","unstructured":"Wilensky, U. (2025, August 22). NetLogo. Available online: https:\/\/www.netlogo.org\/."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1348\/000712604X15527","article-title":"Chance favours only the prepared mind: Incubation and the delayed effects of peer collaboration","volume":"96","author":"Howe","year":"2005","journal-title":"Br. J. Psychol."},{"key":"ref_72","doi-asserted-by":"crossref","unstructured":"Axelrod, R. (1997). The Complexity of Cooperation: Agent-Based Models of Competition and Collaboration: Agent-Based Models of Competition and Collaboration, Princeton University Press.","DOI":"10.1515\/9781400822300"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"2760","DOI":"10.1016\/j.ecolmodel.2010.08.019","article-title":"The ODD protocol: A review and first update","volume":"221","author":"Grimm","year":"2010","journal-title":"Ecol. Model."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1057\/jos.2016.7","article-title":"Everything you need to know about agent-based modelling and simulation","volume":"10","author":"Macal","year":"2016","journal-title":"J. Simul."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"7","DOI":"10.18564\/jasss.4259","article-title":"The ODD protocol for describing agent-based and other simulation models: A second update to improve clarity, replication, and structural realism","volume":"23","author":"Grimm","year":"2020","journal-title":"J. Artif. Soc. Soc. Simul."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"110967","DOI":"10.1016\/j.ecolmodel.2024.110967","article-title":"Using the ODD protocol and NetLogo to replicate agent-based models","volume":"501","author":"Grimm","year":"2025","journal-title":"Ecol. Model."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"619","DOI":"10.1061\/(ASCE)CO.1943-7862.0000331","article-title":"Evolution of collaboration in temporary project teams: An agent-based modeling and simulation approach","volume":"137","author":"Son","year":"2011","journal-title":"J. Constr. Eng. Manag."},{"key":"ref_78","first-page":"1","article-title":"Science and stovepipes: The covid\/climate mandate for intelligence analysis and education","volume":"16","author":"Ramsay","year":"2023","journal-title":"J. Homel. Secur. Educ."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"332","DOI":"10.1080\/13561820.2019.1636007","article-title":"Working on working together. A systematic review on how healthcare professionals contribute to interprofessional collaboration","volume":"34","author":"Schot","year":"2020","journal-title":"J. Interprofessional Care"},{"key":"ref_80","doi-asserted-by":"crossref","unstructured":"Morgan, G., and Gordijn, B. (2020). A care-based stakeholder approach to ethics of cybersecurity in business. The Ethics of Cybersecurity, Springer International Publishing.","DOI":"10.1007\/978-3-030-29053-5_6"},{"key":"ref_81","unstructured":"CISA (2025, August 22). Critical Infrastructure Sectors, Available online: https:\/\/www.cisa.gov\/topics\/critical-infrastructure-security-and-resilience\/critical-infrastructure-sectors."}],"container-title":["Journal of Cybersecurity and Privacy"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2624-800X\/5\/4\/83\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,3]],"date-time":"2025-10-03T12:17:21Z","timestamp":1759493841000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2624-800X\/5\/4\/83"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,3]]},"references-count":81,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["jcp5040083"],"URL":"https:\/\/doi.org\/10.3390\/jcp5040083","relation":{},"ISSN":["2624-800X"],"issn-type":[{"value":"2624-800X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10,3]]}}}