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In: <i>IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD)</i>. ; 2023.","mla":"Humpert, Lynn, et al. “Investigating the Potential of Artificial Intelligence for the Employee from the Perspective of AI-Experts.” <i>IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD)</i>, 2023.","short":"L. Humpert, A. Tihlarik, M. Wäschle, H. Anacker, R. Dumitrescu, A. Albers, S. Röbenack, S. Pfeifer, in: IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD), 2023.","chicago":"Humpert, Lynn, Amelie Tihlarik, Moritz Wäschle, Harald Anacker, Roman Dumitrescu, Albert Albers, Silke Röbenack, and Sabine Pfeifer. “Investigating the Potential of Artificial Intelligence for the Employee from the Perspective of AI-Experts.” In <i>IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD)</i>, 2023.","ieee":"L. Humpert <i>et al.</i>, “Investigating the potential of artificial intelligence for the employee from the perspective of AI-experts,” presented at the IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD)., Rabat, Marokko, 2023.","apa":"Humpert, L., Tihlarik, A., Wäschle, M., Anacker, H., Dumitrescu, R., Albers, A., Röbenack, S., &#38; Pfeifer, S. (2023). Investigating the potential of artificial intelligence for the employee from the perspective of AI-experts. <i>IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD)</i>. IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD)., Rabat, Marokko."},"publication":"IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD)","department":[{"_id":"563"}],"type":"conference","date_created":"2023-10-24T11:36:38Z","date_updated":"2023-10-24T11:36:42Z","conference":{"end_date":"2023-11-24","start_date":"2023-11-22","name":"IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD).","location":"Rabat, Marokko"},"author":[{"first_name":"Lynn","last_name":"Humpert","full_name":"Humpert, Lynn"},{"first_name":"Amelie","last_name":"Tihlarik","full_name":"Tihlarik, Amelie"},{"full_name":"Wäschle, Moritz","first_name":"Moritz","last_name":"Wäschle"},{"first_name":"Harald","last_name":"Anacker","full_name":"Anacker, Harald"},{"id":"16190","full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu"},{"first_name":"Albert","last_name":"Albers","full_name":"Albers, Albert"},{"full_name":"Röbenack, Silke","first_name":"Silke","last_name":"Röbenack"},{"full_name":"Pfeifer, Sabine","last_name":"Pfeifer","first_name":"Sabine"}],"title":"Investigating the potential of artificial intelligence for the employee from the perspective of AI-experts","year":"2023","status":"public","user_id":"15782","_id":"48422","language":[{"iso":"eng"}]},{"type":"conference","department":[{"_id":"563"}],"date_created":"2023-10-24T11:32:27Z","publication":"IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD)","citation":{"ama":"Humpert L, Zagatta K, Anacker H, Dumitrescu R. 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Strategic planning of the collaboration between humans and artificial intelligence in production. In: <i>Procedia CIRP</i>. ; 2023.","ieee":"S. Gabriel, A. Kühn, and R. Dumitrescu, “Strategic planning of the collaboration between humans and artificial intelligence in production,” presented at the 72nd CIRP General Assembly, Dublin, Ireland, 2023.","apa":"Gabriel, S., Kühn, A., &#38; Dumitrescu, R. (2023). Strategic planning of the collaboration between humans and artificial intelligence in production. <i>Procedia CIRP</i>. 72nd CIRP General Assembly, Dublin, Ireland.","short":"S. Gabriel, A. Kühn, R. Dumitrescu, in: Procedia CIRP, 2023.","chicago":"Gabriel, Stefan, Arno Kühn, and Roman Dumitrescu. “Strategic Planning of the Collaboration between Humans and Artificial Intelligence in Production.” In <i>Procedia CIRP</i>, 2023."},"publication":"Procedia CIRP","department":[{"_id":"563"}],"type":"conference","date_created":"2023-10-24T12:00:10Z","date_updated":"2023-10-24T12:00:16Z","conference":{"name":"72nd CIRP General Assembly","start_date":"2023-08-20","location":"Dublin, Ireland","end_date":"2023-08-26"},"author":[{"last_name":"Gabriel","first_name":"Stefan","full_name":"Gabriel, Stefan"},{"full_name":"Kühn, Arno","first_name":"Arno","last_name":"Kühn"},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190"}],"year":"2023","title":"Strategic planning of the collaboration between humans and artificial intelligence in production","status":"public","user_id":"15782","language":[{"iso":"eng"}],"_id":"48427"},{"citation":{"mla":"Mundt, Enrik, et al. <i>Principles for the Effective Application of Systems Engineering: A  Systematic Literature Review and Application Use Case</i>. 2023.","ama":"Mundt E, Wilke D, Anacker H, Dumitrescu R. Principles for the effective application of Systems Engineering: A  systematic literature review and application use case. In: ; 2023.","bibtex":"@inproceedings{Mundt_Wilke_Anacker_Dumitrescu_2023, title={Principles for the effective application of Systems Engineering: A  systematic literature review and application use case}, author={Mundt, Enrik and Wilke, Daria and Anacker, Harald and Dumitrescu, Roman}, year={2023} }","apa":"Mundt, E., Wilke, D., Anacker, H., &#38; Dumitrescu, R. (2023). <i>Principles for the effective application of Systems Engineering: A  systematic literature review and application use case</i>. IEEE SMC, Maui, Hawaii.","ieee":"E. Mundt, D. Wilke, H. Anacker, and R. Dumitrescu, “Principles for the effective application of Systems Engineering: A  systematic literature review and application use case,” presented at the IEEE SMC, Maui, Hawaii, 2023.","short":"E. Mundt, D. Wilke, H. Anacker, R. 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Integration von Design Thinking in Systems Engineering mit Hilfe des Systemdenkens. In: ; 2023.","bibtex":"@inproceedings{Tekaat_Wilke_Anacker_Dumitrescu_2023, title={Integration von Design Thinking in Systems Engineering mit Hilfe des Systemdenkens}, author={Tekaat, Julian and Wilke, Daria and Anacker, Harald and Dumitrescu, Roman}, year={2023} }","mla":"Tekaat, Julian, et al. <i>Integration von Design Thinking in Systems Engineering Mit Hilfe Des Systemdenkens</i>. 2023.","chicago":"Tekaat, Julian, Daria Wilke, Harald Anacker, and Roman Dumitrescu. “Integration von Design Thinking in Systems Engineering Mit Hilfe Des Systemdenkens,” 2023.","short":"J. Tekaat, D. Wilke, H. Anacker, R. Dumitrescu, in: 2023.","apa":"Tekaat, J., Wilke, D., Anacker, H., &#38; Dumitrescu, R. (2023). <i>Integration von Design Thinking in Systems Engineering mit Hilfe des Systemdenkens</i>. TdSE 2023, Würzburg.","ieee":"J. Tekaat, D. Wilke, H. Anacker, and R. 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Wagner, “Re-examining the quality dimensions of synthetic speech,” 2023.","apa":"Seebauer, F., Kuhlmann, M., Haeb-Umbach, R., &#38; Wagner, P. (2023). Re-examining the quality dimensions of synthetic speech. <i>12th Speech Synthesis Workshop (SSW) 2023</i>.","short":"F. Seebauer, M. Kuhlmann, R. Haeb-Umbach, P. Wagner, in: 12th Speech Synthesis Workshop (SSW) 2023, 2023.","chicago":"Seebauer, Fritz, Michael Kuhlmann, Reinhold Haeb-Umbach, and Petra Wagner. “Re-Examining the Quality Dimensions of Synthetic Speech.” In <i>12th Speech Synthesis Workshop (SSW) 2023</i>, 2023.","mla":"Seebauer, Fritz, et al. “Re-Examining the Quality Dimensions of Synthetic Speech.” <i>12th Speech Synthesis Workshop (SSW) 2023</i>, 2023.","bibtex":"@inproceedings{Seebauer_Kuhlmann_Haeb-Umbach_Wagner_2023, title={Re-examining the quality dimensions of synthetic speech}, booktitle={12th Speech Synthesis Workshop (SSW) 2023}, author={Seebauer, Fritz and Kuhlmann, Michael and Haeb-Umbach, Reinhold and Wagner, Petra}, year={2023} }","ama":"Seebauer F, Kuhlmann M, Haeb-Umbach R, Wagner P. Re-examining the quality dimensions of synthetic speech. 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However, this requires a large number of simulations with varying parameters and/or input pulses, which renders numerical studies expensive. This article investigates how we can use data-driven surrogate models based on the Koopman operator to accelerate this process. In order to be successful, we require a model that is accurate over a large number of time steps. To this end, we employ a bilinear Koopman model using extended dynamic mode decomposition and simulate the optical Bloch equations for an ensemble of inhomogeneously broadened two-level systems. Such systems are well suited to describe the excitation of excitonic resonances in semiconductor nanostructures, for example, ensembles of semiconductor quantum dots. We perform a detailed study on the required number of system simulations such that the resulting data-driven Koopman model is sufficiently accurate for a wide range of parameter settings. We analyze the L2 error and the relative error of the photon echo peak and investigate how the control positions relate to the stabilization. After proper training, the dynamics of the quantum ensemble can be predicted accurately and numerically very efficiently by our methods."}],"citation":{"mla":"Peitz, Sebastian, et al. <i>Accelerating the Analysis of Optical Quantum Systems Using the Koopman Operator</i>. 2023.","bibtex":"@article{Peitz_Hunstig_Rose_Meier_2023, title={Accelerating the analysis of optical quantum systems using the Koopman operator}, author={Peitz, Sebastian and Hunstig, Anna and Rose, Hendrik and Meier, Torsten}, year={2023} }","ama":"Peitz S, Hunstig A, Rose H, Meier T. Accelerating the analysis of optical quantum systems using the Koopman operator. Published online 2023.","ieee":"S. Peitz, A. Hunstig, H. Rose, and T. Meier, “Accelerating the analysis of optical quantum systems using the Koopman operator.” 2023.","apa":"Peitz, S., Hunstig, A., Rose, H., &#38; Meier, T. (2023). <i>Accelerating the analysis of optical quantum systems using the Koopman operator</i>.","short":"S. Peitz, A. Hunstig, H. Rose, T. Meier, (2023).","chicago":"Peitz, Sebastian, Anna Hunstig, Hendrik Rose, and Torsten Meier. “Accelerating the Analysis of Optical Quantum Systems Using the Koopman Operator,” 2023."},"type":"preprint","department":[{"_id":"655"},{"_id":"623"}],"oa":"1","date_created":"2023-10-27T09:40:59Z","date_updated":"2023-10-27T10:05:07Z","title":"Accelerating the analysis of optical quantum systems using the Koopman operator","status":"public","year":"2023","author":[{"id":"47427","full_name":"Peitz, Sebastian","first_name":"Sebastian","orcid":"0000-0002-3389-793X","last_name":"Peitz"},{"full_name":"Hunstig, Anna","first_name":"Anna","last_name":"Hunstig"},{"full_name":"Rose, Hendrik","first_name":"Hendrik","orcid":"0000-0002-3079-5428","last_name":"Rose","id":"55958"},{"orcid":"0000-0001-8864-2072","last_name":"Meier","first_name":"Torsten","full_name":"Meier, Torsten","id":"344"}],"user_id":"47427","main_file_link":[{"open_access":"1","url":"https://arxiv.org/pdf/2310.16578.pdf"}],"language":[{"iso":"eng"}],"_id":"48502"},{"publication":"Proceedings of the 2023 IEEE PES/IAS PowerAfrica Conference","citation":{"bibtex":"@inproceedings{Philipo_Kakande_Krauter_2023, title={Combined Economic and Emission Dispatch of a Microgrid Considering Multiple Generators}, booktitle={Proceedings of the 2023 IEEE PES/IAS PowerAfrica Conference}, author={Philipo, Godiana Hagile and Kakande, Josephine Nakato and Krauter, Stefan}, year={2023} }","ama":"Philipo GH, Kakande JN, Krauter S. 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Combined Economic and Emission Dispatch of a Microgrid Considering Multiple Generators. <i>Proceedings of the 2023 IEEE PES/IAS PowerAfrica Conference</i>. 2023 IEEE PES/IAS PowerAfrica Conference, Marrakech, Morocco."},"type":"conference","department":[{"_id":"53"}],"date_created":"2023-10-27T13:33:09Z","date_updated":"2023-10-29T09:28:48Z","status":"public","title":"Combined Economic and Emission Dispatch of a Microgrid Considering Multiple Generators","year":"2023","conference":{"name":"2023 IEEE PES/IAS PowerAfrica Conference","start_date":"2023-11-06","location":"Marrakech, Morocco","end_date":"2023-11-10"},"author":[{"id":"88505","full_name":"Philipo, Godiana Hagile","last_name":"Philipo","first_name":"Godiana Hagile"},{"last_name":"Kakande","first_name":"Josephine Nakato","full_name":"Kakande, Josephine Nakato","id":"88649"},{"id":"28836","last_name":"Krauter","first_name":"Stefan","orcid":"0000-0002-3594-260X","full_name":"Krauter, Stefan"}],"user_id":"16148","language":[{"iso":"eng"}],"_id":"48532"},{"type":"conference","department":[{"_id":"53"}],"date_created":"2023-10-27T13:35:46Z","publication":"Proceedings of the 2023 IEEE PES/IAS PowerAfrica Conference","citation":{"mla":"Kakande, Josephine Nakato, et al. “Demand Side Management Potential of Refrigeration Appliances.” <i>Proceedings of the 2023 IEEE PES/IAS PowerAfrica Conference</i>, 2023.","bibtex":"@inproceedings{Kakande_Philipo_Krauter_2023, title={Demand side management potential of refrigeration appliances}, booktitle={Proceedings of the 2023 IEEE PES/IAS PowerAfrica Conference}, author={Kakande, Josephine Nakato and Philipo, Godiana Hagile and Krauter, Stefan}, year={2023} }","ama":"Kakande JN, Philipo GH, Krauter S. 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Krauter, “Demand-Side-Management for Optimal dispatch of an Isolated Solar Microgrid,” presented at the IEEE AFRICON,  Nairobi, Kenya, 2023.","apa":"Philipo, G. H., Kakande, J. N., &#38; Krauter, S. (2023). Demand-Side-Management for Optimal dispatch of an Isolated Solar Microgrid. <i>Proceedings of the 2023 IEEE AFRICON,  Nairobi, Kenya</i>. IEEE AFRICON,  Nairobi, Kenya.","short":"G.H. Philipo, J.N. Kakande, S. Krauter, in: Proceedings of the 2023 IEEE AFRICON,  Nairobi, Kenya, 2023.","chicago":"Philipo, Godiana Hagile, Josephine Nakato Kakande, and Stefan Krauter. “Demand-Side-Management for Optimal Dispatch of an Isolated Solar Microgrid.” In <i>Proceedings of the 2023 IEEE AFRICON,  Nairobi, Kenya</i>, 2023.","mla":"Philipo, Godiana Hagile, et al. “Demand-Side-Management for Optimal Dispatch of an Isolated Solar Microgrid.” <i>Proceedings of the 2023 IEEE AFRICON,  Nairobi, Kenya</i>, 2023.","bibtex":"@inproceedings{Philipo_Kakande_Krauter_2023, title={Demand-Side-Management for Optimal dispatch of an Isolated Solar Microgrid}, booktitle={Proceedings of the 2023 IEEE AFRICON,  Nairobi, Kenya}, author={Philipo, Godiana Hagile and Kakande, Josephine Nakato and Krauter, Stefan}, year={2023} }","ama":"Philipo GH, Kakande JN, Krauter S. Demand-Side-Management for Optimal dispatch of an Isolated Solar Microgrid. In: <i>Proceedings of the 2023 IEEE AFRICON,  Nairobi, Kenya</i>. ; 2023."},"language":[{"iso":"eng"}],"_id":"48531","user_id":"16148","year":"2023","status":"public","title":"Demand-Side-Management for Optimal dispatch of an Isolated Solar Microgrid","author":[{"id":"88505","last_name":"Philipo","first_name":"Godiana Hagile","full_name":"Philipo, Godiana Hagile"},{"id":"88649","full_name":"Kakande, Josephine Nakato","first_name":"Josephine Nakato","last_name":"Kakande"},{"id":"28836","orcid":"0000-0002-3594-260X","first_name":"Stefan","last_name":"Krauter","full_name":"Krauter, Stefan"}],"conference":{"name":"IEEE AFRICON","start_date":"2023-09-20","location":" Nairobi, Kenya","end_date":"2023-09-22"},"date_updated":"2023-10-29T09:28:15Z"},{"publication":"IEEE/ACM Transactions on Audio, Speech, and Language Processing","abstract":[{"lang":"eng","text":"Continuous Speech Separation (CSS) has been proposed to address speech overlaps during the analysis of realistic meeting-like conversations by eliminating any overlaps before further processing.\r\nCSS separates a recording of arbitrarily many speakers into a small number of overlap-free output channels, where each output channel may contain speech of multiple speakers.\r\nThis is often done by applying a conventional separation model trained with Utterance-level Permutation Invariant Training (uPIT), which exclusively maps a speaker to an output channel, in sliding window approach called stitching.\r\nRecently, we introduced an alternative training scheme called Graph-PIT that teaches the separation network to directly produce output streams in the required format without stitching.\r\nIt can handle an arbitrary number of speakers as long as never more of them overlap at the same time than the separator has output channels.\r\nIn this contribution, we further investigate the Graph-PIT training scheme.\r\nWe show in extended experiments that models trained with Graph-PIT also work in challenging reverberant conditions.\r\nModels trained in this way are able to perform segment-less CSS, i.e., without stitching, and achieve comparable and often better separation quality than the conventional CSS with uPIT and stitching.\r\nWe simplify the training schedule for Graph-PIT with the recently proposed Source Aggregated Signal-to-Distortion Ratio (SA-SDR) loss.\r\nIt eliminates unfavorable properties of the previously used A-SDR loss and thus enables training with Graph-PIT from scratch.\r\nGraph-PIT training relaxes the constraints w.r.t. the allowed numbers of speakers and speaking patterns which allows using a larger variety of training data.\r\nFurthermore, we introduce novel signal-level evaluation metrics for meeting scenarios, namely the source-aggregated scale- and convolution-invariant Signal-to-Distortion Ratio (SA-SI-SDR and SA-CI-SDR), which are generalizations of the commonly used SDR-based metrics for the CSS case."}],"date_created":"2023-01-09T17:24:17Z","file":[{"date_created":"2023-01-09T17:46:05Z","creator":"haebumb","content_type":"application/pdf","file_id":"35607","access_level":"open_access","file_size":7185077,"file_name":"main.pdf","date_updated":"2023-01-11T08:50:19Z","relation":"main_file"}],"department":[{"_id":"54"}],"keyword":["Continuous Speech Separation","Source Separation","Graph-PIT","Dynamic Programming","Permutation Invariant Training"],"type":"journal_article","author":[{"id":"49870","full_name":"von Neumann, Thilo","first_name":"Thilo","orcid":"https://orcid.org/0000-0002-7717-8670","last_name":"von Neumann"},{"full_name":"Kinoshita, Keisuke","first_name":"Keisuke","last_name":"Kinoshita"},{"id":"40767","full_name":"Boeddeker, Christoph","last_name":"Boeddeker","first_name":"Christoph"},{"full_name":"Delcroix, Marc","first_name":"Marc","last_name":"Delcroix"},{"id":"242","last_name":"Haeb-Umbach","first_name":"Reinhold","full_name":"Haeb-Umbach, Reinhold"}],"publication_identifier":{"issn":["2329-9290","2329-9304"]},"title":"Segment-Less Continuous Speech Separation of Meetings: Training and Evaluation Criteria","year":"2023","article_type":"original","intvolume":"        31","publication_status":"published","date_updated":"2023-11-15T12:16:11Z","language":[{"iso":"eng"}],"doi":"10.1109/taslp.2022.3228629","citation":{"apa":"von Neumann, T., Kinoshita, K., Boeddeker, C., Delcroix, M., &#38; Haeb-Umbach, R. (2023). Segment-Less Continuous Speech Separation of Meetings: Training and Evaluation Criteria. <i>IEEE/ACM Transactions on Audio, Speech, and Language Processing</i>, <i>31</i>, 576–589. <a href=\"https://doi.org/10.1109/taslp.2022.3228629\">https://doi.org/10.1109/taslp.2022.3228629</a>","ieee":"T. von Neumann, K. Kinoshita, C. Boeddeker, M. Delcroix, and R. Haeb-Umbach, “Segment-Less Continuous Speech Separation of Meetings: Training and Evaluation Criteria,” <i>IEEE/ACM Transactions on Audio, Speech, and Language Processing</i>, vol. 31, pp. 576–589, 2023, doi: <a href=\"https://doi.org/10.1109/taslp.2022.3228629\">10.1109/taslp.2022.3228629</a>.","short":"T. von Neumann, K. Kinoshita, C. Boeddeker, M. Delcroix, R. Haeb-Umbach, IEEE/ACM Transactions on Audio, Speech, and Language Processing 31 (2023) 576–589.","chicago":"Neumann, Thilo von, Keisuke Kinoshita, Christoph Boeddeker, Marc Delcroix, and Reinhold Haeb-Umbach. “Segment-Less Continuous Speech Separation of Meetings: Training and Evaluation Criteria.” <i>IEEE/ACM Transactions on Audio, Speech, and Language Processing</i> 31 (2023): 576–89. <a href=\"https://doi.org/10.1109/taslp.2022.3228629\">https://doi.org/10.1109/taslp.2022.3228629</a>.","mla":"von Neumann, Thilo, et al. “Segment-Less Continuous Speech Separation of Meetings: Training and Evaluation Criteria.” <i>IEEE/ACM Transactions on Audio, Speech, and Language Processing</i>, vol. 31, Institute of Electrical and Electronics Engineers (IEEE), 2023, pp. 576–89, doi:<a href=\"https://doi.org/10.1109/taslp.2022.3228629\">10.1109/taslp.2022.3228629</a>.","ama":"von Neumann T, Kinoshita K, Boeddeker C, Delcroix M, Haeb-Umbach R. Segment-Less Continuous Speech Separation of Meetings: Training and Evaluation Criteria. <i>IEEE/ACM Transactions on Audio, Speech, and Language Processing</i>. 2023;31:576-589. doi:<a href=\"https://doi.org/10.1109/taslp.2022.3228629\">10.1109/taslp.2022.3228629</a>","bibtex":"@article{von Neumann_Kinoshita_Boeddeker_Delcroix_Haeb-Umbach_2023, title={Segment-Less Continuous Speech Separation of Meetings: Training and Evaluation Criteria}, volume={31}, DOI={<a href=\"https://doi.org/10.1109/taslp.2022.3228629\">10.1109/taslp.2022.3228629</a>}, journal={IEEE/ACM Transactions on Audio, Speech, and Language Processing}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={von Neumann, Thilo and Kinoshita, Keisuke and Boeddeker, Christoph and Delcroix, Marc and Haeb-Umbach, Reinhold}, year={2023}, pages={576–589} }"},"file_date_updated":"2023-01-11T08:50:19Z","project":[{"_id":"52","name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing"}],"quality_controlled":"1","oa":"1","status":"public","has_accepted_license":"1","_id":"35602","publisher":"Institute of Electrical and Electronics Engineers (IEEE)","page":"576-589","volume":31,"user_id":"49870","ddc":["000"]},{"citation":{"short":"A.-C. Ngonga Ngomo, C. Demir, N.J. Kouagou, S. Heindorf, N. Karalis, A. Bigerl, in: Compendium of Neurosymbolic Artificial Intelligence, IOS Press, 2023, pp. 272–286.","chicago":"Ngonga Ngomo, Axel-Cyrille, Caglar Demir, N’Dah Jean Kouagou, Stefan Heindorf, Nikoloas Karalis, and Alexander Bigerl. “Class Expression Learning with Multiple Representations.” In <i>Compendium of Neurosymbolic Artificial Intelligence</i>, 272–286. IOS Press, 2023.","apa":"Ngonga Ngomo, A.-C., Demir, C., Kouagou, N. J., Heindorf, S., Karalis, N., &#38; Bigerl, A. (2023). Class Expression Learning with Multiple Representations. In <i>Compendium of Neurosymbolic Artificial Intelligence</i> (pp. 272–286). IOS Press.","ieee":"A.-C. Ngonga Ngomo, C. Demir, N. J. Kouagou, S. Heindorf, N. Karalis, and A. Bigerl, “Class Expression Learning with Multiple Representations,” in <i>Compendium of Neurosymbolic Artificial Intelligence</i>, IOS Press, 2023, pp. 272–286.","ama":"Ngonga Ngomo A-C, Demir C, Kouagou NJ, Heindorf S, Karalis N, Bigerl A. Class Expression Learning with Multiple Representations. In: <i>Compendium of Neurosymbolic Artificial Intelligence</i>. IOS Press; 2023:272–286.","bibtex":"@inbook{Ngonga Ngomo_Demir_Kouagou_Heindorf_Karalis_Bigerl_2023, title={Class Expression Learning with Multiple Representations}, booktitle={Compendium of Neurosymbolic Artificial Intelligence}, publisher={IOS Press}, author={Ngonga Ngomo, Axel-Cyrille and Demir, Caglar and Kouagou, N’Dah Jean and Heindorf, Stefan and Karalis, Nikoloas and Bigerl, Alexander}, year={2023}, pages={272–286} }","mla":"Ngonga Ngomo, Axel-Cyrille, et al. “Class Expression Learning with Multiple Representations.” <i>Compendium of Neurosymbolic Artificial Intelligence</i>, IOS Press, 2023, pp. 272–286."},"publication":"Compendium of Neurosymbolic Artificial Intelligence","department":[{"_id":"760"},{"_id":"574"}],"type":"book_chapter","date_created":"2023-08-08T11:49:51Z","date_updated":"2023-11-21T08:06:20Z","author":[{"first_name":"Axel-Cyrille","last_name":"Ngonga Ngomo","full_name":"Ngonga Ngomo, Axel-Cyrille","id":"65716"},{"first_name":"Caglar","last_name":"Demir","full_name":"Demir, Caglar","id":"43817"},{"last_name":"Kouagou","first_name":"N'Dah Jean","full_name":"Kouagou, N'Dah Jean","id":"87189"},{"full_name":"Heindorf, Stefan","first_name":"Stefan","last_name":"Heindorf","orcid":"0000-0002-4525-6865","id":"11871"},{"full_name":"Karalis, Nikoloas","last_name":"Karalis","first_name":"Nikoloas"},{"first_name":"Alexander","last_name":"Bigerl","full_name":"Bigerl, Alexander","id":"72857"}],"year":"2023","title":"Class Expression Learning with Multiple Representations","status":"public","user_id":"14931","publisher":"IOS Press","_id":"46460","language":[{"iso":"eng"}],"page":"272–286"},{"language":[{"iso":"eng"}],"date_updated":"2023-11-22T07:58:49Z","year":"2023","title":"Spatial Diarization for Meeting Transcription with Ad-Hoc Acoustic Sensor Networks","author":[{"id":"44006","full_name":"Gburrek, Tobias","last_name":"Gburrek","first_name":"Tobias"},{"first_name":"Joerg","last_name":"Schmalenstroeer","full_name":"Schmalenstroeer, Joerg","id":"460"},{"id":"242","first_name":"Reinhold","last_name":"Haeb-Umbach","full_name":"Haeb-Umbach, Reinhold"}],"type":"conference","keyword":["Diarization","time difference of arrival","ad-hoc acoustic sensor network","meeting transcription"],"department":[{"_id":"54"}],"file":[{"relation":"main_file","date_updated":"2023-11-22T07:58:49Z","file_name":"asilomar.pdf","access_level":"open_access","file_size":212317,"file_id":"49110","content_type":"application/pdf","creator":"schmalen","date_created":"2023-11-22T07:51:18Z"}],"date_created":"2023-11-22T07:52:29Z","abstract":[{"lang":"eng","text":"We propose a diarization system, that estimates “who spoke when” based on spatial information, to be used as a front-end of a meeting transcription system running on the signals gathered from an acoustic sensor network (ASN). Although the\r\nspatial distribution of the microphones is advantageous, exploiting the spatial diversity for diarization and signal enhancement is challenging, because the microphones’ positions are typically unknown, and the recorded signals are initially unsynchronized in general. Here, we approach these issues by first blindly synchronizing the signals and then estimating time differences of arrival (TDOAs). The TDOA information is exploited to estimate the speakers’ activity, even in the presence of multiple speakers being simultaneously active. This speaker activity information serves as a guide for a spatial mixture model, on which basis the individual speaker’s signals are extracted via beamforming. Finally, the extracted signals are forwarded to a speech recognizer. Additionally, a novel initialization scheme for spatial mixture models based on the TDOA estimates is proposed. Experiments conducted on real recordings from the LibriWASN data set have shown that our proposed system is advantageous compared to a system using a spatial mixture model, which does not make use\r\nof external diarization information."}],"publication":"Proc. Asilomar Conference on Signals, Systems, and Computers","ddc":["004"],"user_id":"460","_id":"49109","has_accepted_license":"1","status":"public","conference":{"end_date":"2023-11-01","name":"57th Asilomar Conference on Signals, Systems, and Computers","start_date":"2023-10-31"},"oa":"1","quality_controlled":"1","file_date_updated":"2023-11-22T07:58:49Z","citation":{"bibtex":"@inproceedings{Gburrek_Schmalenstroeer_Haeb-Umbach_2023, title={Spatial Diarization for Meeting Transcription with Ad-Hoc Acoustic Sensor Networks}, booktitle={Proc. Asilomar Conference on Signals, Systems, and Computers}, author={Gburrek, Tobias and Schmalenstroeer, Joerg and Haeb-Umbach, Reinhold}, year={2023} }","ama":"Gburrek T, Schmalenstroeer J, Haeb-Umbach R. Spatial Diarization for Meeting Transcription with Ad-Hoc Acoustic Sensor Networks. In: <i>Proc. Asilomar Conference on Signals, Systems, and Computers</i>. ; 2023.","mla":"Gburrek, Tobias, et al. “Spatial Diarization for Meeting Transcription with Ad-Hoc Acoustic Sensor Networks.” <i>Proc. Asilomar Conference on Signals, Systems, and Computers</i>, 2023.","chicago":"Gburrek, Tobias, Joerg Schmalenstroeer, and Reinhold Haeb-Umbach. “Spatial Diarization for Meeting Transcription with Ad-Hoc Acoustic Sensor Networks.” In <i>Proc. Asilomar Conference on Signals, Systems, and Computers</i>, 2023.","short":"T. Gburrek, J. Schmalenstroeer, R. Haeb-Umbach, in: Proc. Asilomar Conference on Signals, Systems, and Computers, 2023.","ieee":"T. Gburrek, J. Schmalenstroeer, and R. Haeb-Umbach, “Spatial Diarization for Meeting Transcription with Ad-Hoc Acoustic Sensor Networks,” presented at the 57th Asilomar Conference on Signals, Systems, and Computers, 2023.","apa":"Gburrek, T., Schmalenstroeer, J., &#38; Haeb-Umbach, R. (2023). Spatial Diarization for Meeting Transcription with Ad-Hoc Acoustic Sensor Networks. <i>Proc. Asilomar Conference on Signals, Systems, and Computers</i>. 57th Asilomar Conference on Signals, Systems, and Computers."}},{"volume":119,"user_id":"50562","_id":"47854","publisher":"Elsevier BV","page":"841-846","status":"public","citation":{"chicago":"Scholtysik, Michel, Christian Koldewey, Malte Rohde, and Roman Dumitrescu. “Integrative Conceptualization of Products and Business Models for the Circular Economy: A Systematic Literature Review.” <i>Procedia CIRP</i> 119 (2023): 841–46. <a href=\"https://doi.org/10.1016/j.procir.2023.03.129\">https://doi.org/10.1016/j.procir.2023.03.129</a>.","ama":"Scholtysik M, Koldewey C, Rohde M, Dumitrescu R. Integrative conceptualization of products and business models for the circular economy: A systematic literature review. <i>Procedia CIRP</i>. 2023;119:841-846. doi:<a href=\"https://doi.org/10.1016/j.procir.2023.03.129\">10.1016/j.procir.2023.03.129</a>","short":"M. Scholtysik, C. Koldewey, M. Rohde, R. Dumitrescu, Procedia CIRP 119 (2023) 841–846.","bibtex":"@article{Scholtysik_Koldewey_Rohde_Dumitrescu_2023, title={Integrative conceptualization of products and business models for the circular economy: A systematic literature review}, volume={119}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2023.03.129\">10.1016/j.procir.2023.03.129</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Scholtysik, Michel and Koldewey, Christian and Rohde, Malte and Dumitrescu, Roman}, year={2023}, pages={841–846} }","mla":"Scholtysik, Michel, et al. “Integrative Conceptualization of Products and Business Models for the Circular Economy: A Systematic Literature Review.” <i>Procedia CIRP</i>, vol. 119, Elsevier BV, 2023, pp. 841–46, doi:<a href=\"https://doi.org/10.1016/j.procir.2023.03.129\">10.1016/j.procir.2023.03.129</a>.","apa":"Scholtysik, M., Koldewey, C., Rohde, M., &#38; Dumitrescu, R. (2023). Integrative conceptualization of products and business models for the circular economy: A systematic literature review. <i>Procedia CIRP</i>, <i>119</i>, 841–846. <a href=\"https://doi.org/10.1016/j.procir.2023.03.129\">https://doi.org/10.1016/j.procir.2023.03.129</a>","ieee":"M. Scholtysik, C. Koldewey, M. Rohde, and R. Dumitrescu, “Integrative conceptualization of products and business models for the circular economy: A systematic literature review,” <i>Procedia CIRP</i>, vol. 119, pp. 841–846, 2023, doi: <a href=\"https://doi.org/10.1016/j.procir.2023.03.129\">10.1016/j.procir.2023.03.129</a>."},"doi":"10.1016/j.procir.2023.03.129","language":[{"iso":"eng"}],"intvolume":"       119","publication_status":"published","date_updated":"2023-11-30T10:50:49Z","publication_identifier":{"issn":["2212-8271"]},"author":[{"id":"50562","last_name":"Scholtysik","first_name":"Michel","full_name":"Scholtysik, Michel"},{"last_name":"Koldewey","orcid":"https://orcid.org/0000-0001-7992-6399","first_name":"Christian","full_name":"Koldewey, Christian","id":"43136"},{"full_name":"Rohde, Malte","last_name":"Rohde","first_name":"Malte"},{"id":"16190","last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman"}],"year":"2023","title":"Integrative conceptualization of products and business models for the circular economy: A systematic literature review","department":[{"_id":"563"}],"type":"journal_article","keyword":["General Medicine"],"date_created":"2023-10-09T06:27:05Z","publication":"Procedia CIRP"},{"date_updated":"2023-11-30T10:51:49Z","author":[{"id":"50562","full_name":"Scholtysik, Michel","last_name":"Scholtysik","first_name":"Michel"},{"first_name":"Christian","last_name":"Koldewey","full_name":"Koldewey, Christian"},{"full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu"},{"last_name":"Rasor","first_name":"Anja","full_name":"Rasor, Anja"},{"last_name":"Ködding","first_name":"Patrick","full_name":"Ködding, Patrick"},{"first_name":"Arthur","last_name":"Wegel","full_name":"Wegel, Arthur"},{"full_name":"Fischer, Lena","first_name":"Lena","last_name":"Fischer"}],"year":"2023","status":"public","title":"Die Transformation zum Smart Service-Anbieter","alternative_title":["Leitfaden zur Strategieentwicklung, Auswirkungsanalyse und Umsetzungsplanung"],"user_id":"50562","_id":"47855","language":[{"iso":"eng"}],"citation":{"mla":"Scholtysik, Michel, et al. <i>Die Transformation Zum Smart Service-Anbieter</i>. 2023.","ama":"Scholtysik M, Koldewey C, Dumitrescu R, et al. <i>Die Transformation Zum Smart Service-Anbieter</i>.; 2023.","bibtex":"@book{Scholtysik_Koldewey_Dumitrescu_Rasor_Ködding_Wegel_Fischer_2023, title={Die Transformation zum Smart Service-Anbieter}, author={Scholtysik, Michel and Koldewey, Christian and Dumitrescu, Roman and Rasor, Anja and Ködding, Patrick and Wegel, Arthur and Fischer, Lena}, year={2023} }","apa":"Scholtysik, M., Koldewey, C., Dumitrescu, R., Rasor, A., Ködding, P., Wegel, A., &#38; Fischer, L. (2023). <i>Die Transformation zum Smart Service-Anbieter</i>.","ieee":"M. Scholtysik <i>et al.</i>, <i>Die Transformation zum Smart Service-Anbieter</i>. 2023.","short":"M. Scholtysik, C. Koldewey, R. Dumitrescu, A. Rasor, P. Ködding, A. Wegel, L. Fischer, Die Transformation Zum Smart Service-Anbieter, 2023.","chicago":"Scholtysik, Michel, Christian Koldewey, Roman Dumitrescu, Anja Rasor, Patrick Ködding, Arthur Wegel, and Lena Fischer. <i>Die Transformation Zum Smart Service-Anbieter</i>, 2023."},"department":[{"_id":"563"}],"type":"report","date_created":"2023-10-09T06:29:11Z"},{"language":[{"iso":"eng"}],"_id":"49349","user_id":"50562","author":[{"last_name":"Scholtysik","first_name":"Michel","full_name":"Scholtysik, Michel","id":"50562"},{"full_name":"Koldewey, Christian","last_name":"Koldewey","orcid":"https://orcid.org/0000-0001-7992-6399","first_name":"Christian","id":"43136"},{"full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu","id":"16190"},{"full_name":"Pierenkemper, Christoph","first_name":"Christoph","last_name":"Pierenkemper"},{"full_name":"Hensen, Christian","last_name":"Hensen","first_name":"Christian"}],"status":"public","year":"2023","title":"Einstieg in die Kreislaufwirtschaft: Integrative Planung von Produkten und Geschäftsmodellen","date_updated":"2023-11-30T10:51:31Z","date_created":"2023-11-29T16:33:57Z","department":[{"_id":"563"}],"type":"conference","citation":{"ama":"Scholtysik M, Koldewey C, Dumitrescu R, Pierenkemper C, Hensen C. Einstieg in die Kreislaufwirtschaft: Integrative Planung von Produkten und Geschäftsmodellen. In: ; 2023.","bibtex":"@inproceedings{Scholtysik_Koldewey_Dumitrescu_Pierenkemper_Hensen_2023, title={Einstieg in die Kreislaufwirtschaft: Integrative Planung von Produkten und Geschäftsmodellen}, author={Scholtysik, Michel and Koldewey, Christian and Dumitrescu, Roman and Pierenkemper, Christoph and Hensen, Christian}, year={2023} }","mla":"Scholtysik, Michel, et al. <i>Einstieg in Die Kreislaufwirtschaft: Integrative Planung von Produkten Und Geschäftsmodellen</i>. 2023.","chicago":"Scholtysik, Michel, Christian Koldewey, Roman Dumitrescu, Christoph Pierenkemper, and Christian Hensen. “Einstieg in Die Kreislaufwirtschaft: Integrative Planung von Produkten Und Geschäftsmodellen,” 2023.","short":"M. Scholtysik, C. Koldewey, R. Dumitrescu, C. Pierenkemper, C. Hensen, in: 2023.","apa":"Scholtysik, M., Koldewey, C., Dumitrescu, R., Pierenkemper, C., &#38; Hensen, C. (2023). <i>Einstieg in die Kreislaufwirtschaft: Integrative Planung von Produkten und Geschäftsmodellen</i>.","ieee":"M. Scholtysik, C. Koldewey, R. Dumitrescu, C. Pierenkemper, and C. Hensen, “Einstieg in die Kreislaufwirtschaft: Integrative Planung von Produkten und Geschäftsmodellen,” 2023."}},{"citation":{"ama":"Ködding P, Tissen D, Koldewey C. A Data Map for Product Creation: Tasks, Data Flows, and IT-Systems from the Initial Idea to the Start of Production. In: <i>Proceedings of the 56th CIRP Conference on Manufacturing Systems, CIRP CMS ‘23</i>. 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