[{"date_created":"2022-04-12T11:58:56Z","external_id":{"arxiv":["2109.06234"]},"department":[{"_id":"34"},{"_id":"7"},{"_id":"26"}],"type":"preprint","citation":{"ieee":"A. Tornede, V. Bengs, and E. Hüllermeier, “Machine Learning for Online Algorithm Selection under Censored Feedback,” <i>Proceedings of the 36th AAAI Conference on Artificial Intelligence</i>. AAAI, 2022.","apa":"Tornede, A., Bengs, V., &#38; Hüllermeier, E. (2022). Machine Learning for Online Algorithm Selection under Censored Feedback. In <i>Proceedings of the 36th AAAI Conference on Artificial Intelligence</i>. AAAI.","short":"A. Tornede, V. Bengs, E. Hüllermeier, Proceedings of the 36th AAAI Conference on Artificial Intelligence (2022).","chicago":"Tornede, Alexander, Viktor Bengs, and Eyke Hüllermeier. “Machine Learning for Online Algorithm Selection under Censored Feedback.” <i>Proceedings of the 36th AAAI Conference on Artificial Intelligence</i>. AAAI, 2022.","mla":"Tornede, Alexander, et al. “Machine Learning for Online Algorithm Selection under Censored Feedback.” <i>Proceedings of the 36th AAAI Conference on Artificial Intelligence</i>, AAAI, 2022.","bibtex":"@article{Tornede_Bengs_Hüllermeier_2022, title={Machine Learning for Online Algorithm Selection under Censored Feedback}, journal={Proceedings of the 36th AAAI Conference on Artificial Intelligence}, publisher={AAAI}, author={Tornede, Alexander and Bengs, Viktor and Hüllermeier, Eyke}, year={2022} }","ama":"Tornede A, Bengs V, Hüllermeier E. Machine Learning for Online Algorithm Selection under Censored Feedback. <i>Proceedings of the 36th AAAI Conference on Artificial Intelligence</i>. Published online 2022."},"publication":"Proceedings of the 36th AAAI Conference on Artificial Intelligence","project":[{"name":"SFB 901: SFB 901","_id":"1"},{"_id":"3","name":"SFB 901 - B: SFB 901 - Project Area B"},{"name":"SFB 901 - B2: SFB 901 - Subproject B2","_id":"10"}],"abstract":[{"lang":"eng","text":"In online algorithm selection (OAS), instances of an algorithmic problem\r\nclass are presented to an agent one after another, and the agent has to quickly\r\nselect a presumably best algorithm from a fixed set of candidate algorithms.\r\nFor decision problems such as satisfiability (SAT), quality typically refers to\r\nthe algorithm's runtime. As the latter is known to exhibit a heavy-tail\r\ndistribution, an algorithm is normally stopped when exceeding a predefined\r\nupper time limit. As a consequence, machine learning methods used to optimize\r\nan algorithm selection strategy in a data-driven manner need to deal with\r\nright-censored samples, a problem that has received little attention in the\r\nliterature so far. In this work, we revisit multi-armed bandit algorithms for\r\nOAS and discuss their capability of dealing with the problem. Moreover, we\r\nadapt them towards runtime-oriented losses, allowing for partially censored\r\ndata while keeping a space- and time-complexity independent of the time\r\nhorizon. In an extensive experimental evaluation on an adapted version of the\r\nASlib benchmark, we demonstrate that theoretically well-founded methods based\r\non Thompson sampling perform specifically strong and improve in comparison to\r\nexisting methods."}],"language":[{"iso":"eng"}],"_id":"30867","publisher":"AAAI","user_id":"38209","author":[{"id":"38209","full_name":"Tornede, Alexander","first_name":"Alexander","last_name":"Tornede"},{"full_name":"Bengs, Viktor","last_name":"Bengs","first_name":"Viktor","id":"76599"},{"id":"48129","first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke"}],"year":"2022","status":"public","title":"Machine Learning for Online Algorithm Selection under Censored Feedback","date_updated":"2022-08-24T12:44:27Z"},{"language":[{"iso":"eng"}],"_id":"30865","user_id":"38209","author":[{"id":"38209","full_name":"Tornede, Alexander","first_name":"Alexander","last_name":"Tornede"},{"full_name":"Gehring, Lukas","last_name":"Gehring","first_name":"Lukas"},{"full_name":"Tornede, Tanja","first_name":"Tanja","last_name":"Tornede","id":"40795"},{"full_name":"Wever, Marcel Dominik","first_name":"Marcel Dominik","orcid":" https://orcid.org/0000-0001-9782-6818","last_name":"Wever","id":"33176"},{"first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke","id":"48129"}],"title":"Algorithm Selection on a Meta Level","status":"public","year":"2022","date_updated":"2022-08-24T12:45:39Z","date_created":"2022-04-12T11:55:18Z","external_id":{"arxiv":["2107.09414"]},"department":[{"_id":"34"},{"_id":"7"},{"_id":"26"}],"type":"preprint","citation":{"ama":"Tornede A, Gehring L, Tornede T, Wever MD, Hüllermeier E. Algorithm Selection on a Meta Level. <i>Machine Learning</i>. Published online 2022.","bibtex":"@article{Tornede_Gehring_Tornede_Wever_Hüllermeier_2022, title={Algorithm Selection on a Meta Level}, journal={Machine Learning}, author={Tornede, Alexander and Gehring, Lukas and Tornede, Tanja and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2022} }","mla":"Tornede, Alexander, et al. “Algorithm Selection on a Meta Level.” <i>Machine Learning</i>, 2022.","short":"A. Tornede, L. Gehring, T. Tornede, M.D. Wever, E. Hüllermeier, Machine Learning (2022).","chicago":"Tornede, Alexander, Lukas Gehring, Tanja Tornede, Marcel Dominik Wever, and Eyke Hüllermeier. “Algorithm Selection on a Meta Level.” <i>Machine Learning</i>, 2022.","apa":"Tornede, A., Gehring, L., Tornede, T., Wever, M. D., &#38; Hüllermeier, E. (2022). Algorithm Selection on a Meta Level. In <i>Machine Learning</i>.","ieee":"A. Tornede, L. Gehring, T. Tornede, M. D. Wever, and E. Hüllermeier, “Algorithm Selection on a Meta Level,” <i>Machine Learning</i>. 2022."},"publication":"Machine Learning","project":[{"name":"SFB 901: SFB 901","_id":"1"},{"name":"SFB 901 - B: SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - B2: SFB 901 - Subproject B2","_id":"10"}],"abstract":[{"text":"The problem of selecting an algorithm that appears most suitable for a\r\nspecific instance of an algorithmic problem class, such as the Boolean\r\nsatisfiability problem, is called instance-specific algorithm selection. Over\r\nthe past decade, the problem has received considerable attention, resulting in\r\na number of different methods for algorithm selection. Although most of these\r\nmethods are based on machine learning, surprisingly little work has been done\r\non meta learning, that is, on taking advantage of the complementarity of\r\nexisting algorithm selection methods in order to combine them into a single\r\nsuperior algorithm selector. In this paper, we introduce the problem of meta\r\nalgorithm selection, which essentially asks for the best way to combine a given\r\nset of algorithm selectors. We present a general methodological framework for\r\nmeta algorithm selection as well as several concrete learning methods as\r\ninstantiations of this framework, essentially combining ideas of meta learning\r\nand ensemble learning. In an extensive experimental evaluation, we demonstrate\r\nthat ensembles of algorithm selectors can significantly outperform single\r\nalgorithm selectors and have the potential to form the new state of the art in\r\nalgorithm selection.","lang":"eng"}]},{"oa":"1","department":[{"_id":"101"},{"_id":"655"}],"type":"preprint","date_created":"2022-08-26T06:08:06Z","external_id":{"arxiv":["2208.12094"]},"abstract":[{"lang":"eng","text":"In this article, we build on previous work to present an optimization algorithm for nonlinearly constrained multi-objective optimization problems. The algorithm combines a surrogate-assisted derivative-free trust-region approach with the filter method known from single-objective optimization. Instead of the true objective and constraint functions, so-called fully linear models are employed and we show how to deal with the gradient inexactness in the composite step setting, adapted from single-objective optimization as well. Under standard assumptions, we prove convergence of a subset of iterates to a quasi-stationary point and if constraint qualifications hold, then the limit point is also a KKT-point of the multi-objective problem."}],"citation":{"bibtex":"@article{Berkemeier_Peitz_2022, title={Multi-Objective Trust-Region Filter Method for Nonlinear Constraints using Inexact Gradients}, journal={arXiv:2208.12094}, author={Berkemeier, Manuel Bastian and Peitz, Sebastian}, year={2022} }","ama":"Berkemeier MB, Peitz S. Multi-Objective Trust-Region Filter Method for Nonlinear Constraints using Inexact Gradients. <i>arXiv:220812094</i>. Published online 2022.","mla":"Berkemeier, Manuel Bastian, and Sebastian Peitz. “Multi-Objective Trust-Region Filter Method for Nonlinear Constraints Using Inexact Gradients.” <i>ArXiv:2208.12094</i>, 2022.","chicago":"Berkemeier, Manuel Bastian, and Sebastian Peitz. “Multi-Objective Trust-Region Filter Method for Nonlinear Constraints Using Inexact Gradients.” <i>ArXiv:2208.12094</i>, 2022.","short":"M.B. Berkemeier, S. Peitz, ArXiv:2208.12094 (2022).","ieee":"M. B. Berkemeier and S. Peitz, “Multi-Objective Trust-Region Filter Method for Nonlinear Constraints using Inexact Gradients,” <i>arXiv:2208.12094</i>. 2022.","apa":"Berkemeier, M. B., &#38; Peitz, S. (2022). Multi-Objective Trust-Region Filter Method for Nonlinear Constraints using Inexact Gradients. In <i>arXiv:2208.12094</i>."},"publication":"arXiv:2208.12094","user_id":"47427","language":[{"iso":"eng"}],"_id":"33150","main_file_link":[{"url":"https://arxiv.org/pdf/2208.12094","open_access":"1"}],"date_updated":"2022-08-26T06:12:10Z","author":[{"id":"51701","last_name":"Berkemeier","first_name":"Manuel Bastian","full_name":"Berkemeier, Manuel Bastian"},{"id":"47427","first_name":"Sebastian","last_name":"Peitz","orcid":"0000-0002-3389-793X","full_name":"Peitz, Sebastian"}],"year":"2022","status":"public","title":"Multi-Objective Trust-Region Filter Method for Nonlinear Constraints using Inexact Gradients"},{"date_updated":"2022-08-30T06:33:44Z","intvolume":"       221","year":"2022","title":"Local Mutual Exclusion for Dynamic, Anonymous, Bounded Memory Message Passing Systems","author":[{"last_name":"Daymude","first_name":"Joshua J.","full_name":"Daymude, Joshua J."},{"full_name":"Richa, Andréa W.","first_name":"Andréa W.","last_name":"Richa"},{"id":"20792","first_name":"Christian","last_name":"Scheideler","full_name":"Scheideler, Christian"}],"doi":"10.4230/LIPIcs.SAND.2022.12","series_title":"LIPIcs","language":[{"iso":"eng"}],"publication":"1st Symposium on Algorithmic Foundations of Dynamic Networks, SAND 2022, March 28-30, 2022, Virtual Conference","type":"conference","department":[{"_id":"79"}],"date_created":"2022-08-30T06:31:21Z","status":"public","user_id":"15504","editor":[{"full_name":"Aspnes, James","last_name":"Aspnes","first_name":"James"},{"first_name":"Othon","last_name":"Michail","full_name":"Michail, Othon"}],"volume":221,"page":"12:1–12:19","_id":"33230","publisher":"Schloss Dagstuhl - Leibniz-Zentrum für Informatik","project":[{"_id":"1","name":"SFB 901: SFB 901"},{"_id":"2","name":"SFB 901 - A: SFB 901 - Project Area A"},{"name":"SFB 901 - A1: SFB 901 - Subproject A1","_id":"5"}],"citation":{"mla":"Daymude, Joshua J., et al. “Local Mutual Exclusion for Dynamic, Anonymous, Bounded Memory Message Passing Systems.” <i>1st Symposium on Algorithmic Foundations of Dynamic Networks, SAND 2022, March 28-30, 2022, Virtual Conference</i>, edited by James Aspnes and Othon Michail, vol. 221, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2022, p. 12:1–12:19, doi:<a href=\"https://doi.org/10.4230/LIPIcs.SAND.2022.12\">10.4230/LIPIcs.SAND.2022.12</a>.","ama":"Daymude JJ, Richa AW, Scheideler C. Local Mutual Exclusion for Dynamic, Anonymous, Bounded Memory Message Passing Systems. In: Aspnes J, Michail O, eds. <i>1st Symposium on Algorithmic Foundations of Dynamic Networks, SAND 2022, March 28-30, 2022, Virtual Conference</i>. Vol 221. LIPIcs. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2022:12:1–12:19. doi:<a href=\"https://doi.org/10.4230/LIPIcs.SAND.2022.12\">10.4230/LIPIcs.SAND.2022.12</a>","bibtex":"@inproceedings{Daymude_Richa_Scheideler_2022, series={LIPIcs}, title={Local Mutual Exclusion for Dynamic, Anonymous, Bounded Memory Message Passing Systems}, volume={221}, DOI={<a href=\"https://doi.org/10.4230/LIPIcs.SAND.2022.12\">10.4230/LIPIcs.SAND.2022.12</a>}, booktitle={1st Symposium on Algorithmic Foundations of Dynamic Networks, SAND 2022, March 28-30, 2022, Virtual Conference}, publisher={Schloss Dagstuhl - Leibniz-Zentrum für Informatik}, author={Daymude, Joshua J. and Richa, Andréa W. and Scheideler, Christian}, editor={Aspnes, James and Michail, Othon}, year={2022}, pages={12:1–12:19}, collection={LIPIcs} }","apa":"Daymude, J. J., Richa, A. W., &#38; Scheideler, C. (2022). Local Mutual Exclusion for Dynamic, Anonymous, Bounded Memory Message Passing Systems. In J. Aspnes &#38; O. Michail (Eds.), <i>1st Symposium on Algorithmic Foundations of Dynamic Networks, SAND 2022, March 28-30, 2022, Virtual Conference</i> (Vol. 221, p. 12:1–12:19). Schloss Dagstuhl - Leibniz-Zentrum für Informatik. <a href=\"https://doi.org/10.4230/LIPIcs.SAND.2022.12\">https://doi.org/10.4230/LIPIcs.SAND.2022.12</a>","ieee":"J. J. Daymude, A. W. Richa, and C. Scheideler, “Local Mutual Exclusion for Dynamic, Anonymous, Bounded Memory Message Passing Systems,” in <i>1st Symposium on Algorithmic Foundations of Dynamic Networks, SAND 2022, March 28-30, 2022, Virtual Conference</i>, 2022, vol. 221, p. 12:1–12:19, doi: <a href=\"https://doi.org/10.4230/LIPIcs.SAND.2022.12\">10.4230/LIPIcs.SAND.2022.12</a>.","chicago":"Daymude, Joshua J., Andréa W. Richa, and Christian Scheideler. “Local Mutual Exclusion for Dynamic, Anonymous, Bounded Memory Message Passing Systems.” In <i>1st Symposium on Algorithmic Foundations of Dynamic Networks, SAND 2022, March 28-30, 2022, Virtual Conference</i>, edited by James Aspnes and Othon Michail, 221:12:1–12:19. LIPIcs. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2022. <a href=\"https://doi.org/10.4230/LIPIcs.SAND.2022.12\">https://doi.org/10.4230/LIPIcs.SAND.2022.12</a>.","short":"J.J. Daymude, A.W. Richa, C. Scheideler, in: J. Aspnes, O. Michail (Eds.), 1st Symposium on Algorithmic Foundations of Dynamic Networks, SAND 2022, March 28-30, 2022, Virtual Conference, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2022, p. 12:1–12:19."}},{"department":[{"_id":"79"}],"type":"conference","date_created":"2022-09-01T07:55:00Z","project":[{"_id":"1","name":"SFB 901: SFB 901"},{"_id":"4","name":"SFB 901 - C: SFB 901 - Project Area C"},{"name":"SFB 901 - C1: SFB 901 - Subproject C1","_id":"13"}],"citation":{"ama":"Götte T, Scheideler C. Brief Announcement: The (Limited) Power of Multiple Identities: Asynchronous Byzantine Reliable Broadcast with Improved Resilience through Collusion. In: Agrawal K, Lee I-TA, eds. <i>SPAA ’22: 34th ACM Symposium on Parallelism in Algorithms and Architectures, Philadelphia, PA, USA, July 11 - 14, 2022</i>. ACM; 2022:99–101. doi:<a href=\"https://doi.org/10.1145/3490148.3538556\">10.1145/3490148.3538556</a>","bibtex":"@inproceedings{Götte_Scheideler_2022, title={Brief Announcement: The (Limited) Power of Multiple Identities: Asynchronous Byzantine Reliable Broadcast with Improved Resilience through Collusion}, DOI={<a href=\"https://doi.org/10.1145/3490148.3538556\">10.1145/3490148.3538556</a>}, booktitle={SPAA ’22: 34th ACM Symposium on Parallelism in Algorithms and Architectures, Philadelphia, PA, USA, July 11 - 14, 2022}, publisher={ACM}, author={Götte, Thorsten and Scheideler, Christian}, editor={Agrawal, Kunal and Lee, I-Ting Angelina}, year={2022}, pages={99–101} }","mla":"Götte, Thorsten, and Christian Scheideler. “Brief Announcement: The (Limited) Power of Multiple Identities: Asynchronous Byzantine Reliable Broadcast with Improved Resilience through Collusion.” <i>SPAA ’22: 34th ACM Symposium on Parallelism in Algorithms and Architectures, Philadelphia, PA, USA, July 11 - 14, 2022</i>, edited by Kunal Agrawal and I-Ting Angelina Lee, ACM, 2022, pp. 99–101, doi:<a href=\"https://doi.org/10.1145/3490148.3538556\">10.1145/3490148.3538556</a>.","chicago":"Götte, Thorsten, and Christian Scheideler. “Brief Announcement: The (Limited) Power of Multiple Identities: Asynchronous Byzantine Reliable Broadcast with Improved Resilience through Collusion.” In <i>SPAA ’22: 34th ACM Symposium on Parallelism in Algorithms and Architectures, Philadelphia, PA, USA, July 11 - 14, 2022</i>, edited by Kunal Agrawal and I-Ting Angelina Lee, 99–101. ACM, 2022. <a href=\"https://doi.org/10.1145/3490148.3538556\">https://doi.org/10.1145/3490148.3538556</a>.","short":"T. Götte, C. Scheideler, in: K. Agrawal, I.-T.A. Lee (Eds.), SPAA ’22: 34th ACM Symposium on Parallelism in Algorithms and Architectures, Philadelphia, PA, USA, July 11 - 14, 2022, ACM, 2022, pp. 99–101.","apa":"Götte, T., &#38; Scheideler, C. (2022). Brief Announcement: The (Limited) Power of Multiple Identities: Asynchronous Byzantine Reliable Broadcast with Improved Resilience through Collusion. In K. Agrawal &#38; I.-T. A. Lee (Eds.), <i>SPAA ’22: 34th ACM Symposium on Parallelism in Algorithms and Architectures, Philadelphia, PA, USA, July 11 - 14, 2022</i> (pp. 99–101). ACM. <a href=\"https://doi.org/10.1145/3490148.3538556\">https://doi.org/10.1145/3490148.3538556</a>","ieee":"T. Götte and C. Scheideler, “Brief Announcement: The (Limited) Power of Multiple Identities: Asynchronous Byzantine Reliable Broadcast with Improved Resilience through Collusion,” in <i>SPAA ’22: 34th ACM Symposium on Parallelism in Algorithms and Architectures, Philadelphia, PA, USA, July 11 - 14, 2022</i>, 2022, pp. 99–101, doi: <a href=\"https://doi.org/10.1145/3490148.3538556\">10.1145/3490148.3538556</a>."},"publication":"SPAA ’22: 34th ACM Symposium on Parallelism in Algorithms and Architectures, Philadelphia, PA, USA, July 11 - 14, 2022","editor":[{"full_name":"Agrawal, Kunal","first_name":"Kunal","last_name":"Agrawal"},{"full_name":"Lee, I-Ting Angelina","last_name":"Lee","first_name":"I-Ting Angelina"}],"doi":"10.1145/3490148.3538556","user_id":"15504","_id":"33240","publisher":"ACM","language":[{"iso":"eng"}],"page":"99–101","date_updated":"2022-09-01T07:57:53Z","author":[{"last_name":"Götte","first_name":"Thorsten","full_name":"Götte, Thorsten","id":"34727"},{"id":"20792","full_name":"Scheideler, Christian","last_name":"Scheideler","first_name":"Christian"}],"year":"2022","title":"Brief Announcement: The (Limited) Power of Multiple Identities: Asynchronous Byzantine Reliable Broadcast with Improved Resilience through Collusion","status":"public"},{"citation":{"mla":"Kirchhoff, Jonas, et al. “Decision Support Ecosystems: Definition and Platform Architecture.” <i>Decision Support Systems XII: Decision Support Addressing Modern Industry, Business, and Societal Needs</i>, vol. 447, Springer, 2022, doi:<a href=\"https://doi.org/10.1007/978-3-031-06530-9_8\">10.1007/978-3-031-06530-9_8</a>.","ama":"Kirchhoff J, Weskamp C, Engels G. Decision Support Ecosystems: Definition and Platform Architecture. In: <i>Decision Support Systems XII: Decision Support Addressing Modern Industry, Business, and Societal Needs</i>. Vol 447. Lecture Notes in Business Information Processing . Springer; 2022. doi:<a href=\"https://doi.org/10.1007/978-3-031-06530-9_8\">10.1007/978-3-031-06530-9_8</a>","bibtex":"@inbook{Kirchhoff_Weskamp_Engels_2022, series={Lecture Notes in Business Information Processing }, title={Decision Support Ecosystems: Definition and Platform Architecture}, volume={447}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-06530-9_8\">10.1007/978-3-031-06530-9_8</a>}, booktitle={Decision Support Systems XII: Decision Support Addressing Modern Industry, Business, and Societal Needs}, publisher={Springer}, author={Kirchhoff, Jonas and Weskamp, Christoph and Engels, Gregor}, year={2022}, collection={Lecture Notes in Business Information Processing } }","apa":"Kirchhoff, J., Weskamp, C., &#38; Engels, G. (2022). Decision Support Ecosystems: Definition and Platform Architecture. In <i>Decision Support Systems XII: Decision Support Addressing Modern Industry, Business, and Societal Needs</i> (Vol. 447). Springer. <a href=\"https://doi.org/10.1007/978-3-031-06530-9_8\">https://doi.org/10.1007/978-3-031-06530-9_8</a>","ieee":"J. Kirchhoff, C. Weskamp, and G. Engels, “Decision Support Ecosystems: Definition and Platform Architecture,” in <i>Decision Support Systems XII: Decision Support Addressing Modern Industry, Business, and Societal Needs</i>, vol. 447, Springer, 2022.","short":"J. Kirchhoff, C. Weskamp, G. Engels, in: Decision Support Systems XII: Decision Support Addressing Modern Industry, Business, and Societal Needs, Springer, 2022.","chicago":"Kirchhoff, Jonas, Christoph Weskamp, and Gregor Engels. “Decision Support Ecosystems: Definition and Platform Architecture.” In <i>Decision Support Systems XII: Decision Support Addressing Modern Industry, Business, and Societal Needs</i>, Vol. 447. Lecture Notes in Business Information Processing . Springer, 2022. <a href=\"https://doi.org/10.1007/978-3-031-06530-9_8\">https://doi.org/10.1007/978-3-031-06530-9_8</a>."},"file_date_updated":"2022-04-25T11:34:18Z","has_accepted_license":"1","conference":{"name":"8th International Conference on Decision Support System Technology (ICDSST'22)"},"status":"public","volume":447,"user_id":"39928","ddc":["000"],"_id":"30941","publisher":"Springer","abstract":[{"lang":"eng","text":"Decision support systems are crucial in helping decision makers to quickly identify optimal business decisions in increasingly volatile and complex business environments. However, the ideal DSS for one decision maker may not optimally address the requirements for decision support of another decision maker. This is due to differences between\r\ndecision makers in business goals, regulatory restrictions or availability of resources such as data. By using a suboptimal DSS, decision makers risk implementing suboptimal decision recommendations which endanger the success of their business. This presents DSS developers with the challenge to implement a customizable DSS which can be tailored to the individual requirements for decision support of a single decision maker. In order to address this challenge, we suggest a decision support ecosystem in which DSS developers, decision makers and other domain experts collaborate using a shared platform to provide and combine reusable decision support services into a tailored DSS. The contribution of our paper is twofold: First, we define the concept of a decision support ecosystem with respect to existing digital business ecosystems and discuss expected benefits and challenges. Second, we present a reference architecture for a shared platform supporting the realization of a decision support ecosystem. We demonstrate our contributions in the example application domain of regional energy distribution network planning."}],"publication":"Decision Support Systems XII: Decision Support Addressing Modern Industry, Business, and Societal Needs","department":[{"_id":"534"},{"_id":"66"}],"type":"book_chapter","date_created":"2022-04-25T11:33:09Z","file":[{"date_created":"2022-04-25T11:34:18Z","creator":"jonaskir","success":1,"content_type":"application/pdf","file_id":"30942","access_level":"closed","file_size":425852,"file_name":"ICDSST22_5504_Paper.pdf","date_updated":"2022-04-25T11:34:18Z","relation":"main_file"}],"intvolume":"       447","date_updated":"2022-09-07T08:56:38Z","author":[{"full_name":"Kirchhoff, Jonas","first_name":"Jonas","last_name":"Kirchhoff","id":"39928"},{"last_name":"Weskamp","first_name":"Christoph","full_name":"Weskamp, Christoph"},{"id":"107","first_name":"Gregor","last_name":"Engels","full_name":"Engels, Gregor"}],"title":"Decision Support Ecosystems: Definition and Platform Architecture","year":"2022","doi":"10.1007/978-3-031-06530-9_8","language":[{"iso":"eng"}],"series_title":"Lecture Notes in Business Information Processing "},{"place":"Cham","citation":{"bibtex":"@inproceedings{Kirchhoff_Weskamp_Engels_2022, place={Cham}, series={Lecture Notes in Computer Science }, title={Requirements-Based Composition of Tailored Decision Support Systems}, volume={13482}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-14785-2_10\">10.1007/978-3-031-14785-2_10</a>}, booktitle={Human-Centered Software Engineering}, publisher={Springer International Publishing}, author={Kirchhoff, Jonas and Weskamp, Christoph and Engels, Gregor}, editor={Bernhaupt, Regina and Ardito, Carmelo and Sauer, Stefan}, year={2022}, pages={150–162}, collection={Lecture Notes in Computer Science } }","ama":"Kirchhoff J, Weskamp C, Engels G. Requirements-Based Composition of Tailored Decision Support Systems. In: Bernhaupt R, Ardito C, Sauer S, eds. <i>Human-Centered Software Engineering</i>. Vol 13482. Lecture Notes in Computer Science . Springer International Publishing; 2022:150–162. doi:<a href=\"https://doi.org/10.1007/978-3-031-14785-2_10\">10.1007/978-3-031-14785-2_10</a>","mla":"Kirchhoff, Jonas, et al. “Requirements-Based Composition of Tailored Decision Support Systems.” <i>Human-Centered Software Engineering</i>, edited by Regina Bernhaupt et al., vol. 13482, Springer International Publishing, 2022, pp. 150–162, doi:<a href=\"https://doi.org/10.1007/978-3-031-14785-2_10\">10.1007/978-3-031-14785-2_10</a>.","short":"J. Kirchhoff, C. Weskamp, G. Engels, in: R. Bernhaupt, C. Ardito, S. Sauer (Eds.), Human-Centered Software Engineering, Springer International Publishing, Cham, 2022, pp. 150–162.","chicago":"Kirchhoff, Jonas, Christoph Weskamp, and Gregor Engels. “Requirements-Based Composition of Tailored Decision Support Systems.” In <i>Human-Centered Software Engineering</i>, edited by Regina Bernhaupt, Carmelo Ardito, and Stefan Sauer, 13482:150–162. Lecture Notes in Computer Science . Cham: Springer International Publishing, 2022. <a href=\"https://doi.org/10.1007/978-3-031-14785-2_10\">https://doi.org/10.1007/978-3-031-14785-2_10</a>.","ieee":"J. Kirchhoff, C. Weskamp, and G. Engels, “Requirements-Based Composition of Tailored Decision Support Systems,” in <i>Human-Centered Software Engineering</i>, 2022, vol. 13482, pp. 150–162, doi: <a href=\"https://doi.org/10.1007/978-3-031-14785-2_10\">10.1007/978-3-031-14785-2_10</a>.","apa":"Kirchhoff, J., Weskamp, C., &#38; Engels, G. (2022). Requirements-Based Composition of Tailored Decision Support Systems. In R. Bernhaupt, C. Ardito, &#38; S. Sauer (Eds.), <i>Human-Centered Software Engineering</i> (Vol. 13482, pp. 150–162). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-031-14785-2_10\">https://doi.org/10.1007/978-3-031-14785-2_10</a>"},"user_id":"39928","editor":[{"full_name":"Bernhaupt, Regina","first_name":"Regina","last_name":"Bernhaupt"},{"last_name":"Ardito","first_name":"Carmelo","full_name":"Ardito, Carmelo"},{"full_name":"Sauer, Stefan","first_name":"Stefan","last_name":"Sauer"}],"volume":13482,"page":"150–162","_id":"33281","publisher":"Springer International Publishing","status":"public","conference":{"name":"Human-Centered Software Engineering"},"type":"conference","department":[{"_id":"534"},{"_id":"66"}],"date_created":"2022-09-07T08:35:38Z","abstract":[{"lang":"eng","text":"Corporate decision makers have individual requirements for decision support influenced by business goals, regulatory restrictions or access to resources such as data. Ideally, decision makers could quickly create tailored decision support systems (DSS) themselves which optimally address their individual requirements for decision support. Although service-oriented architectures have been proposed for DSS customization, they are primarily targeting trained software developers and cannot immediately be adapted by decision makers or domain experts with little to no software development knowledge. In this paper, we therefore motivate an assisted process-based service composition approach which can be used by non-developers to create tailored DSS. For assistance during service composition, we contribute a meta-model for the formalization of both decision support requirements and functionality of decision support services. Models created according to the meta-model can be used to detect mismatches between a decision maker’s requirements for decision support and services selected in the service composition representing a DSS. Furthermore, the formalizations may even be used for automated service composition given a decision maker’s decision support requirements. We demonstrate the expressiveness of our meta-model in the domain of regional energy distribution network planning."}],"publication":"Human-Centered Software Engineering","doi":"10.1007/978-3-031-14785-2_10","series_title":"Lecture Notes in Computer Science ","language":[{"iso":"eng"}],"date_updated":"2022-09-07T08:55:43Z","intvolume":"     13482","title":"Requirements-Based Composition of Tailored Decision Support Systems","year":"2022","publication_identifier":{"isbn":["978-3-031-14785-2"]},"author":[{"first_name":"Jonas","last_name":"Kirchhoff","full_name":"Kirchhoff, Jonas","id":"39928"},{"full_name":"Weskamp, Christoph","last_name":"Weskamp","first_name":"Christoph"},{"full_name":"Engels, Gregor","first_name":"Gregor","last_name":"Engels","id":"107"}]},{"date_created":"2019-01-09T14:37:29Z","department":[{"_id":"145"},{"_id":"49"}],"oa":"1","type":"journal_article","citation":{"apa":"Inguva, V., Feldmann, N., Claes, L., Koturbash, T., Hahn-Jose, T., Koutcherov, V., &#38; Kenig, E. (2022). An explicit symplectic approach to solving the wave equation in moving media. <i>Engineering Reports</i>, Article e12573. <a href=\"https://doi.org/10.1002/eng2.12573\">https://doi.org/10.1002/eng2.12573</a>","mla":"Inguva, Venkatesh, et al. “An Explicit Symplectic Approach to Solving the Wave Equation in Moving Media.” <i>Engineering Reports</i>, e12573, 2022, doi:<a href=\"https://doi.org/10.1002/eng2.12573\">10.1002/eng2.12573</a>.","ieee":"V. Inguva <i>et al.</i>, “An explicit symplectic approach to solving the wave equation in moving media,” <i>Engineering Reports</i>, Art. no. e12573, 2022, doi: <a href=\"https://doi.org/10.1002/eng2.12573\">10.1002/eng2.12573</a>.","chicago":"Inguva, Venkatesh, Nadine Feldmann, Leander Claes, Taras Koturbash, Thomas Hahn-Jose, Vladimir Koutcherov, and Eugeny Kenig. “An Explicit Symplectic Approach to Solving the Wave Equation in Moving Media.” <i>Engineering Reports</i>, 2022. <a href=\"https://doi.org/10.1002/eng2.12573\">https://doi.org/10.1002/eng2.12573</a>.","ama":"Inguva V, Feldmann N, Claes L, et al. An explicit symplectic approach to solving the wave equation in moving media. <i>Engineering Reports</i>. Published online 2022. doi:<a href=\"https://doi.org/10.1002/eng2.12573\">10.1002/eng2.12573</a>","short":"V. Inguva, N. Feldmann, L. Claes, T. Koturbash, T. Hahn-Jose, V. Koutcherov, E. Kenig, Engineering Reports (2022).","bibtex":"@article{Inguva_Feldmann_Claes_Koturbash_Hahn-Jose_Koutcherov_Kenig_2022, title={An explicit symplectic approach to solving the wave equation in moving media}, DOI={<a href=\"https://doi.org/10.1002/eng2.12573\">10.1002/eng2.12573</a>}, number={e12573}, journal={Engineering Reports}, author={Inguva, Venkatesh and Feldmann, Nadine and Claes, Leander and Koturbash, Taras and Hahn-Jose, Thomas and Koutcherov, Vladimir and Kenig, Eugeny}, year={2022} }"},"publication":"Engineering Reports","abstract":[{"lang":"eng","text":"An explicit approach using symplectic time integration in conjunction with traditional finite difference spatial derivatives to solve the wave equation in moving media is presented. A simple operator split of this second order wave equation into two coupled first order equations is performed, allowing these split equations to be solved symplectically. Orders of symplectic time integration ranging from first to fourth along with orders of spatial derivatives ranging from second to sixth are explored. The case of cylindrical acoustic spreading in air under a constant velocity in a 2D square structured domain is considered. The variation of the computed time-of-flight, frequency, and wave length are studied with varying grid resolution and the deviations from the analytical solutions are determined. It was found that symplectic time integration interferes with finite difference spatial derivatives higher than second order causing unexpected results. This is actually beneficial for unstructured finite volume tools like OpenFOAM where second order spatial operators are the state-of-the art. Cylindrical acoustic spreading is simulated on an unstructured 2D triangle mesh showing that symplectic time integration is not limited to the spatial discretization paradigm and overcomes the numerical diffusion arising with the in-built numerical methods which hinder wave propagation."}],"language":[{"iso":"eng"}],"_id":"6579","article_number":"e12573","main_file_link":[{"url":"https://onlinelibrary.wiley.com/doi/abs/10.1002/eng2.12573","open_access":"1"}],"user_id":"11829","doi":"10.1002/eng2.12573","author":[{"full_name":"Inguva, Venkatesh","last_name":"Inguva","first_name":"Venkatesh","id":"75069"},{"full_name":"Feldmann, Nadine","last_name":"Feldmann","first_name":"Nadine","id":"23082"},{"id":"11829","first_name":"Leander","last_name":"Claes","orcid":"0000-0002-4393-268X","full_name":"Claes, Leander"},{"first_name":"Taras","last_name":"Koturbash","full_name":"Koturbash, Taras"},{"first_name":"Thomas","last_name":"Hahn-Jose","full_name":"Hahn-Jose, Thomas"},{"last_name":"Koutcherov","first_name":"Vladimir","full_name":"Koutcherov, Vladimir"},{"id":"665","last_name":"Kenig","first_name":"Eugeny","full_name":"Kenig, Eugeny"}],"status":"public","title":"An explicit symplectic approach to solving the wave equation in moving media","year":"2022","article_type":"original","date_updated":"2022-09-19T06:59:57Z"},{"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","_id":"33459","language":[{"iso":"eng"}],"doi":"10.1109/tpel.2022.3206598","user_id":"75779","publication_identifier":{"issn":["0885-8993","1941-0107"]},"author":[{"full_name":"Brosch, Anian","orcid":"0000-0003-4871-1664","first_name":"Anian","last_name":"Brosch","id":"75779"},{"last_name":"Wallscheid","orcid":"https://orcid.org/0000-0001-9362-8777","first_name":"Oliver","full_name":"Wallscheid, Oliver","id":"11291"},{"full_name":"Böcker, Joachim","first_name":"Joachim","last_name":"Böcker","orcid":"0000-0002-8480-7295","id":"66"}],"status":"public","year":"2022","title":"Long-Term Memory Recursive Least Squares Online Identification of Highly Utilized Permanent Magnet Synchronous Motors for Finite-Control-Set Model Predictive Control","date_updated":"2022-09-21T22:15:39Z","publication_status":"published","date_created":"2022-09-21T22:13:07Z","department":[{"_id":"52"}],"keyword":["Electrical and Electronic Engineering"],"type":"journal_article","citation":{"bibtex":"@article{Brosch_Wallscheid_Böcker_2022, title={Long-Term Memory Recursive Least Squares Online Identification of Highly Utilized Permanent Magnet Synchronous Motors for Finite-Control-Set Model Predictive Control}, DOI={<a href=\"https://doi.org/10.1109/tpel.2022.3206598\">10.1109/tpel.2022.3206598</a>}, journal={IEEE Transactions on Power Electronics}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Brosch, Anian and Wallscheid, Oliver and Böcker, Joachim}, year={2022} }","chicago":"Brosch, Anian, Oliver Wallscheid, and Joachim Böcker. “Long-Term Memory Recursive Least Squares Online Identification of Highly Utilized Permanent Magnet Synchronous Motors for Finite-Control-Set Model Predictive Control.” <i>IEEE Transactions on Power Electronics</i>, 2022. <a href=\"https://doi.org/10.1109/tpel.2022.3206598\">https://doi.org/10.1109/tpel.2022.3206598</a>.","short":"A. Brosch, O. Wallscheid, J. Böcker, IEEE Transactions on Power Electronics (2022).","ama":"Brosch A, Wallscheid O, Böcker J. Long-Term Memory Recursive Least Squares Online Identification of Highly Utilized Permanent Magnet Synchronous Motors for Finite-Control-Set Model Predictive Control. <i>IEEE Transactions on Power Electronics</i>. Published online 2022. doi:<a href=\"https://doi.org/10.1109/tpel.2022.3206598\">10.1109/tpel.2022.3206598</a>","ieee":"A. Brosch, O. Wallscheid, and J. Böcker, “Long-Term Memory Recursive Least Squares Online Identification of Highly Utilized Permanent Magnet Synchronous Motors for Finite-Control-Set Model Predictive Control,” <i>IEEE Transactions on Power Electronics</i>, 2022, doi: <a href=\"https://doi.org/10.1109/tpel.2022.3206598\">10.1109/tpel.2022.3206598</a>.","mla":"Brosch, Anian, et al. “Long-Term Memory Recursive Least Squares Online Identification of Highly Utilized Permanent Magnet Synchronous Motors for Finite-Control-Set Model Predictive Control.” <i>IEEE Transactions on Power Electronics</i>, Institute of Electrical and Electronics Engineers (IEEE), 2022, doi:<a href=\"https://doi.org/10.1109/tpel.2022.3206598\">10.1109/tpel.2022.3206598</a>.","apa":"Brosch, A., Wallscheid, O., &#38; Böcker, J. (2022). Long-Term Memory Recursive Least Squares Online Identification of Highly Utilized Permanent Magnet Synchronous Motors for Finite-Control-Set Model Predictive Control. <i>IEEE Transactions on Power Electronics</i>. <a href=\"https://doi.org/10.1109/tpel.2022.3206598\">https://doi.org/10.1109/tpel.2022.3206598</a>"},"publication":"IEEE Transactions on Power Electronics"},{"_id":"29872","language":[{"iso":"eng"}],"publisher":"Springer International Publishing","doi":"10.1007/978-3-030-92702-8_10","user_id":"44428","year":"2022","title":"Server Cloud Scheduling","status":"public","publication_identifier":{"isbn":["9783030927011","9783030927028"],"issn":["0302-9743","1611-3349"]},"author":[{"id":"88252","full_name":"Maack, Marten","first_name":"Marten","last_name":"Maack"},{"id":"15523","first_name":"Friedhelm","last_name":"Meyer auf der Heide","full_name":"Meyer auf der Heide, Friedhelm"},{"full_name":"Pukrop, Simon","last_name":"Pukrop","first_name":"Simon","id":"44428"}],"date_updated":"2022-09-27T15:03:13Z","publication_status":"published","place":"Cham","date_created":"2022-02-18T09:31:54Z","type":"book_chapter","department":[{"_id":"63"}],"publication":"Approximation and Online Algorithms","citation":{"ieee":"M. Maack, F. Meyer auf der Heide, and S. Pukrop, “Server Cloud Scheduling,” in <i>Approximation and Online Algorithms</i>, Cham: Springer International Publishing, 2022.","apa":"Maack, M., Meyer auf der Heide, F., &#38; Pukrop, S. (2022). Server Cloud Scheduling. In <i>Approximation and Online Algorithms</i>. Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-030-92702-8_10\">https://doi.org/10.1007/978-3-030-92702-8_10</a>","mla":"Maack, Marten, et al. “Server Cloud Scheduling.” <i>Approximation and Online Algorithms</i>, Springer International Publishing, 2022, doi:<a href=\"https://doi.org/10.1007/978-3-030-92702-8_10\">10.1007/978-3-030-92702-8_10</a>.","bibtex":"@inbook{Maack_Meyer auf der Heide_Pukrop_2022, place={Cham}, title={Server Cloud Scheduling}, DOI={<a href=\"https://doi.org/10.1007/978-3-030-92702-8_10\">10.1007/978-3-030-92702-8_10</a>}, booktitle={Approximation and Online Algorithms}, publisher={Springer International Publishing}, author={Maack, Marten and Meyer auf der Heide, Friedhelm and Pukrop, Simon}, year={2022} }","chicago":"Maack, Marten, Friedhelm Meyer auf der Heide, and Simon Pukrop. “Server Cloud Scheduling.” In <i>Approximation and Online Algorithms</i>. Cham: Springer International Publishing, 2022. <a href=\"https://doi.org/10.1007/978-3-030-92702-8_10\">https://doi.org/10.1007/978-3-030-92702-8_10</a>.","short":"M. Maack, F. Meyer auf der Heide, S. Pukrop, in: Approximation and Online Algorithms, Springer International Publishing, Cham, 2022.","ama":"Maack M, Meyer auf der Heide F, Pukrop S. Server Cloud Scheduling. In: <i>Approximation and Online Algorithms</i>. Springer International Publishing; 2022. doi:<a href=\"https://doi.org/10.1007/978-3-030-92702-8_10\">10.1007/978-3-030-92702-8_10</a>"},"project":[{"_id":"1","name":"SFB 901: SFB 901"},{"_id":"4","name":"SFB 901 - C: SFB 901 - Project Area C"},{"_id":"16","name":"SFB 901 - C4: SFB 901 - Subproject C4"}]},{"date_updated":"2022-09-30T12:48:29Z","status":"public","title":"Handlungsfelder für die KI-Einführung in der Arbeitswelt produzierender Unternehmen","year":"2022","corporate_editor":["Gesellschaft für Arbeitswissenschaft e.V."],"author":[{"last_name":"Gabriel","first_name":"Stefan","full_name":"Gabriel, Stefan"},{"first_name":"Theresa","last_name":"Aring","full_name":"Aring, Theresa"},{"last_name":"Hobscheidt","first_name":"Daniela","full_name":"Hobscheidt, Daniela"},{"full_name":"Kühn, Arno","first_name":"Arno","last_name":"Kühn"},{"id":"16190","last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman"}],"conference":{"name":"68. Frühjahrskongress der Gesellschaft für Arbeitswissenschaft","start_date":"2022-03-02","location":"Magdeburg 02.03. - 04.03.2022","end_date":"2022-03.04"},"user_id":"15782","language":[{"iso":"eng"}],"_id":"33503","publisher":"GfA-Press","publication":"Tagungsband des 68. Frühjahrskongress der Gesellschaft für Arbeitswissenschaft","citation":{"apa":"Gabriel, S., Aring, T., Hobscheidt, D., Kühn, A., &#38; Dumitrescu, R. (2022). Handlungsfelder für die KI-Einführung in der Arbeitswelt produzierender Unternehmen. In Gesellschaft für Arbeitswissenschaft e.V. (Ed.), <i>Tagungsband des 68. Frühjahrskongress der Gesellschaft für Arbeitswissenschaft</i>. GfA-Press.","ieee":"S. Gabriel, T. Aring, D. Hobscheidt, A. Kühn, and R. Dumitrescu, “Handlungsfelder für die KI-Einführung in der Arbeitswelt produzierender Unternehmen,” in <i>Tagungsband des 68. Frühjahrskongress der Gesellschaft für Arbeitswissenschaft</i>, Magdeburg 02.03. - 04.03.2022, 2022.","chicago":"Gabriel, Stefan, Theresa Aring, Daniela Hobscheidt, Arno Kühn, and Roman Dumitrescu. “Handlungsfelder Für Die KI-Einführung in Der Arbeitswelt Produzierender Unternehmen.” In <i>Tagungsband Des 68. Frühjahrskongress Der Gesellschaft Für Arbeitswissenschaft</i>, edited by Gesellschaft für Arbeitswissenschaft e.V. Sankt Augustin: GfA-Press, 2022.","short":"S. Gabriel, T. Aring, D. Hobscheidt, A. Kühn, R. Dumitrescu, in: Gesellschaft für Arbeitswissenschaft e.V. (Ed.), Tagungsband Des 68. Frühjahrskongress Der Gesellschaft Für Arbeitswissenschaft, GfA-Press, Sankt Augustin, 2022.","mla":"Gabriel, Stefan, et al. “Handlungsfelder Für Die KI-Einführung in Der Arbeitswelt Produzierender Unternehmen.” <i>Tagungsband Des 68. Frühjahrskongress Der Gesellschaft Für Arbeitswissenschaft</i>, edited by Gesellschaft für Arbeitswissenschaft e.V., GfA-Press, 2022.","ama":"Gabriel S, Aring T, Hobscheidt D, Kühn A, Dumitrescu R. Handlungsfelder für die KI-Einführung in der Arbeitswelt produzierender Unternehmen. In: Gesellschaft für Arbeitswissenschaft e.V., ed. <i>Tagungsband Des 68. Frühjahrskongress Der Gesellschaft Für Arbeitswissenschaft</i>. GfA-Press; 2022.","bibtex":"@inproceedings{Gabriel_Aring_Hobscheidt_Kühn_Dumitrescu_2022, place={Sankt Augustin}, title={Handlungsfelder für die KI-Einführung in der Arbeitswelt produzierender Unternehmen}, booktitle={Tagungsband des 68. Frühjahrskongress der Gesellschaft für Arbeitswissenschaft}, publisher={GfA-Press}, author={Gabriel, Stefan and Aring, Theresa and Hobscheidt, Daniela and Kühn, Arno and Dumitrescu, Roman}, editor={Gesellschaft für Arbeitswissenschaft e.V.}, year={2022} }"},"type":"conference","department":[{"_id":"563"}],"date_created":"2022-09-30T12:47:54Z","place":"Sankt Augustin"},{"department":[{"_id":"563"}],"type":"conference","date_created":"2022-09-30T13:13:00Z","citation":{"short":"H. Anacker, M. Günther, F. Wyrwich, R. Dumitrescu, in: 17th Annual System of Systems Engineering Conference (SOSE), 2022, pp. 178–183.","chicago":"Anacker, Harald, Matthias Günther, Fabian Wyrwich, and Roman Dumitrescu. “Pattern Based Engineering of System of Systems - a Systematic Literature Review.” In <i>17th Annual System of Systems Engineering Conference (SOSE)</i>, 178–83, 2022. <a href=\"https://doi.org/10.1109/SOSE55472.2022.9812697\">https://doi.org/10.1109/SOSE55472.2022.9812697</a>.","ieee":"H. Anacker, M. Günther, F. Wyrwich, and R. Dumitrescu, “Pattern based engineering of System of Systems - a systematic literature review,” in <i>17th Annual System of Systems Engineering Conference (SOSE)</i>, Rochester, NY, USA, 2022, pp. 178–183, doi: <a href=\"https://doi.org/10.1109/SOSE55472.2022.9812697\">10.1109/SOSE55472.2022.9812697</a>.","apa":"Anacker, H., Günther, M., Wyrwich, F., &#38; Dumitrescu, R. (2022). Pattern based engineering of System of Systems - a systematic literature review. <i>17th Annual System of Systems Engineering Conference (SOSE)</i>, 178–183. <a href=\"https://doi.org/10.1109/SOSE55472.2022.9812697\">https://doi.org/10.1109/SOSE55472.2022.9812697</a>","bibtex":"@inproceedings{Anacker_Günther_Wyrwich_Dumitrescu_2022, title={Pattern based engineering of System of Systems - a systematic literature review}, DOI={<a href=\"https://doi.org/10.1109/SOSE55472.2022.9812697\">10.1109/SOSE55472.2022.9812697</a>}, booktitle={17th Annual System of Systems Engineering Conference (SOSE)}, author={Anacker, Harald and Günther, Matthias and Wyrwich, Fabian and Dumitrescu, Roman}, year={2022}, pages={178–183} }","ama":"Anacker H, Günther M, Wyrwich F, Dumitrescu R. Pattern based engineering of System of Systems - a systematic literature review. In: <i>17th Annual System of Systems Engineering Conference (SOSE)</i>. ; 2022:178-183. doi:<a href=\"https://doi.org/10.1109/SOSE55472.2022.9812697\">10.1109/SOSE55472.2022.9812697</a>","mla":"Anacker, Harald, et al. “Pattern Based Engineering of System of Systems - a Systematic Literature Review.” <i>17th Annual System of Systems Engineering Conference (SOSE)</i>, 2022, pp. 178–83, doi:<a href=\"https://doi.org/10.1109/SOSE55472.2022.9812697\">10.1109/SOSE55472.2022.9812697</a>."},"publication":"17th Annual System of Systems Engineering Conference (SOSE)","doi":"10.1109/SOSE55472.2022.9812697","user_id":"15782","_id":"33505","language":[{"iso":"eng"}],"page":"178-183","date_updated":"2022-09-30T13:13:05Z","conference":{"start_date":"2022-06-07","name":"IEEE International Conference on System of Systems Engineering (SoSE)","location":"Rochester, NY, USA","end_date":"2022-06-11"},"author":[{"first_name":"Harald","last_name":"Anacker","full_name":"Anacker, Harald"},{"full_name":"Günther, Matthias","last_name":"Günther","first_name":"Matthias"},{"full_name":"Wyrwich, Fabian","last_name":"Wyrwich","first_name":"Fabian"},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"year":"2022","status":"public","title":"Pattern based engineering of System of Systems - a systematic literature review"},{"date_created":"2022-05-11T10:04:18Z","type":"conference","department":[{"_id":"563"}],"publication":" Proceedings of the 16th Annual IEEE International Systems Conference","citation":{"chicago":"Anacker, Harald, Roman Dumitrescu, Ulf Könemann, and Daria Wilke. “Identification of Stakeholder-Specific Systems Engineering Competencies for Industry.” In <i> Proceedings of the 16th Annual IEEE International Systems Conference</i>, 2022.","short":"H. Anacker, R. Dumitrescu, U. Könemann, D. Wilke, in:  Proceedings of the 16th Annual IEEE International Systems Conference, 2022.","ieee":"H. Anacker, R. Dumitrescu, U. Könemann, and D. Wilke, “Identification of stakeholder-specific Systems Engineering competencies for industry,” presented at the IEEE SysCon 2022, Montreal, Canada, 2022.","apa":"Anacker, H., Dumitrescu, R., Könemann, U., &#38; Wilke, D. (2022). Identification of stakeholder-specific Systems Engineering competencies for industry. <i> Proceedings of the 16th Annual IEEE International Systems Conference</i>. IEEE SysCon 2022, Montreal, Canada.","bibtex":"@inproceedings{Anacker_Dumitrescu_Könemann_Wilke_2022, title={Identification of stakeholder-specific Systems Engineering competencies for industry}, booktitle={ Proceedings of the 16th Annual IEEE International Systems Conference}, author={Anacker, Harald and Dumitrescu, Roman and Könemann, Ulf and Wilke, Daria}, year={2022} }","ama":"Anacker H, Dumitrescu R, Könemann U, Wilke D. Identification of stakeholder-specific Systems Engineering competencies for industry. In: <i> Proceedings of the 16th Annual IEEE International Systems Conference</i>. ; 2022.","mla":"Anacker, Harald, et al. “Identification of Stakeholder-Specific Systems Engineering Competencies for Industry.” <i> Proceedings of the 16th Annual IEEE International Systems Conference</i>, 2022."},"_id":"31188","language":[{"iso":"eng"}],"user_id":"15782","title":"Identification of stakeholder-specific Systems Engineering competencies for industry","status":"public","year":"2022","conference":{"location":"Montreal, Canada","start_date":"2022-04-25","name":"IEEE SysCon 2022","end_date":"2022-04-28"},"author":[{"first_name":"Harald","last_name":"Anacker","full_name":"Anacker, Harald"},{"last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman","id":"16190"},{"first_name":"Ulf","last_name":"Könemann","full_name":"Könemann, Ulf"},{"full_name":"Wilke, Daria","first_name":"Daria","last_name":"Wilke"}],"date_updated":"2022-09-30T12:52:13Z"},{"publication_status":"published","date_updated":"2022-10-04T11:35:11Z","year":"2022","title":"Modeling and Characterization of a 3D Environment for the Design of an Inductively Based Locating Method by Coil Couplings","author":[{"last_name":"Lange","first_name":"Sven","full_name":"Lange, Sven","id":"38240"},{"first_name":"Christian","last_name":"Hedayat","full_name":"Hedayat, Christian"},{"full_name":"Kuhn, Harald","last_name":"Kuhn","first_name":"Harald"},{"full_name":"Hilleringmann, Ulrich","first_name":"Ulrich","last_name":"Hilleringmann"}],"publication_identifier":{"eisbn":["978-1-6654-8849-5"]},"doi":"10.1109/ssi56489.2022.9901416","main_file_link":[{"url":"https://ieeexplore.ieee.org/document/9901416"}],"language":[{"iso":"eng"}],"abstract":[{"text":"In this work, methods will be evaluated to numerically calculate the passive electrical parameters of planar coils. These parameters can then be used to optimize inductive applications such as wireless power transmission. The focus here will be on inductive localization, which uses high-frequency magnetic fields and the resulting induced voltage to provide localization through the coupling parameter mutual inductance. To achieve localization with high accuracy and best possible operation (resonance, signal strength, etc.), the coil parameters need to be well known. For this reason, some numerical methods for the calculation of these quantities are presented and validated. In addition, the physical effects are thereby considered in more detail, allowing the localization procedure to be better optimized compared to simulative black-box methods. The goal should be a dedicated simulation platform for planar coils to be able to develop training data for neural networks and to test and optimize localization algorithms.","lang":"eng"}],"publication":"2022 Smart Systems Integration (SSI)","type":"conference","keyword":["Simulation Environment","Inductive Localization","Coil Parameters","Inductive Applications","Near-Field"],"department":[{"_id":"59"},{"_id":"485"}],"date_created":"2022-10-04T11:26:11Z","status":"public","conference":{"end_date":"2022-04-28","location":"Grenoble, France","name":"2022 Smart Systems Integration (SSI)","start_date":"2022-04-27"},"user_id":"38240","publisher":"IEEE","_id":"33508","project":[{"name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"citation":{"chicago":"Lange, Sven, Christian Hedayat, Harald Kuhn, and Ulrich Hilleringmann. “Modeling and Characterization of a 3D Environment for the Design of an Inductively Based Locating Method by Coil Couplings.” In <i>2022 Smart Systems Integration (SSI)</i>. Grenoble, France: IEEE, 2022. <a href=\"https://doi.org/10.1109/ssi56489.2022.9901416\">https://doi.org/10.1109/ssi56489.2022.9901416</a>.","short":"S. Lange, C. Hedayat, H. Kuhn, U. Hilleringmann, in: 2022 Smart Systems Integration (SSI), IEEE, Grenoble, France, 2022.","ieee":"S. Lange, C. Hedayat, H. Kuhn, and U. Hilleringmann, “Modeling and Characterization of a 3D Environment for the Design of an Inductively Based Locating Method by Coil Couplings,” presented at the 2022 Smart Systems Integration (SSI), Grenoble, France, 2022, doi: <a href=\"https://doi.org/10.1109/ssi56489.2022.9901416\">10.1109/ssi56489.2022.9901416</a>.","apa":"Lange, S., Hedayat, C., Kuhn, H., &#38; Hilleringmann, U. (2022). Modeling and Characterization of a 3D Environment for the Design of an Inductively Based Locating Method by Coil Couplings. <i>2022 Smart Systems Integration (SSI)</i>. 2022 Smart Systems Integration (SSI), Grenoble, France. <a href=\"https://doi.org/10.1109/ssi56489.2022.9901416\">https://doi.org/10.1109/ssi56489.2022.9901416</a>","bibtex":"@inproceedings{Lange_Hedayat_Kuhn_Hilleringmann_2022, place={Grenoble, France}, title={Modeling and Characterization of a 3D Environment for the Design of an Inductively Based Locating Method by Coil Couplings}, DOI={<a href=\"https://doi.org/10.1109/ssi56489.2022.9901416\">10.1109/ssi56489.2022.9901416</a>}, booktitle={2022 Smart Systems Integration (SSI)}, publisher={IEEE}, author={Lange, Sven and Hedayat, Christian and Kuhn, Harald and Hilleringmann, Ulrich}, year={2022} }","ama":"Lange S, Hedayat C, Kuhn H, Hilleringmann U. Modeling and Characterization of a 3D Environment for the Design of an Inductively Based Locating Method by Coil Couplings. In: <i>2022 Smart Systems Integration (SSI)</i>. IEEE; 2022. doi:<a href=\"https://doi.org/10.1109/ssi56489.2022.9901416\">10.1109/ssi56489.2022.9901416</a>","mla":"Lange, Sven, et al. “Modeling and Characterization of a 3D Environment for the Design of an Inductively Based Locating Method by Coil Couplings.” <i>2022 Smart Systems Integration (SSI)</i>, IEEE, 2022, doi:<a href=\"https://doi.org/10.1109/ssi56489.2022.9901416\">10.1109/ssi56489.2022.9901416</a>."},"place":"Grenoble, France"},{"conference":{"end_date":"2022-04-28","name":"2022 Smart Systems Integration (SSI)","start_date":"2022-04-27","location":"Grenoble, France"},"status":"public","user_id":"38240","_id":"33510","publisher":"IEEE","project":[{"_id":"52","name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing"}],"citation":{"apa":"Sander, T., Lange, S., Hilleringmann, U., Geneiß, V., Hedayat, C., &#38; Kuhn, H. (2022). Detection of Defects on Irregularly Structured Surfaces using Supervised and Semi-Supervised Learning Methods. <i>2022 Smart Systems Integration (SSI)</i>. 2022 Smart Systems Integration (SSI), Grenoble, France. <a href=\"https://doi.org/10.1109/ssi56489.2022.9901433\">https://doi.org/10.1109/ssi56489.2022.9901433</a>","ieee":"T. Sander, S. Lange, U. Hilleringmann, V. Geneiß, C. Hedayat, and H. Kuhn, “Detection of Defects on Irregularly Structured Surfaces using Supervised and Semi-Supervised Learning Methods,” presented at the 2022 Smart Systems Integration (SSI), Grenoble, France, 2022, doi: <a href=\"https://doi.org/10.1109/ssi56489.2022.9901433\">10.1109/ssi56489.2022.9901433</a>.","chicago":"Sander, Tom, Sven Lange, Ulrich Hilleringmann, Volker Geneiß, Christian Hedayat, and Harald Kuhn. “Detection of Defects on Irregularly Structured Surfaces Using Supervised and Semi-Supervised Learning Methods.” In <i>2022 Smart Systems Integration (SSI)</i>. Grenoble, France: IEEE, 2022. <a href=\"https://doi.org/10.1109/ssi56489.2022.9901433\">https://doi.org/10.1109/ssi56489.2022.9901433</a>.","short":"T. Sander, S. Lange, U. Hilleringmann, V. Geneiß, C. Hedayat, H. Kuhn, in: 2022 Smart Systems Integration (SSI), IEEE, Grenoble, France, 2022.","mla":"Sander, Tom, et al. “Detection of Defects on Irregularly Structured Surfaces Using Supervised and Semi-Supervised Learning Methods.” <i>2022 Smart Systems Integration (SSI)</i>, IEEE, 2022, doi:<a href=\"https://doi.org/10.1109/ssi56489.2022.9901433\">10.1109/ssi56489.2022.9901433</a>.","ama":"Sander T, Lange S, Hilleringmann U, Geneiß V, Hedayat C, Kuhn H. Detection of Defects on Irregularly Structured Surfaces using Supervised and Semi-Supervised Learning Methods. In: <i>2022 Smart Systems Integration (SSI)</i>. IEEE; 2022. doi:<a href=\"https://doi.org/10.1109/ssi56489.2022.9901433\">10.1109/ssi56489.2022.9901433</a>","bibtex":"@inproceedings{Sander_Lange_Hilleringmann_Geneiß_Hedayat_Kuhn_2022, place={Grenoble, France}, title={Detection of Defects on Irregularly Structured Surfaces using Supervised and Semi-Supervised Learning Methods}, DOI={<a href=\"https://doi.org/10.1109/ssi56489.2022.9901433\">10.1109/ssi56489.2022.9901433</a>}, booktitle={2022 Smart Systems Integration (SSI)}, publisher={IEEE}, author={Sander, Tom and Lange, Sven and Hilleringmann, Ulrich and Geneiß, Volker and Hedayat, Christian and Kuhn, Harald}, year={2022} }"},"place":"Grenoble, France","date_updated":"2022-10-04T11:37:39Z","publication_status":"published","author":[{"first_name":"Tom","last_name":"Sander","full_name":"Sander, Tom"},{"id":"38240","first_name":"Sven","last_name":"Lange","full_name":"Lange, Sven"},{"last_name":"Hilleringmann","first_name":"Ulrich","full_name":"Hilleringmann, Ulrich"},{"first_name":"Volker","last_name":"Geneiß","full_name":"Geneiß, Volker"},{"first_name":"Christian","last_name":"Hedayat","full_name":"Hedayat, Christian"},{"full_name":"Kuhn, Harald","first_name":"Harald","last_name":"Kuhn"}],"year":"2022","title":"Detection of Defects on Irregularly Structured Surfaces using Supervised and Semi-Supervised Learning Methods","doi":"10.1109/ssi56489.2022.9901433","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://ieeexplore.ieee.org/document/9901433"}],"abstract":[{"text":"In the manufacture of real wood products, defects can quickly occur during the production process. To quickly sort out these defects, a system is needed that finds damage in the irregularly structured surfaces of the product. The difficulty in this task is that each surface is visually different and no standard defects can be defined. Thus, damage detection using correlation does not work, so this paper will test different machine learning methods. To evaluate different machine learning methods, a data set is needed. For this reason, the available samples were recorded manually using a static fixed camera. Subsequently, the images were divided into sub-images, which resulted in a relatively small data set. Next, a convolutional neural network (CNN) was constructed to classify the images. However, this approach did not lead to a generalized solution, so the dataset was hashed using the a- and pHash. These hash values were then trained with a fully supervised system that will later serve as a reference model, in the semi-supervised learning procedures. To improve the supervised model and not have to label every data point, semi-supervised learning methods are used in the following. For this purpose, the CEAL method (wrapper method) is considered in the first and then the Π-Model (intrinsically semi-supervised).","lang":"eng"}],"publication":"2022 Smart Systems Integration (SSI)","department":[{"_id":"59"},{"_id":"485"}],"keyword":["Machine Learning","CNN","Hashing","semi-supervised learning"],"type":"conference","date_created":"2022-10-04T11:35:55Z"},{"citation":{"mla":"Fazal-Baqaie, Masud, et al. <i>Projektmanagement Und Vorgehensmodelle 2022. Virtuelle Zusammenarbeit Und Verlorene Kulturen?</i> Gesellschaft für Informatik e.V., 2022.","bibtex":"@book{Fazal-Baqaie_Linssen_Volland_Yigitbas_Engstler_Bertram_Kalenborn_2022, series={LNI}, title={Projektmanagement und Vorgehensmodelle 2022. Virtuelle Zusammenarbeit und verlorene Kulturen?}, volume={P 327}, publisher={Gesellschaft für Informatik e.V.}, author={Fazal-Baqaie, Masud  and Linssen, Oliver and Volland, Alexander and Yigitbas, Enes and Engstler, Martin and Bertram, Martin and Kalenborn, Axel}, year={2022}, collection={LNI} }","ama":"Fazal-Baqaie M, Linssen O, Volland A, et al. <i>Projektmanagement Und Vorgehensmodelle 2022. Virtuelle Zusammenarbeit Und Verlorene Kulturen?</i> Vol P 327. Gesellschaft für Informatik e.V.; 2022.","ieee":"M. Fazal-Baqaie <i>et al.</i>, <i>Projektmanagement und Vorgehensmodelle 2022. Virtuelle Zusammenarbeit und verlorene Kulturen?</i>, vol. P 327. Gesellschaft für Informatik e.V., 2022.","apa":"Fazal-Baqaie, M., Linssen, O., Volland, A., Yigitbas, E., Engstler, M., Bertram, M., &#38; Kalenborn, A. (2022). <i>Projektmanagement und Vorgehensmodelle 2022. Virtuelle Zusammenarbeit und verlorene Kulturen? Vol. P 327</i>. Gesellschaft für Informatik e.V.","chicago":"Fazal-Baqaie, Masud , Oliver Linssen, Alexander Volland, Enes Yigitbas, Martin Engstler, Martin Bertram, and Axel Kalenborn. <i>Projektmanagement Und Vorgehensmodelle 2022. Virtuelle Zusammenarbeit Und Verlorene Kulturen?</i> Vol. P 327. LNI. Gesellschaft für Informatik e.V., 2022.","short":"M. Fazal-Baqaie, O. Linssen, A. Volland, E. Yigitbas, M. Engstler, M. Bertram, A. Kalenborn, Projektmanagement Und Vorgehensmodelle 2022. Virtuelle Zusammenarbeit Und Verlorene Kulturen?, Gesellschaft für Informatik e.V., 2022."},"type":"book","department":[{"_id":"66"},{"_id":"534"}],"date_created":"2022-10-04T13:48:14Z","date_updated":"2022-10-04T13:48:28Z","status":"public","year":"2022","title":"Projektmanagement und Vorgehensmodelle 2022. Virtuelle Zusammenarbeit und verlorene Kulturen?","author":[{"last_name":"Fazal-Baqaie","first_name":"Masud ","full_name":"Fazal-Baqaie, Masud "},{"full_name":"Linssen, Oliver","last_name":"Linssen","first_name":"Oliver"},{"first_name":"Alexander","last_name":"Volland","full_name":"Volland, Alexander"},{"id":"8447","full_name":"Yigitbas, Enes","last_name":"Yigitbas","first_name":"Enes","orcid":"0000-0002-5967-833X"},{"full_name":"Engstler, Martin","first_name":"Martin","last_name":"Engstler"},{"full_name":"Bertram, Martin","last_name":"Bertram","first_name":"Martin"},{"full_name":"Kalenborn, Axel","first_name":"Axel","last_name":"Kalenborn"}],"user_id":"8447","volume":"P 327","language":[{"iso":"eng"}],"_id":"33516","series_title":"LNI","publisher":"Gesellschaft für Informatik e.V."},{"_id":"33553","language":[{"iso":"eng"}],"publisher":"The Design Society","user_id":"15782","doi":"10.35199/norddesign2022","editor":[{"full_name":"Mortensen, N.H.","last_name":"Mortensen","first_name":"N.H."},{"full_name":"Hansen, C.T.","last_name":"Hansen","first_name":"C.T."},{"full_name":"Deininger, M.","last_name":"Deininger","first_name":"M."}],"status":"public","title":"Design Decisions in the Architecture Development of Advanced Systems: Towards traceable and sustainable Documentation and Communication","year":"2022","author":[{"first_name":"Stefan","last_name":"Pfeifer","full_name":"Pfeifer, Stefan"},{"full_name":"Akgül, Didem","first_name":"Didem","last_name":"Akgül"},{"full_name":"Röbenack, Silke","first_name":"Silke","last_name":"Röbenack"},{"first_name":"Amelie","last_name":"Tihlarik","full_name":"Tihlarik, Amelie"},{"full_name":"Albert, Bruno","last_name":"Albert","first_name":"Bruno"},{"full_name":"Anacker, Harald","first_name":"Harald","last_name":"Anacker"},{"id":"16190","last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman"}],"publication_identifier":{"isbn":["9781912254170"]},"conference":{"start_date":"2022-08-16","name":"NordDesign 2022","location":"Copenhagen, Denmark","end_date":"2022-08-18"},"publication_status":"published","date_updated":"2022-10-07T10:29:37Z","date_created":"2022-10-07T10:22:11Z","type":"conference","department":[{"_id":"563"}],"publication":"DS 118: Proceedings of NordDesign 2022","citation":{"ama":"Pfeifer S, Akgül D, Röbenack S, et al. Design Decisions in the Architecture Development of Advanced Systems: Towards traceable and sustainable Documentation and Communication. In: Mortensen NH, Hansen CT, Deininger M, eds. <i>DS 118: Proceedings of NordDesign 2022</i>. The Design Society; 2022. doi:<a href=\"https://doi.org/10.35199/norddesign2022\">10.35199/norddesign2022</a>","bibtex":"@inproceedings{Pfeifer_Akgül_Röbenack_Tihlarik_Albert_Anacker_Dumitrescu_2022, title={Design Decisions in the Architecture Development of Advanced Systems: Towards traceable and sustainable Documentation and Communication}, DOI={<a href=\"https://doi.org/10.35199/norddesign2022\">10.35199/norddesign2022</a>}, booktitle={DS 118: Proceedings of NordDesign 2022}, publisher={The Design Society}, author={Pfeifer, Stefan and Akgül, Didem and Röbenack, Silke and Tihlarik, Amelie and Albert, Bruno and Anacker, Harald and Dumitrescu, Roman}, editor={Mortensen, N.H. and Hansen, C.T. and Deininger, M.}, year={2022} }","mla":"Pfeifer, Stefan, et al. “Design Decisions in the Architecture Development of Advanced Systems: Towards Traceable and Sustainable Documentation and Communication.” <i>DS 118: Proceedings of NordDesign 2022</i>, edited by N.H. Mortensen et al., The Design Society, 2022, doi:<a href=\"https://doi.org/10.35199/norddesign2022\">10.35199/norddesign2022</a>.","chicago":"Pfeifer, Stefan, Didem Akgül, Silke Röbenack, Amelie Tihlarik, Bruno Albert, Harald Anacker, and Roman Dumitrescu. “Design Decisions in the Architecture Development of Advanced Systems: Towards Traceable and Sustainable Documentation and Communication.” In <i>DS 118: Proceedings of NordDesign 2022</i>, edited by N.H. Mortensen, C.T. Hansen, and M. Deininger. The Design Society, 2022. <a href=\"https://doi.org/10.35199/norddesign2022\">https://doi.org/10.35199/norddesign2022</a>.","short":"S. Pfeifer, D. Akgül, S. Röbenack, A. Tihlarik, B. Albert, H. Anacker, R. Dumitrescu, in: N.H. Mortensen, C.T. Hansen, M. Deininger (Eds.), DS 118: Proceedings of NordDesign 2022, The Design Society, 2022.","apa":"Pfeifer, S., Akgül, D., Röbenack, S., Tihlarik, A., Albert, B., Anacker, H., &#38; Dumitrescu, R. (2022). Design Decisions in the Architecture Development of Advanced Systems: Towards traceable and sustainable Documentation and Communication. In N. H. Mortensen, C. T. Hansen, &#38; M. Deininger (Eds.), <i>DS 118: Proceedings of NordDesign 2022</i>. The Design Society. <a href=\"https://doi.org/10.35199/norddesign2022\">https://doi.org/10.35199/norddesign2022</a>","ieee":"S. Pfeifer <i>et al.</i>, “Design Decisions in the Architecture Development of Advanced Systems: Towards traceable and sustainable Documentation and Communication,” in <i>DS 118: Proceedings of NordDesign 2022</i>, Copenhagen, Denmark, 2022, doi: <a href=\"https://doi.org/10.35199/norddesign2022\">10.35199/norddesign2022</a>."}},{"language":[{"iso":"eng"}],"_id":"33552","user_id":"15782","conference":{"end_date":"2022-06-23","location":"Nancy, France","name":"28th IEEE ICE/ITMC & 31st IAMOT Conference IEEE ","start_date":"2022-06-19"},"author":[{"last_name":"Disselkamp","first_name":"Jan-Philipp","full_name":"Disselkamp, Jan-Philipp"},{"first_name":"Tobias","last_name":"Seidenberg","full_name":"Seidenberg, Tobias"},{"first_name":"Harald","last_name":"Anacker","full_name":"Anacker, Harald"},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"year":"2022","status":"public","title":"Design of an optimised value creation network for zero emission ferries","date_updated":"2022-10-07T10:20:24Z","date_created":"2022-10-07T10:19:22Z","department":[{"_id":"563"}],"type":"conference","citation":{"short":"J.-P. Disselkamp, T. Seidenberg, H. Anacker, R. Dumitrescu, in: Proceedings of the IEEE, 2022.","chicago":"Disselkamp, Jan-Philipp, Tobias Seidenberg, Harald Anacker, and Roman Dumitrescu. “Design of an Optimised Value Creation Network for Zero Emission Ferries.” In <i>Proceedings of the IEEE</i>, 2022.","apa":"Disselkamp, J.-P., Seidenberg, T., Anacker, H., &#38; Dumitrescu, R. (2022). Design of an optimised value creation network for zero emission ferries. <i>Proceedings of the IEEE</i>. 28th IEEE ICE/ITMC &#38; 31st IAMOT Conference IEEE , Nancy, France.","ieee":"J.-P. Disselkamp, T. Seidenberg, H. Anacker, and R. Dumitrescu, “Design of an optimised value creation network for zero emission ferries,” presented at the 28th IEEE ICE/ITMC &#38; 31st IAMOT Conference IEEE , Nancy, France, 2022.","ama":"Disselkamp J-P, Seidenberg T, Anacker H, Dumitrescu R. Design of an optimised value creation network for zero emission ferries. In: <i>Proceedings of the IEEE</i>. ; 2022.","bibtex":"@inproceedings{Disselkamp_Seidenberg_Anacker_Dumitrescu_2022, title={Design of an optimised value creation network for zero emission ferries}, booktitle={Proceedings of the IEEE}, author={Disselkamp, Jan-Philipp and Seidenberg, Tobias and Anacker, Harald and Dumitrescu, Roman}, year={2022} }","mla":"Disselkamp, Jan-Philipp, et al. “Design of an Optimised Value Creation Network for Zero Emission Ferries.” <i>Proceedings of the IEEE</i>, 2022."},"publication":"Proceedings of the IEEE"},{"citation":{"apa":"Eckertz, D., Anacker, H., &#38; Dumitrescu, R. (2022). Knowledge-based Interactive Configuration Tool for Industrial Augmented Reality Systems. <i>Proceedings of the 5th International Conference on Information and Computer Technologies (ICICT)</i>. 5th International Conference on Information and Computer Technologies (ICICT), New York City, NY, United States. <a href=\"https://doi.org/10.1109/icict55905.2022.00021\">https://doi.org/10.1109/icict55905.2022.00021</a>","ieee":"D. Eckertz, H. Anacker, and R. Dumitrescu, “Knowledge-based Interactive Configuration Tool for Industrial Augmented Reality Systems,” presented at the 5th International Conference on Information and Computer Technologies (ICICT), New York City, NY, United States, 2022, doi: <a href=\"https://doi.org/10.1109/icict55905.2022.00021\">10.1109/icict55905.2022.00021</a>.","chicago":"Eckertz, Daniel, Harald Anacker, and Roman Dumitrescu. “Knowledge-Based Interactive Configuration Tool for Industrial Augmented Reality Systems.” In <i>Proceedings of the 5th International Conference on Information and Computer Technologies (ICICT)</i>. IEEE, 2022. <a href=\"https://doi.org/10.1109/icict55905.2022.00021\">https://doi.org/10.1109/icict55905.2022.00021</a>.","short":"D. Eckertz, H. Anacker, R. Dumitrescu, in: Proceedings of the 5th International Conference on Information and Computer Technologies (ICICT), IEEE, 2022.","mla":"Eckertz, Daniel, et al. “Knowledge-Based Interactive Configuration Tool for Industrial Augmented Reality Systems.” <i>Proceedings of the 5th International Conference on Information and Computer Technologies (ICICT)</i>, IEEE, 2022, doi:<a href=\"https://doi.org/10.1109/icict55905.2022.00021\">10.1109/icict55905.2022.00021</a>.","ama":"Eckertz D, Anacker H, Dumitrescu R. Knowledge-based Interactive Configuration Tool for Industrial Augmented Reality Systems. In: <i>Proceedings of the 5th International Conference on Information and Computer Technologies (ICICT)</i>. IEEE; 2022. doi:<a href=\"https://doi.org/10.1109/icict55905.2022.00021\">10.1109/icict55905.2022.00021</a>","bibtex":"@inproceedings{Eckertz_Anacker_Dumitrescu_2022, title={Knowledge-based Interactive Configuration Tool for Industrial Augmented Reality Systems}, DOI={<a href=\"https://doi.org/10.1109/icict55905.2022.00021\">10.1109/icict55905.2022.00021</a>}, booktitle={Proceedings of the 5th International Conference on Information and Computer Technologies (ICICT)}, publisher={IEEE}, author={Eckertz, Daniel and Anacker, Harald and Dumitrescu, Roman}, year={2022} }"},"publication":"Proceedings of the 5th International Conference on Information and Computer Technologies (ICICT)","department":[{"_id":"563"}],"type":"conference","date_created":"2022-10-07T11:11:26Z","date_updated":"2022-10-07T11:21:10Z","publication_status":"published","conference":{"start_date":"2022-03-04","name":"5th International Conference on Information and Computer Technologies (ICICT)","location":"New York City, NY, United States","end_date":"2022-03-06"},"author":[{"first_name":"Daniel","last_name":"Eckertz","full_name":"Eckertz, Daniel"},{"full_name":"Anacker, Harald","last_name":"Anacker","first_name":"Harald"},{"last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman","id":"16190"}],"title":"Knowledge-based Interactive Configuration Tool for Industrial Augmented Reality Systems","year":"2022","status":"public","doi":"10.1109/icict55905.2022.00021","user_id":"15782","publisher":"IEEE","_id":"33556","language":[{"iso":"eng"}]},{"publication":"Proceedings of the IEEE","citation":{"bibtex":"@inproceedings{Merkelbach_von Enzberg_Kuhn_Dumitrescu_2022, title={Towards a Process Model to Enable Domain Experts to Become Citizen Data Scientists for Industrial Applications}, DOI={<a href=\"https://doi.org/10.1109/icps51978.2022.9816871\">10.1109/icps51978.2022.9816871</a>}, booktitle={Proceedings of the IEEE}, publisher={IEEE}, author={Merkelbach, Silke and von Enzberg, Sebastian and Kuhn, Arno and Dumitrescu, Roman}, year={2022} }","ama":"Merkelbach S, von Enzberg S, Kuhn A, Dumitrescu R. Towards a Process Model to Enable Domain Experts to Become Citizen Data Scientists for Industrial Applications. In: <i>Proceedings of the IEEE</i>. IEEE; 2022. doi:<a href=\"https://doi.org/10.1109/icps51978.2022.9816871\">10.1109/icps51978.2022.9816871</a>","mla":"Merkelbach, Silke, et al. “Towards a Process Model to Enable Domain Experts to Become Citizen Data Scientists for Industrial Applications.” <i>Proceedings of the IEEE</i>, IEEE, 2022, doi:<a href=\"https://doi.org/10.1109/icps51978.2022.9816871\">10.1109/icps51978.2022.9816871</a>.","short":"S. Merkelbach, S. von Enzberg, A. Kuhn, R. Dumitrescu, in: Proceedings of the IEEE, IEEE, 2022.","chicago":"Merkelbach, Silke, Sebastian von Enzberg, Arno Kuhn, and Roman Dumitrescu. “Towards a Process Model to Enable Domain Experts to Become Citizen Data Scientists for Industrial Applications.” In <i>Proceedings of the IEEE</i>. IEEE, 2022. <a href=\"https://doi.org/10.1109/icps51978.2022.9816871\">https://doi.org/10.1109/icps51978.2022.9816871</a>.","ieee":"S. Merkelbach, S. von Enzberg, A. Kuhn, and R. Dumitrescu, “Towards a Process Model to Enable Domain Experts to Become Citizen Data Scientists for Industrial Applications,” presented at the IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS), 2022, doi: <a href=\"https://doi.org/10.1109/icps51978.2022.9816871\">10.1109/icps51978.2022.9816871</a>.","apa":"Merkelbach, S., von Enzberg, S., Kuhn, A., &#38; Dumitrescu, R. (2022). Towards a Process Model to Enable Domain Experts to Become Citizen Data Scientists for Industrial Applications. <i>Proceedings of the IEEE</i>. IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS). <a href=\"https://doi.org/10.1109/icps51978.2022.9816871\">https://doi.org/10.1109/icps51978.2022.9816871</a>"},"date_created":"2022-10-07T11:05:49Z","type":"conference","department":[{"_id":"563"}],"title":"Towards a Process Model to Enable Domain Experts to Become Citizen Data Scientists for Industrial Applications","status":"public","year":"2022","conference":{"end_date":"2022-05-24","start_date":"2022-05-24","name":"IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS)"},"author":[{"full_name":"Merkelbach, Silke","last_name":"Merkelbach","first_name":"Silke"},{"last_name":"von Enzberg","first_name":"Sebastian","full_name":"von Enzberg, Sebastian"},{"full_name":"Kuhn, Arno","first_name":"Arno","last_name":"Kuhn"},{"id":"16190","full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu"}],"date_updated":"2022-10-07T11:21:47Z","publication_status":"published","language":[{"iso":"eng"}],"_id":"33554","publisher":"IEEE","doi":"10.1109/icps51978.2022.9816871","user_id":"15782"}]