[{"doi":"10.1007/978-3-032-21981-7_4","type":"conference","publisher":"Springer Nature Switzerland","year":"2026","place":"Cham","title":"Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration","conference":{"start_date":"2025-05-13","end_date":"2025-05-15","location":"Tashkent, Usbekistan","name":"9th International Conference on Integrated Systems Design and Technology (ISDT 2025)"},"user_id":"220548","language":[{"iso":"eng"}],"publication_identifier":{"isbn":["978-3-032-21980-0"],"eisbn":["978-3-032-21981-7"]},"publication":"Integrated Systems: AI-Augmented Engineering","date_updated":"2026-09-08T08:49:50Z","status":"public","publication_status":"published","page":"46-56","date_created":"2026-09-07T17:05:30Z","editor":[{"first_name":"Mohammad-Reza","last_name":"Alam","full_name":"Alam, Mohammad-Reza"},{"full_name":"Fathi, Madjid","first_name":"Madjid","last_name":"Fathi"},{"full_name":"Pulatov, Alim","first_name":"Alim","last_name":"Pulatov"}],"author":[{"id":"237529","orcid":"0009-0007-3242-4501","last_name":"Berlik","first_name":"Stefan","full_name":"Berlik, Stefan","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3242-4501/work/226069311"},{"orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-2976-9206/work/226069314","full_name":"Seidpisheh, Mohammad","first_name":"Mohammad","orcid":"0000-0002-2976-9206","last_name":"Seidpisheh","id":"258037"}],"_id":"7145","citation":{"chicago":"Berlik, Stefan, and Mohammad Seidpisheh. “Multi-Stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration.” In <i>Integrated Systems: AI-Augmented Engineering</i>, edited by Mohammad-Reza Alam, Madjid Fathi, and Alim Pulatov, 46–56. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-21981-7_4\">https://doi.org/10.1007/978-3-032-21981-7_4</a>.","apa":"Berlik, S., &#38; Seidpisheh, M. (2026). Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration. In M.-R. Alam, M. Fathi, &#38; A. Pulatov (Eds.), <i>Integrated Systems: AI-Augmented Engineering</i> (pp. 46–56). Cham: Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-21981-7_4\">https://doi.org/10.1007/978-3-032-21981-7_4</a>","bibtex":"@inproceedings{Berlik_Seidpisheh_2026, place={Cham}, title={Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-21981-7_4\">10.1007/978-3-032-21981-7_4</a>}, booktitle={Integrated Systems: AI-Augmented Engineering}, publisher={Springer Nature Switzerland}, author={Berlik, Stefan and Seidpisheh, Mohammad}, editor={Alam, Mohammad-Reza and Fathi, Madjid and Pulatov, AlimEditors}, year={2026}, pages={46–56} }","ama":"Berlik S, Seidpisheh M. Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration. In: Alam M-R, Fathi M, Pulatov A, eds. <i>Integrated Systems: AI-Augmented Engineering</i>. Cham: Springer Nature Switzerland; 2026:46-56. doi:<a href=\"https://doi.org/10.1007/978-3-032-21981-7_4\">10.1007/978-3-032-21981-7_4</a>","alphadin":"<span style=\"font-variant:small-caps;\">Berlik, Stefan</span> ; <span style=\"font-variant:small-caps;\">Seidpisheh, Mohammad</span>: Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration. In: <span style=\"font-variant:small-caps;\">Alam, M.-R.</span> ; <span style=\"font-variant:small-caps;\">Fathi, M.</span> ; <span style=\"font-variant:small-caps;\">Pulatov, A.</span> (Hrsg.): <i>Integrated Systems: AI-Augmented Engineering</i>. Cham : Springer Nature Switzerland, 2026, S. 46–56","ieee":"S. Berlik and M. Seidpisheh, “Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration,” in <i>Integrated Systems: AI-Augmented Engineering</i>, Tashkent, Usbekistan, 2026, pp. 46–56.","mla":"Berlik, Stefan, and Mohammad Seidpisheh. “Multi-Stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration.” <i>Integrated Systems: AI-Augmented Engineering</i>, edited by Mohammad-Reza Alam et al., Springer Nature Switzerland, 2026, pp. 46–56, doi:<a href=\"https://doi.org/10.1007/978-3-032-21981-7_4\">10.1007/978-3-032-21981-7_4</a>.","short":"S. Berlik, M. Seidpisheh, in: M.-R. Alam, M. Fathi, A. Pulatov (Eds.), Integrated Systems: AI-Augmented Engineering, Springer Nature Switzerland, Cham, 2026, pp. 46–56."}},{"page":"131-141","date_created":"2026-09-07T17:05:29Z","publication_status":"published","status":"public","date_updated":"2026-09-08T08:45:48Z","publication":"New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025","publication_identifier":{"isbn":["978-3-032-16888-7"],"eisbn":["978-3-032-16889-4"],"eissn":["2195-4364"],"issn":["2195-4356"]},"abstract":[{"lang":"eng","text":"The increasing complexity of product configurations demands intelligent systems that effectively integrate customer requirements, dependencies, and uncertainties. This paper introduces a unified framework combining Knowledge Graphs (KGs) and Bayesian Networks (BNs) to enhance the efficiency and adaptability of product configuration processes. KGs provide a semantic foundation for product information, ensuring interoperability and explicit relationship modeling. BNs enhance this through probabilistic reasoning, allowing the system to manage uncertainties and dynamically generate optimal configurations. The integration of deterministic, rule-based reasoning from ontologies with the probabilistic nature of BNs automates suggestions, predicts user preferences, and reduces complexity. This framework streamlines user interactions through intelligent form pre-filling and contextually relevant suggestions, even under uncertainty. By employing an ontology-based representation of BNs, the components fit seamlessly into the KG, creating a cohesive and unified framework that balances scalability and user-centric design to address modern configuration challenges.                "}],"language":[{"iso":"eng"}],"user_id":"220548","_id":"7144","citation":{"chicago":"Berlik, Stefan, and Mohammad Seidpisheh. “A Unified Framework for Intelligent Product Configuration Using Knowledge Graphs and Bayesian Networks.” In <i>New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025</i>, edited by Martin Manns, 131–41. Lecture Notes in Mechanical Engineering. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-16889-4_13\">https://doi.org/10.1007/978-3-032-16889-4_13</a>.","apa":"Berlik, S., &#38; Seidpisheh, M. (2026). A Unified Framework for Intelligent Product Configuration Using Knowledge Graphs and Bayesian Networks. In M. Manns (Ed.), <i>New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025</i> (pp. 131–141). Cham: Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-16889-4_13\">https://doi.org/10.1007/978-3-032-16889-4_13</a>","bibtex":"@inproceedings{Berlik_Seidpisheh_2026, place={Cham}, series={Lecture Notes in Mechanical Engineering}, title={A Unified Framework for Intelligent Product Configuration Using Knowledge Graphs and Bayesian Networks}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-16889-4_13\">10.1007/978-3-032-16889-4_13</a>}, booktitle={New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025}, publisher={Springer Nature Switzerland}, author={Berlik, Stefan and Seidpisheh, Mohammad}, editor={Manns, MartinEditor}, year={2026}, pages={131–141}, collection={Lecture Notes in Mechanical Engineering} }","ama":"Berlik S, Seidpisheh M. A Unified Framework for Intelligent Product Configuration Using Knowledge Graphs and Bayesian Networks. In: Manns M, ed. <i>New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025</i>. Lecture Notes in Mechanical Engineering. Cham: Springer Nature Switzerland; 2026:131-141. doi:<a href=\"https://doi.org/10.1007/978-3-032-16889-4_13\">10.1007/978-3-032-16889-4_13</a>","alphadin":"<span style=\"font-variant:small-caps;\">Berlik, Stefan</span> ; <span style=\"font-variant:small-caps;\">Seidpisheh, Mohammad</span>: A Unified Framework for Intelligent Product Configuration Using Knowledge Graphs and Bayesian Networks. In: <span style=\"font-variant:small-caps;\">Manns, M.</span> (Hrsg.): <i>New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025</i>, <i>Lecture Notes in Mechanical Engineering</i>. Cham : Springer Nature Switzerland, 2026, S. 131–141","mla":"Berlik, Stefan, and Mohammad Seidpisheh. “A Unified Framework for Intelligent Product Configuration Using Knowledge Graphs and Bayesian Networks.” <i>New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025</i>, edited by Martin Manns, Springer Nature Switzerland, 2026, pp. 131–41, doi:<a href=\"https://doi.org/10.1007/978-3-032-16889-4_13\">10.1007/978-3-032-16889-4_13</a>.","ieee":"S. Berlik and M. Seidpisheh, “A Unified Framework for Intelligent Product Configuration Using Knowledge Graphs and Bayesian Networks,” in <i>New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025</i>, Siegen, 2026, pp. 131–141.","short":"S. Berlik, M. Seidpisheh, in: M. Manns (Ed.), New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025, Springer Nature Switzerland, Cham, 2026, pp. 131–141."},"main_file_link":[{"open_access":"1"}],"author":[{"orcid":"0009-0007-3242-4501","last_name":"Berlik","first_name":"Stefan","full_name":"Berlik, Stefan","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3242-4501/work/226068666","id":"237529"},{"id":"258037","last_name":"Seidpisheh","orcid":"0000-0002-2976-9206","first_name":"Mohammad","full_name":"Seidpisheh, Mohammad","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-2976-9206/work/226068667"}],"editor":[{"full_name":"Manns, Martin","last_name":"Manns","first_name":"Martin"}],"place":"Cham","series_title":"Lecture Notes in Mechanical Engineering","year":"2026","publisher":"Springer Nature Switzerland","type":"conference","doi":"10.1007/978-3-032-16889-4_13","conference":{"start_date":"2025-09-09","end_date":"2025-09-12","location":"Siegen","name":"10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization Conference (MCPC 2025)"},"title":"A Unified Framework for Intelligent Product Configuration Using Knowledge Graphs and Bayesian Networks","oa":"1"},{"place":"Cham","year":"2024","doi":"10.1007/978-3-031-53652-6_11","type":"book_chapter","publisher":"Springer Nature Switzerland","title":"Semantically Enriched Interfaces for Product Configuration","status":"public","date_updated":"2026-03-17T15:29:22Z","publication":"Integrated Systems: Data Driven Engineering","page":"183-193","date_created":"2025-03-18T09:22:34Z","publication_status":"published","user_id":"220548","publication_identifier":{"eisbn":["978-3-031-53652-6"],"isbn":["978-3-031-53651-9"]},"language":[{"iso":"eng"}],"_id":"5829","citation":{"chicago":"Berlik, Stefan, Philipp Hartmann, and Jannick Stranghöner. “Semantically Enriched Interfaces for Product Configuration.” In <i>Integrated Systems: Data Driven Engineering</i>, edited by Mohammad-Reza Alam and Madjid Fathi, 183–93. Cham: Springer Nature Switzerland, 2024. <a href=\"https://doi.org/10.1007/978-3-031-53652-6_11\">https://doi.org/10.1007/978-3-031-53652-6_11</a>.","apa":"Berlik, S., Hartmann, P., &#38; Stranghöner, J. (2024). Semantically Enriched Interfaces for Product Configuration. In M.-R. Alam &#38; M. Fathi (Eds.), <i>Integrated Systems: Data Driven Engineering</i> (pp. 183–193). Cham: Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-031-53652-6_11\">https://doi.org/10.1007/978-3-031-53652-6_11</a>","ama":"Berlik S, Hartmann P, Stranghöner J. Semantically Enriched Interfaces for Product Configuration. In: Alam M-R, Fathi M, eds. <i>Integrated Systems: Data Driven Engineering</i>. Cham: Springer Nature Switzerland; 2024:183-193. doi:<a href=\"https://doi.org/10.1007/978-3-031-53652-6_11\">10.1007/978-3-031-53652-6_11</a>","bibtex":"@inbook{Berlik_Hartmann_Stranghöner_2024, place={Cham}, title={Semantically Enriched Interfaces for Product Configuration}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-53652-6_11\">10.1007/978-3-031-53652-6_11</a>}, booktitle={Integrated Systems: Data Driven Engineering}, publisher={Springer Nature Switzerland}, author={Berlik, Stefan and Hartmann, Philipp and Stranghöner, Jannick}, editor={Alam, Mohammad-Reza and Fathi, MadjidEditors}, year={2024}, pages={183–193} }","ieee":"S. Berlik, P. Hartmann, and J. Stranghöner, “Semantically Enriched Interfaces for Product Configuration,” in <i>Integrated Systems: Data Driven Engineering</i>, M.-R. Alam and M. Fathi, Eds. Cham: Springer Nature Switzerland, 2024, pp. 183–193.","mla":"Berlik, Stefan, et al. “Semantically Enriched Interfaces for Product Configuration.” <i>Integrated Systems: Data Driven Engineering</i>, edited by Mohammad-Reza Alam and Madjid Fathi, Springer Nature Switzerland, 2024, pp. 183–93, doi:<a href=\"https://doi.org/10.1007/978-3-031-53652-6_11\">10.1007/978-3-031-53652-6_11</a>.","alphadin":"<span style=\"font-variant:small-caps;\">Berlik, Stefan</span> ; <span style=\"font-variant:small-caps;\">Hartmann, Philipp</span> ; <span style=\"font-variant:small-caps;\">Stranghöner, Jannick</span>: Semantically Enriched Interfaces for Product Configuration. In: <span style=\"font-variant:small-caps;\">Alam, M.-R.</span> ; <span style=\"font-variant:small-caps;\">Fathi, M.</span> (Hrsg.): <i>Integrated Systems: Data Driven Engineering</i>. Cham : Springer Nature Switzerland, 2024, S. 183–193","short":"S. Berlik, P. Hartmann, J. Stranghöner, in: M.-R. Alam, M. Fathi (Eds.), Integrated Systems: Data Driven Engineering, Springer Nature Switzerland, Cham, 2024, pp. 183–193."},"author":[{"id":"237529","first_name":"Stefan","last_name":"Berlik","orcid":"0009-0007-3242-4501","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3242-4501/work/180308417","full_name":"Berlik, Stefan"},{"first_name":"Philipp","last_name":"Hartmann","full_name":"Hartmann, Philipp"},{"full_name":"Stranghöner, Jannick","first_name":"Jannick","last_name":"Stranghöner"}],"editor":[{"last_name":"Alam","first_name":"Mohammad-Reza","full_name":"Alam, Mohammad-Reza"},{"full_name":"Fathi, Madjid","first_name":"Madjid","last_name":"Fathi"}]},{"editor":[{"first_name":"Janis ","last_name":"Bauer ","full_name":"Bauer , Janis "},{"full_name":"Baum , Nico","last_name":"Baum ","first_name":"Nico"},{"first_name":"Stefan","last_name":"Berlik","orcid":"0009-0007-3242-4501","full_name":"Berlik, Stefan","id":"237529"}],"author":[{"full_name":"Berlik, Stefan","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3242-4501/work/180326017","orcid":"0009-0007-3242-4501","last_name":"Berlik","first_name":"Stefan","id":"237529"}],"citation":{"apa":"Berlik, S. (2022). Maschinelles Lernen: Ein Blick hinter die Kulissen. In J. Bauer , N. Baum , &#38; S. Berlik (Eds.), <i>Künstliche Intelligenz für Kreditinstitute : Anwendungsbeispiele und Methoden</i>. DG Nexolution.","chicago":"Berlik, Stefan. “Maschinelles Lernen: Ein Blick Hinter Die Kulissen.” In <i>Künstliche Intelligenz Für Kreditinstitute : Anwendungsbeispiele Und Methoden</i>, edited by Janis  Bauer , Nico Baum , and Stefan Berlik. DG Nexolution, 2022.","short":"S. Berlik, in: J. Bauer , N. Baum , S. Berlik (Eds.), Künstliche Intelligenz Für Kreditinstitute : Anwendungsbeispiele Und Methoden, DG Nexolution, 2022.","ieee":"S. Berlik, “Maschinelles Lernen: Ein Blick hinter die Kulissen,” in <i>Künstliche Intelligenz für Kreditinstitute : Anwendungsbeispiele und Methoden</i>, J. Bauer , N. Baum , and S. Berlik, Eds. DG Nexolution, 2022.","mla":"Berlik, Stefan. “Maschinelles Lernen: Ein Blick Hinter Die Kulissen.” <i>Künstliche Intelligenz Für Kreditinstitute : Anwendungsbeispiele Und Methoden</i>, edited by Janis  Bauer  et al., DG Nexolution, 2022.","alphadin":"<span style=\"font-variant:small-caps;\">Berlik, Stefan</span>: Maschinelles Lernen: Ein Blick hinter die Kulissen. In: <span style=\"font-variant:small-caps;\">Bauer , J.</span> ; <span style=\"font-variant:small-caps;\">Baum , N.</span> ; <span style=\"font-variant:small-caps;\">Berlik, S.</span> (Hrsg.): <i>Künstliche Intelligenz für Kreditinstitute : Anwendungsbeispiele und Methoden</i> : DG Nexolution, 2022","ama":"Berlik S. Maschinelles Lernen: Ein Blick hinter die Kulissen. In: Bauer  J, Baum  N, Berlik S, eds. <i>Künstliche Intelligenz Für Kreditinstitute : Anwendungsbeispiele Und Methoden</i>. DG Nexolution; 2022.","bibtex":"@inbook{Berlik_2022, title={Maschinelles Lernen: Ein Blick hinter die Kulissen}, booktitle={Künstliche Intelligenz für Kreditinstitute : Anwendungsbeispiele und Methoden}, publisher={DG Nexolution}, author={Berlik, Stefan}, editor={Bauer , Janis  and Baum , Nico and Berlik, StefanEditors}, year={2022} }"},"_id":"5847","language":[{"iso":"eng"}],"publication_identifier":{"isbn":["978-3-87151-299-5"]},"user_id":"220548","date_created":"2025-03-18T13:40:56Z","date_updated":"2026-03-17T15:29:23Z","publication":"Künstliche Intelligenz für Kreditinstitute : Anwendungsbeispiele und Methoden","status":"public","title":"Maschinelles Lernen: Ein Blick hinter die Kulissen","publisher":"DG Nexolution","type":"book_chapter","year":"2022"},{"user_id":"220548","language":[{"iso":"eng"}],"corporate_editor":["Variable Energy Cyclotron Center"],"publication_identifier":{"isbn":["9783954501243"]},"date_updated":"2026-03-17T15:29:23Z","publication":"Proceedings of the ninth international workshop on personal computers and particle accelerator controls","status":"public","date_created":"2025-03-18T14:22:25Z","author":[{"orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3242-4501/work/180328891","full_name":"Berlik, Stefan","first_name":"Stefan","orcid":"0009-0007-3242-4501","last_name":"Berlik","id":"237529"},{"first_name":"Heiko","last_name":"Ehrlichmann","full_name":"Ehrlichmann, Heiko"}],"main_file_link":[{"url":"https://accelconf.web.cern.ch/pcapac2012/html/keyw0056.htm"}],"citation":{"apa":"Berlik, S., &#38; Ehrlichmann, H. (2012). Adaptive fuzzy control for transfer channels in particle accelerators. In Variable Energy Cyclotron Center (Ed.), <i>Proceedings of the ninth international workshop on personal computers and particle accelerator controls</i>. Kolkata (India).","chicago":"Berlik, Stefan, and Heiko Ehrlichmann. “Adaptive Fuzzy Control for Transfer Channels in Particle Accelerators.” In <i>Proceedings of the Ninth International Workshop on Personal Computers and Particle Accelerator Controls</i>, edited by Variable Energy Cyclotron Center, 2012.","bibtex":"@inproceedings{Berlik_Ehrlichmann_2012, title={Adaptive fuzzy control for transfer channels in particle accelerators}, booktitle={Proceedings of the ninth international workshop on personal computers and particle accelerator controls}, author={Berlik, Stefan and Ehrlichmann, Heiko}, editor={Variable Energy Cyclotron CenterEditor}, year={2012} }","ama":"Berlik S, Ehrlichmann H. Adaptive fuzzy control for transfer channels in particle accelerators. In: Variable Energy Cyclotron Center, ed. <i>Proceedings of the Ninth International Workshop on Personal Computers and Particle Accelerator Controls</i>. ; 2012.","alphadin":"<span style=\"font-variant:small-caps;\">Berlik, Stefan</span> ; <span style=\"font-variant:small-caps;\">Ehrlichmann, Heiko</span>: Adaptive fuzzy control for transfer channels in particle accelerators. In: <span style=\"font-variant:small-caps;\">Variable Energy Cyclotron Center</span> (Hrsg.): <i>Proceedings of the ninth international workshop on personal computers and particle accelerator controls</i>, 2012","mla":"Berlik, Stefan, and Heiko Ehrlichmann. “Adaptive Fuzzy Control for Transfer Channels in Particle Accelerators.” <i>Proceedings of the Ninth International Workshop on Personal Computers and Particle Accelerator Controls</i>, edited by Variable Energy Cyclotron Center, 2012.","ieee":"S. Berlik and H. Ehrlichmann, “Adaptive fuzzy control for transfer channels in particle accelerators,” in <i>Proceedings of the ninth international workshop on personal computers and particle accelerator controls</i>, Kolkata (India), 2012.","short":"S. Berlik, H. Ehrlichmann, in: Variable Energy Cyclotron Center (Ed.), Proceedings of the Ninth International Workshop on Personal Computers and Particle Accelerator Controls, 2012."},"_id":"5848","type":"conference_abstract","year":"2012","title":"Adaptive fuzzy control for transfer channels in particle accelerators","conference":{"name":" PCaPAC 2012 - 9th International Workshop on Personal Computers and Particle Accelerator Controls","location":"Kolkata (India)","end_date":"2012-12-07","start_date":"2012-12-04"}},{"date_created":"2025-03-18T09:22:35Z","page":"293-300","publication_status":"published","status":"public","date_updated":"2026-03-17T15:29:22Z","publication":"Integrated Systems, Design and Technology 2010","publication_identifier":{"eisbn":["978-3-642-17384-4"],"isbn":["978-3-642-17383-7"]},"language":[{"iso":"eng"}],"user_id":"220548","citation":{"short":"S. Berlik, in: M. Fathi, A. Holland, F. Ansari, C. Weber (Eds.), Integrated Systems, Design and Technology 2010, Springer Berlin Heidelberg, Berlin, Heidelberg, 2011, pp. 293–300.","alphadin":"<span style=\"font-variant:small-caps;\">Berlik, Stefan</span>: A Generic Knowledge Integration Approach for Complex Process Control. In: <span style=\"font-variant:small-caps;\">Fathi, M.</span> ; <span style=\"font-variant:small-caps;\">Holland, A.</span> ; <span style=\"font-variant:small-caps;\">Ansari, F.</span> ; <span style=\"font-variant:small-caps;\">Weber, C.</span> (Hrsg.): <i>Integrated Systems, Design and Technology 2010</i>. Berlin, Heidelberg : Springer Berlin Heidelberg, 2011, S. 293–300","mla":"Berlik, Stefan. “A Generic Knowledge Integration Approach for Complex Process Control.” <i>Integrated Systems, Design and Technology 2010</i>, edited by Madjid Fathi et al., Springer Berlin Heidelberg, 2011, pp. 293–300, doi:<a href=\"https://doi.org/10.1007/978-3-642-17384-4_23\">10.1007/978-3-642-17384-4_23</a>.","ieee":"S. Berlik, “A Generic Knowledge Integration Approach for Complex Process Control,” in <i>Integrated Systems, Design and Technology 2010</i>, Siegen, Germany, 2011, pp. 293–300.","bibtex":"@inproceedings{Berlik_2011, place={Berlin, Heidelberg}, title={A Generic Knowledge Integration Approach for Complex Process Control}, DOI={<a href=\"https://doi.org/10.1007/978-3-642-17384-4_23\">10.1007/978-3-642-17384-4_23</a>}, booktitle={Integrated Systems, Design and Technology 2010}, publisher={Springer Berlin Heidelberg}, author={Berlik, Stefan}, editor={Fathi, Madjid and Holland, Alexander and Ansari, Fazel and Weber, ChristianEditors}, year={2011}, pages={293–300} }","ama":"Berlik S. A Generic Knowledge Integration Approach for Complex Process Control. In: Fathi M, Holland A, Ansari F, Weber C, eds. <i>Integrated Systems, Design and Technology 2010</i>. Berlin, Heidelberg: Springer Berlin Heidelberg; 2011:293-300. doi:<a href=\"https://doi.org/10.1007/978-3-642-17384-4_23\">10.1007/978-3-642-17384-4_23</a>","apa":"Berlik, S. (2011). A Generic Knowledge Integration Approach for Complex Process Control. In M. Fathi, A. Holland, F. Ansari, &#38; C. Weber (Eds.), <i>Integrated Systems, Design and Technology 2010</i> (pp. 293–300). Berlin, Heidelberg: Springer Berlin Heidelberg. <a href=\"https://doi.org/10.1007/978-3-642-17384-4_23\">https://doi.org/10.1007/978-3-642-17384-4_23</a>","chicago":"Berlik, Stefan. “A Generic Knowledge Integration Approach for Complex Process Control.” In <i>Integrated Systems, Design and Technology 2010</i>, edited by Madjid Fathi, Alexander Holland, Fazel Ansari, and Christian Weber, 293–300. 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