{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,17]],"date-time":"2025-09-17T03:18:27Z","timestamp":1758079107868,"version":"3.44.0"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686196","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T00:00:00Z","timestamp":1757980800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,9,16]]},"abstract":"<jats:p>Dynamically emerging application of highly automated systems in many areas of our life increasingly needs task specific advanced model-simulation representations, model-based communications, cyber-physical controls, learning algorithms, and other engineering related solution elements in highly integrated environments where communication is established between model representations. In this way, model driving, and control are fully integrated in the innovation cycle from the idea to product support. This paper proposes and introduces a novel method for this integration aiming at a solution capable of theory, methodology, practice, and experience representations in the same model. The method follows the idea of three paradigm innovation where theoretical and experimental research and development are controlled by executable reactive model. Highly integrated, reactive, autonomous, and system representation eligible model is supposed and supported. Implementation of the proposed method applies high level modeling, realistic simulation, communication, and collaboration platform to provide theoretically grounded, methodologically up to date, and industrially eligible models for wide thematical area including integrated medical engineering solutions. Reactive and autonomous model requires intelligent computing and knowledge engineering intensive solutions for innovations in increasingly autonomous industrial and commercial products and other structures. Because communications in the proposed integration are established between model entities, natural language processing is required to learn written and spoken human inputs for model communication. Main issues in this paper are scenario of the software integration, elements and structure of the proposed solution, parameter relational features, collaborative data management, relevant machine learning models, impact, and implementation.<\/jats:p>","DOI":"10.3233\/faia250527","type":"book-chapter","created":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T13:19:33Z","timestamp":1758028773000},"source":"Crossref","is-referenced-by-count":0,"title":["Software Engineering for Modeling, Simulation, and Collaboration in High Automation"],"prefix":"10.3233","author":[{"given":"L\u00e1szl\u00f3","family":"Horv\u00e1th","sequence":"first","affiliation":[{"name":"Doctoral School of Applied Informatics and Applied Mathematics, \u00d3buda University, Budapest, Hungary"}]},{"given":"Levente","family":"Kov\u00e1cs","sequence":"additional","affiliation":[{"name":"Doctoral School of Applied Informatics and Applied Mathematics, \u00d3buda University, Budapest, Hungary"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","New Trends in Intelligent Software Methodologies, Tools and Techniques"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA250527","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T13:19:33Z","timestamp":1758028773000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA250527"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,16]]},"ISBN":["9781643686196"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia250527","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"value":"0922-6389","type":"print"},{"value":"1879-8314","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,9,16]]}}}