Angesichts der wachsenden Komplexität technischer Systeme stehen Entwicklungsabteilungen besonders in den frühen Entwicklungsphasen vor Herausforderungen, die im Umgang mit großen, unstrukturierten Lösungsräumen liegen. Dies erfordert Technologien zur systematischen Lösungsraumexploration, um eine Vielzahl an Entwürfen automatisiert in Bezug auf Nutzungsszenarien zu generieren und die Entscheidungsfindung hinsichtlich optimaler Lösungen algorithmisch zu gestalten. Diese Arbeit stellt eine generativ parametrische Entwicklungsumgebung zur Automatisierung der Lösungsraumexploration mittels numerischer Inferenzbildung für technische Systeme vor. Die Entwicklungsumgebung umfasst drei wesentliche Komponenten: Ein generativ parametrisches Geometriemodell, ein Analysewerkzeug für funktionale Simulationen und ein Synthesewerkzeug zur Inferenzbildung. Um den Einsatz von funktionalen und geometrischen Modellen für eine numerische Optimierung zu ermöglichen, wird eine Modellierungsstrategie eingeführt, die eine Beschreibung von technischen Systemen mit normierten Parametern zulässt. Das Vorgehen für den Aufbau derartiger Entwicklungsumgebungen wird in einem methodischen Rahmenwerk festgehalten und am Beispiel einer Teemaschine demonstriert.
' author: - first_name: Osman full_name: Altun, Osman last_name: Altun citation: ama: Altun O. Generativ parametrische Entwicklung von technischen Systemen. TEWISS – Technik und Wissen GmbH; 2024. doi:10.51202/9783959009621 apa: Altun, O. (2024). Generativ parametrische Entwicklung von technischen Systemen. TEWISS – Technik und Wissen GmbH. https://doi.org/10.51202/9783959009621 bibtex: '@book{Altun_2024, title={Generativ parametrische Entwicklung von technischen Systemen}, DOI={10.51202/9783959009621}, publisher={TEWISS – Technik und Wissen GmbH}, author={Altun, Osman}, year={2024} }' chicago: Altun, Osman. Generativ parametrische Entwicklung von technischen Systemen. TEWISS – Technik und Wissen GmbH, 2024. https://doi.org/10.51202/9783959009621. ieee: O. Altun, Generativ parametrische Entwicklung von technischen Systemen. TEWISS – Technik und Wissen GmbH, 2024. mla: Altun, Osman. Generativ parametrische Entwicklung von technischen Systemen. TEWISS – Technik und Wissen GmbH, 2024, doi:10.51202/9783959009621. short: O. Altun, Generativ parametrische Entwicklung von technischen Systemen, TEWISS – Technik und Wissen GmbH, 2024. date_created: 2026-09-22T11:27:41Z date_updated: 2026-09-22T11:29:04Z doi: 10.51202/9783959009621 extern: '1' language: - iso: ger publication_identifier: isbn: - '9783959009621' publication_status: published publisher: TEWISS – Technik und Wissen GmbH status: public title: Generativ parametrische Entwicklung von technischen Systemen type: dissertation user_id: '109175' year: '2024' ... --- _id: '57143' author: - first_name: Christoph full_name: Bürgel, Christoph id: '58448' last_name: Bürgel - first_name: Dirk full_name: Siepmann, Dirk last_name: Siepmann citation: ama: 'Bürgel C, Siepmann D. Une nouvelle grammaire universitaire du français à l’intention des étudiants allophones : la Grammatik des gesprochenen und geschriebenen Französisch . Actes du Congrès Mondial de Linguistique française 2024 - 9ème Congrès Mondial de Linguistique Française. Published online 2024.' apa: 'Bürgel, C., & Siepmann, D. (2024). Une nouvelle grammaire universitaire du français à l’intention des étudiants allophones : la Grammatik des gesprochenen und geschriebenen Französisch . Actes du Congrès Mondial de Linguistique française 2024 - 9ème Congrès Mondial de Linguistique Française.' bibtex: '@article{Bürgel_Siepmann_2024, title={Une nouvelle grammaire universitaire du français à l’intention des étudiants allophones : la Grammatik des gesprochenen und geschriebenen Französisch }, journal={Actes du Congrès Mondial de Linguistique française 2024 - 9ème Congrès Mondial de Linguistique Française}, author={Bürgel, Christoph and Siepmann, Dirk}, year={2024} }' chicago: 'Bürgel, Christoph, and Dirk Siepmann. “Une nouvelle grammaire universitaire du français à l’intention des étudiants allophones : la Grammatik des gesprochenen und geschriebenen Französisch .” Actes du Congrès Mondial de Linguistique française 2024 - 9ème Congrès Mondial de Linguistique Française, 2024.' ieee: 'C. Bürgel and D. Siepmann, “Une nouvelle grammaire universitaire du français à l’intention des étudiants allophones : la Grammatik des gesprochenen und geschriebenen Französisch ,” Actes du Congrès Mondial de Linguistique française 2024 - 9ème Congrès Mondial de Linguistique Française, 2024.' mla: 'Bürgel, Christoph, and Dirk Siepmann. “Une nouvelle grammaire universitaire du français à l’intention des étudiants allophones : la Grammatik des gesprochenen und geschriebenen Französisch .” Actes du Congrès Mondial de Linguistique française 2024 - 9ème Congrès Mondial de Linguistique Française, 2024.' short: C. Bürgel, D. Siepmann, Actes du Congrès Mondial de Linguistique française 2024 - 9ème Congrès Mondial de Linguistique Française (2024). date_created: 2024-11-18T00:08:08Z date_updated: 2026-09-22T13:44:32Z department: - _id: '491' language: - iso: fre publication: Actes du Congrès Mondial de Linguistique française 2024 - 9ème Congrès Mondial de Linguistique Française publication_status: published status: public title: 'Une nouvelle grammaire universitaire du français à l’intention des étudiants allophones : la Grammatik des gesprochenen und geschriebenen Französisch ' type: journal_article user_id: '43976' year: '2024' ... --- _id: '58215' citation: ama: "Bürgel C, Heiderich J, Koch C, Schlaak C, Visser J, eds. \tZeitschrift Für Romanische Sprachen Und Ihre Didaktik. Vol Heft 18,1.; 2024." apa: "Bürgel, C., Heiderich, J., Koch, C., Schlaak, C., & Visser, J. (Eds.). (2024). \tZeitschrift für Romanische Sprachen und ihre Didaktik: Vol. Heft 18,1." bibtex: "@book{Bürgel_Heiderich_Koch_Schlaak_Visser_2024, series={Zeitschrift für Romanische Sprachen und ihre Didaktik}, title={\tZeitschrift für Romanische Sprachen und ihre Didaktik}, volume={Heft 18,1}, year={2024}, collection={Zeitschrift für Romanische Sprachen und ihre Didaktik} }" chicago: "Bürgel, Christoph, Jens Heiderich, Corinna Koch, Claudia Schlaak, and Judith Visser, eds. \tZeitschrift Für Romanische Sprachen Und Ihre Didaktik. Vol. Heft 18,1. Zeitschrift Für Romanische Sprachen Und Ihre Didaktik, 2024." ieee: "C. Bürgel, J. Heiderich, C. Koch, C. Schlaak, and J. Visser, Eds., \tZeitschrift für Romanische Sprachen und ihre Didaktik, vol. Heft 18,1. 2024." mla: "Bürgel, Christoph, et al., editors. \tZeitschrift Für Romanische Sprachen Und Ihre Didaktik. 2024." short: "C. Bürgel, J. Heiderich, C. Koch, C. Schlaak, J. Visser, eds., \tZeitschrift Für Romanische Sprachen Und Ihre Didaktik, 2024." date_created: 2025-01-16T14:17:38Z date_updated: 2026-09-22T13:42:59Z editor: - first_name: Christoph full_name: Bürgel, Christoph id: '58448' last_name: Bürgel - first_name: 'Jens ' full_name: 'Heiderich, Jens ' last_name: Heiderich - first_name: Corinna full_name: Koch, Corinna last_name: Koch - first_name: Claudia full_name: Schlaak, Claudia last_name: Schlaak - first_name: Judith full_name: Visser, Judith last_name: Visser language: - iso: eng main_file_link: - url: Paderborn series_title: Zeitschrift für Romanische Sprachen und ihre Didaktik status: public title: "\tZeitschrift für Romanische Sprachen und ihre Didaktik" type: book_editor user_id: '43976' volume: Heft 18,1 year: '2024' ... --- _id: '65622' citation: ama: Bürgel C, Heiderich J, Koch C, Schlaak C, Visser J, eds. Zeitschrift Für Romanische Sprachen Und Ihre Didaktik. Vol 18,2.; 2024. apa: 'Bürgel, C., Heiderich, J., Koch, C., Schlaak, C., & Visser, J. (Eds.). (2024). Zeitschrift für Romanische Sprachen und ihre Didaktik: Vol. 18,2.' bibtex: '@book{Bürgel_Heiderich_Koch_Schlaak_Visser_2024, title={Zeitschrift für Romanische Sprachen und ihre Didaktik}, volume={18,2}, year={2024} }' chicago: Bürgel, Christoph, Jens Heiderich, Corinna Koch, Claudia Schlaak, and Judith Visser, eds. Zeitschrift Für Romanische Sprachen Und Ihre Didaktik. Vol. 18,2, 2024. ieee: C. Bürgel, J. Heiderich, C. Koch, C. Schlaak, and J. Visser, Eds., Zeitschrift für Romanische Sprachen und ihre Didaktik, vol. 18,2. 2024. mla: Bürgel, Christoph, et al., editors. Zeitschrift Für Romanische Sprachen Und Ihre Didaktik. 2024. short: C. Bürgel, J. Heiderich, C. Koch, C. Schlaak, J. Visser, eds., Zeitschrift Für Romanische Sprachen Und Ihre Didaktik, 2024. date_created: 2026-05-13T13:42:23Z date_updated: 2026-09-22T13:43:12Z editor: - first_name: Christoph full_name: Bürgel, Christoph id: '58448' last_name: Bürgel - first_name: Jens full_name: Heiderich, Jens last_name: Heiderich - first_name: Corinna full_name: Koch, Corinna last_name: Koch - first_name: Claudia full_name: Schlaak, Claudia last_name: Schlaak - first_name: Judith full_name: Visser, Judith last_name: Visser language: - iso: eng status: public title: Zeitschrift für Romanische Sprachen und ihre Didaktik type: book_editor user_id: '43976' volume: 18,2 year: '2024' ... --- _id: '58137' author: - first_name: Ingrid full_name: Scharlau, Ingrid id: '451' last_name: Scharlau orcid: 0000-0003-2364-9489 citation: ama: 'Scharlau I. Eine wissenschaftsdidaktische Analyse psychologischer Forschungsartikel und Lehrbücher. In: Scharlau I, Jenert T, eds. Wissenschaftsdidaktik als kritische Kommunikationsanalyse: Ein Sammelband zur Weiterführung eines Gedankens von Ludwig Huber. Verlag Barbara Budrich; 2024. doi:10.2307/jj.18255581.8' apa: 'Scharlau, I. (2024). Eine wissenschaftsdidaktische Analyse psychologischer Forschungsartikel und Lehrbücher. In I. Scharlau & T. Jenert (Eds.), Wissenschaftsdidaktik als kritische Kommunikationsanalyse: Ein Sammelband zur Weiterführung eines Gedankens von Ludwig Huber. Verlag Barbara Budrich. https://doi.org/10.2307/jj.18255581.8' bibtex: '@inbook{Scharlau_2024, place={Opladen, Berlin, Toronto}, title={Eine wissenschaftsdidaktische Analyse psychologischer Forschungsartikel und Lehrbücher}, DOI={10.2307/jj.18255581.8}, booktitle={Wissenschaftsdidaktik als kritische Kommunikationsanalyse: Ein Sammelband zur Weiterführung eines Gedankens von Ludwig Huber}, publisher={Verlag Barbara Budrich}, author={Scharlau, Ingrid}, editor={Scharlau, Ingrid and Jenert, Tobias}, year={2024} }' chicago: 'Scharlau, Ingrid. “Eine wissenschaftsdidaktische Analyse psychologischer Forschungsartikel und Lehrbücher.” In Wissenschaftsdidaktik als kritische Kommunikationsanalyse: Ein Sammelband zur Weiterführung eines Gedankens von Ludwig Huber, edited by Ingrid Scharlau and Tobias Jenert. Opladen, Berlin, Toronto: Verlag Barbara Budrich, 2024. https://doi.org/10.2307/jj.18255581.8.' ieee: 'I. Scharlau, “Eine wissenschaftsdidaktische Analyse psychologischer Forschungsartikel und Lehrbücher,” in Wissenschaftsdidaktik als kritische Kommunikationsanalyse: Ein Sammelband zur Weiterführung eines Gedankens von Ludwig Huber, I. Scharlau and T. Jenert, Eds. Opladen, Berlin, Toronto: Verlag Barbara Budrich, 2024.' mla: 'Scharlau, Ingrid. “Eine wissenschaftsdidaktische Analyse psychologischer Forschungsartikel und Lehrbücher.” Wissenschaftsdidaktik als kritische Kommunikationsanalyse: Ein Sammelband zur Weiterführung eines Gedankens von Ludwig Huber, edited by Ingrid Scharlau and Tobias Jenert, Verlag Barbara Budrich, 2024, doi:10.2307/jj.18255581.8.' short: 'I. Scharlau, in: I. Scharlau, T. Jenert (Eds.), Wissenschaftsdidaktik als kritische Kommunikationsanalyse: Ein Sammelband zur Weiterführung eines Gedankens von Ludwig Huber, Verlag Barbara Budrich, Opladen, Berlin, Toronto, 2024.' date_created: 2025-01-09T17:41:12Z date_updated: 2026-09-28T19:50:45Z doi: 10.2307/jj.18255581.8 editor: - first_name: Ingrid full_name: Scharlau, Ingrid last_name: Scharlau - first_name: Tobias full_name: Jenert, Tobias last_name: Jenert keyword: - Unterrichtsfach Psychologie - Psychologiedidaktik language: - iso: ger main_file_link: - open_access: '1' url: https://www.jstor.org/stable/jj.18255581.8 oa: '1' place: Opladen, Berlin, Toronto publication: 'Wissenschaftsdidaktik als kritische Kommunikationsanalyse: Ein Sammelband zur Weiterführung eines Gedankens von Ludwig Huber' publication_identifier: isbn: - '9783847432296' - '9783847430704' publication_status: published publisher: Verlag Barbara Budrich status: public title: Eine wissenschaftsdidaktische Analyse psychologischer Forschungsartikel und Lehrbücher type: book_chapter user_id: '451' year: '2024' ... --- _id: '67245' abstract: - lang: eng text: This data set consist of experimental data collected during 17 run-to-failure experiments on ball bearings subjected to time-varying load and speed conditions. No defect was initiated in the bearings before the experiments. A detailed description file is enclosed. author: - first_name: Osarenren full_name: Aimiyekagbon, Osarenren id: '9557' last_name: Aimiyekagbon citation: ama: Aimiyekagbon O. Run-to-Failure Data Set of Ball Bearings Subjected to Time-Varying Load and Speed Conditions. Zenodo; 2024. doi:10.5281/ZENODO.10805042 apa: Aimiyekagbon, O. (2024). Run-to-failure data set of ball bearings subjected to time-varying load and speed conditions. Zenodo. https://doi.org/10.5281/ZENODO.10805042 bibtex: '@book{Aimiyekagbon_2024, title={Run-to-failure data set of ball bearings subjected to time-varying load and speed conditions}, DOI={10.5281/ZENODO.10805042}, publisher={Zenodo}, author={Aimiyekagbon, Osarenren}, year={2024} }' chicago: Aimiyekagbon, Osarenren. Run-to-Failure Data Set of Ball Bearings Subjected to Time-Varying Load and Speed Conditions. Zenodo, 2024. https://doi.org/10.5281/ZENODO.10805042. ieee: O. Aimiyekagbon, Run-to-failure data set of ball bearings subjected to time-varying load and speed conditions. Zenodo, 2024. mla: Aimiyekagbon, Osarenren. Run-to-Failure Data Set of Ball Bearings Subjected to Time-Varying Load and Speed Conditions. Zenodo, 2024, doi:10.5281/ZENODO.10805042. short: O. Aimiyekagbon, Run-to-Failure Data Set of Ball Bearings Subjected to Time-Varying Load and Speed Conditions, Zenodo, 2024. date_created: 2026-09-23T11:45:02Z date_updated: 2026-09-30T08:15:51Z department: - _id: '151' doi: 10.5281/ZENODO.10805042 keyword: - Prognostics - Non-Stationary conditions - RUL - Run to failure data - Ball bearing - Varying conditions - Accelerated life tests - bearings publisher: Zenodo status: public title: Run-to-failure data set of ball bearings subjected to time-varying load and speed conditions type: research_data user_id: '40298' year: '2024' ... --- _id: '46578' abstract: - lang: eng text: 'Multiobjective optimization plays an increasingly important role in modern applications, where several criteria are often of equal importance. The task in multiobjective optimization and multiobjective optimal control is therefore to compute the set of optimal compromises (the Pareto set) between the conflicting objectives. The advances in algorithms and the increasing interest in Pareto-optimal solutions have led to a wide range of new applications related to optimal and feedback control - potentially with non-smoothness both on the level of the objectives or in the system dynamics. This results in new challenges such as dealing with expensive models (e.g., governed by partial differential equations (PDEs)) and developing dedicated algorithms handling the non-smoothness. Since in contrast to single-objective optimization, the Pareto set generally consists of an infinite number of solutions, the computational effort can quickly become challenging, which is particularly problematic when the objectives are costly to evaluate or when a solution has to be presented very quickly. This article gives an overview of recent developments in the field of multiobjective optimization of non-smooth PDE-constrained problems. In particular we report on the advances achieved within Project 2 "Multiobjective Optimization of Non-Smooth PDE-Constrained Problems - Switches, State Constraints and Model Order Reduction" of the DFG Priority Programm 1962 "Non-smooth and Complementarity-based Distributed Parameter Systems: Simulation and Hierarchical Optimization".' author: - first_name: Marco full_name: Bernreuther, Marco last_name: Bernreuther - first_name: Michael full_name: Dellnitz, Michael last_name: Dellnitz - first_name: Bennet full_name: Gebken, Bennet id: '32643' last_name: Gebken - first_name: Georg full_name: Müller, Georg last_name: Müller - first_name: Sebastian full_name: Peitz, Sebastian id: '47427' last_name: Peitz orcid: 0000-0002-3389-793X - first_name: Konstantin full_name: Sonntag, Konstantin id: '56399' last_name: Sonntag orcid: https://orcid.org/0000-0003-3384-3496 - first_name: Stefan full_name: Volkwein, Stefan last_name: Volkwein citation: ama: 'Bernreuther M, Dellnitz M, Gebken B, et al. Multiobjective Optimization of Non-Smooth PDE-Constrained Problems. In: DFG Priority Programme 1962. Birkhäuser; 2024.' apa: Bernreuther, M., Dellnitz, M., Gebken, B., Müller, G., Peitz, S., Sonntag, K., & Volkwein, S. (2024). Multiobjective Optimization of Non-Smooth PDE-Constrained Problems. In DFG Priority Programme 1962. Birkhäuser. bibtex: '@inbook{Bernreuther_Dellnitz_Gebken_Müller_Peitz_Sonntag_Volkwein_2024, title={Multiobjective Optimization of Non-Smooth PDE-Constrained Problems}, booktitle={DFG Priority Programme 1962}, publisher={Birkhäuser}, author={Bernreuther, Marco and Dellnitz, Michael and Gebken, Bennet and Müller, Georg and Peitz, Sebastian and Sonntag, Konstantin and Volkwein, Stefan}, year={2024} }' chicago: Bernreuther, Marco, Michael Dellnitz, Bennet Gebken, Georg Müller, Sebastian Peitz, Konstantin Sonntag, and Stefan Volkwein. “Multiobjective Optimization of Non-Smooth PDE-Constrained Problems.” In DFG Priority Programme 1962. Birkhäuser, 2024. ieee: M. Bernreuther et al., “Multiobjective Optimization of Non-Smooth PDE-Constrained Problems,” in DFG Priority Programme 1962, Birkhäuser, 2024. mla: Bernreuther, Marco, et al. “Multiobjective Optimization of Non-Smooth PDE-Constrained Problems.” DFG Priority Programme 1962, Birkhäuser, 2024. short: 'M. Bernreuther, M. Dellnitz, B. Gebken, G. Müller, S. Peitz, K. Sonntag, S. Volkwein, in: DFG Priority Programme 1962, Birkhäuser, 2024.' date_created: 2023-08-21T05:50:12Z date_updated: 2026-10-01T11:29:43Z department: - _id: '655' - _id: '101' external_id: arxiv: - '2308.01113' language: - iso: eng main_file_link: - open_access: '1' url: https://arxiv.org/pdf/2308.01113 oa: '1' publication: DFG Priority Programme 1962 publisher: Birkhäuser status: public title: Multiobjective Optimization of Non-Smooth PDE-Constrained Problems type: book_chapter user_id: '47427' year: '2024' ... --- _id: '42160' abstract: - lang: eng text: The goal of this paper is to make a strong point for the usage of dynamical models when using reinforcement learning (RL) for feedback control of dynamical systems governed by partial differential equations (PDEs). To breach the gap between the immense promises we see in RL and the applicability in complex engineering systems, the main challenges are the massive requirements in terms of the training data, as well as the lack of performance guarantees. We present a solution for the first issue using a data-driven surrogate model in the form of a convolutional LSTM with actuation. We demonstrate that learning an actuated model in parallel to training the RL agent significantly reduces the total amount of required data sampled from the real system. Furthermore, we show that iteratively updating the model is of major importance to avoid biases in the RL training. Detailed ablation studies reveal the most important ingredients of the modeling process. We use the chaotic Kuramoto-Sivashinsky equation do demonstarte our findings. author: - first_name: Stefan full_name: Werner, Stefan last_name: Werner - first_name: Sebastian full_name: Peitz, Sebastian id: '47427' last_name: Peitz orcid: 0000-0002-3389-793X citation: ama: 'Werner S, Peitz S. Numerical evidence for sample efficiency of model-based over model-free reinforcement learning control of partial differential equations. In: European Control Conference (ECC). IEEE; 2024:2958-2964. doi:10.23919/ECC64448.2024.10590945' apa: Werner, S., & Peitz, S. (2024). Numerical evidence for sample efficiency of model-based over model-free reinforcement learning control of partial differential equations. European Control Conference (ECC), 2958–2964. https://doi.org/10.23919/ECC64448.2024.10590945 bibtex: '@inproceedings{Werner_Peitz_2024, title={Numerical evidence for sample efficiency of model-based over model-free reinforcement learning control of partial differential equations}, DOI={10.23919/ECC64448.2024.10590945}, booktitle={European Control Conference (ECC)}, publisher={IEEE}, author={Werner, Stefan and Peitz, Sebastian}, year={2024}, pages={2958–2964} }' chicago: Werner, Stefan, and Sebastian Peitz. “Numerical Evidence for Sample Efficiency of Model-Based over Model-Free Reinforcement Learning Control of Partial Differential Equations.” In European Control Conference (ECC), 2958–64. IEEE, 2024. https://doi.org/10.23919/ECC64448.2024.10590945. ieee: 'S. Werner and S. Peitz, “Numerical evidence for sample efficiency of model-based over model-free reinforcement learning control of partial differential equations,” in European Control Conference (ECC), 2024, pp. 2958–2964, doi: 10.23919/ECC64448.2024.10590945.' mla: Werner, Stefan, and Sebastian Peitz. “Numerical Evidence for Sample Efficiency of Model-Based over Model-Free Reinforcement Learning Control of Partial Differential Equations.” European Control Conference (ECC), IEEE, 2024, pp. 2958–64, doi:10.23919/ECC64448.2024.10590945. short: 'S. Werner, S. Peitz, in: European Control Conference (ECC), IEEE, 2024, pp. 2958–2964.' date_created: 2023-02-15T20:57:20Z date_updated: 2026-10-01T11:30:59Z department: - _id: '655' doi: 10.23919/ECC64448.2024.10590945 external_id: arxiv: - '2302.07160' language: - iso: eng main_file_link: - open_access: '1' url: https://arxiv.org/pdf/2302.07160 oa: '1' page: 2958-2964 publication: European Control Conference (ECC) publisher: IEEE status: public title: Numerical evidence for sample efficiency of model-based over model-free reinforcement learning control of partial differential equations type: conference user_id: '47427' year: '2024' ... --- _id: '48502' abstract: - lang: eng text: The prediction of photon echoes is an important technique for gaining an understanding of optical quantum systems. 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. author: - first_name: Sebastian full_name: Peitz, Sebastian id: '47427' last_name: Peitz orcid: 0000-0002-3389-793X - first_name: Anna full_name: Hunstig, Anna last_name: Hunstig - first_name: Hendrik full_name: Rose, Hendrik id: '55958' last_name: Rose orcid: 0000-0002-3079-5428 - first_name: Torsten full_name: Meier, Torsten id: '344' last_name: Meier orcid: 0000-0001-8864-2072 citation: ama: 'Peitz S, Hunstig A, Rose H, Meier T. Accelerating the analysis of optical quantum systems using the Koopman operator. In: IEEE 63rd Conference on Decision and Control (CDC). ; 2024:7964-7969. doi:10.1109/CDC56724.2024.10886589' apa: Peitz, S., Hunstig, A., Rose, H., & Meier, T. (2024). Accelerating the analysis of optical quantum systems using the Koopman operator. IEEE 63rd Conference on Decision and Control (CDC), 7964–7969. https://doi.org/10.1109/CDC56724.2024.10886589 bibtex: '@inproceedings{Peitz_Hunstig_Rose_Meier_2024, title={Accelerating the analysis of optical quantum systems using the Koopman operator}, DOI={10.1109/CDC56724.2024.10886589}, booktitle={IEEE 63rd Conference on Decision and Control (CDC)}, author={Peitz, Sebastian and Hunstig, Anna and Rose, Hendrik and Meier, Torsten}, year={2024}, pages={7964–7969} }' chicago: Peitz, Sebastian, Anna Hunstig, Hendrik Rose, and Torsten Meier. “Accelerating the Analysis of Optical Quantum Systems Using the Koopman Operator.” In IEEE 63rd Conference on Decision and Control (CDC), 7964–69, 2024. https://doi.org/10.1109/CDC56724.2024.10886589. ieee: 'S. Peitz, A. Hunstig, H. Rose, and T. Meier, “Accelerating the analysis of optical quantum systems using the Koopman operator,” in IEEE 63rd Conference on Decision and Control (CDC), 2024, pp. 7964–7969, doi: 10.1109/CDC56724.2024.10886589.' mla: Peitz, Sebastian, et al. “Accelerating the Analysis of Optical Quantum Systems Using the Koopman Operator.” IEEE 63rd Conference on Decision and Control (CDC), 2024, pp. 7964–69, doi:10.1109/CDC56724.2024.10886589. short: 'S. Peitz, A. Hunstig, H. Rose, T. Meier, in: IEEE 63rd Conference on Decision and Control (CDC), 2024, pp. 7964–7969.' date_created: 2023-10-27T09:40:59Z date_updated: 2026-10-01T11:22:36Z department: - _id: '655' - _id: '623' doi: 10.1109/CDC56724.2024.10886589 language: - iso: eng main_file_link: - open_access: '1' url: https://arxiv.org/pdf/2310.16578.pdf oa: '1' page: 7964-7969 publication: IEEE 63rd Conference on Decision and Control (CDC) status: public title: Accelerating the analysis of optical quantum systems using the Koopman operator type: conference user_id: '47427' year: '2024' ... --- _id: '55431' author: - first_name: Iris full_name: Gräßler, Iris id: '47565' last_name: Gräßler orcid: 0000-0001-5765-971X - first_name: Deniz full_name: Özcan, Deniz id: '58595' last_name: Özcan citation: ama: 'Gräßler I, Özcan D. Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme. In: VDI Wissensforum GmbH, ed. Automation 2024. Vol 2437. AI beats Automation? VDI Verlag; 2024:363–374. doi:10.51202/9783181024379-363' apa: Gräßler, I., & Özcan, D. (2024). Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme. In VDI Wissensforum GmbH (Ed.), Automation 2024 (Vol. 2437, pp. 363–374). VDI Verlag. https://doi.org/10.51202/9783181024379-363 bibtex: '@inproceedings{Gräßler_Özcan_2024, place={Düsseldorf}, series={AI beats Automation?}, title={Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme}, volume={2437}, DOI={10.51202/9783181024379-363}, booktitle={Automation 2024}, publisher={VDI Verlag}, author={Gräßler, Iris and Özcan, Deniz}, editor={VDI Wissensforum GmbH}, year={2024}, pages={363–374}, collection={AI beats Automation?} }' chicago: 'Gräßler, Iris, and Deniz Özcan. “Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme.” In Automation 2024, edited by VDI Wissensforum GmbH, 2437:363–374. AI beats Automation? Düsseldorf: VDI Verlag, 2024. https://doi.org/10.51202/9783181024379-363.' ieee: 'I. Gräßler and D. Özcan, “Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme,” in Automation 2024, 2024, vol. 2437, pp. 363–374, doi: 10.51202/9783181024379-363.' mla: Gräßler, Iris, and Deniz Özcan. “Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme.” Automation 2024, edited by VDI Wissensforum GmbH, vol. 2437, VDI Verlag, 2024, pp. 363–374, doi:10.51202/9783181024379-363. short: 'I. Gräßler, D. Özcan, in: VDI Wissensforum GmbH (Ed.), Automation 2024, VDI Verlag, Düsseldorf, 2024, pp. 363–374.' conference: end_date: 2024-07-03 name: VDI Automation start_date: 2024-07-02 corporate_editor: - VDI Wissensforum GmbH date_created: 2024-07-30T10:02:55Z date_updated: 2026-10-01T12:24:58Z department: - _id: '152' doi: 10.51202/9783181024379-363 intvolume: ' 2437' language: - iso: ger main_file_link: - open_access: '1' oa: '1' page: 363–374 place: Düsseldorf publication: Automation 2024 publication_identifier: isbn: - '9783181024379' publication_status: published publisher: VDI Verlag quality_controlled: '1' series_title: AI beats Automation? status: public title: Anwendungspotenziale von Künstlicher Intelligenz im Model-Based Systems Engineering für automatisierte Systeme type: conference user_id: '58595' volume: 2437 year: '2024' ... --- _id: '54540' abstract: - lang: eng text: 'System models are used to merge relevant engineering artefacts and relationships. Therefore, a high model quality must be ensured. Currently, there is no method for defining company-specific metrics to assess system model quality. In a six-step research approach, a method is defined: (1) literature analysis on quality assessment approaches, (2) derivation of success factors, (3) evaluation of approaches, (4) development of a method, (5) application in automotive industry, and (6) evaluation. The method supports system engineers to derive tailored metrics to objectively assess the model quality.' author: - first_name: Iris full_name: Gräßler, Iris id: '47565' last_name: Gräßler orcid: 0000-0001-5765-971X - first_name: Dominik full_name: Wiechel, Dominik id: '67161' last_name: Wiechel - first_name: Deniz full_name: Özcan, Deniz id: '58595' last_name: Özcan - first_name: Patrick full_name: Taplick, Patrick last_name: Taplick citation: ama: 'Gräßler I, Wiechel D, Özcan D, Taplick P. Tailored metrics for assessing the quality of MBSE models. In: Proceedings of the Design Society. Vol 4. Cambridge University Press (CUP); 2024:2545-2554. doi:10.1017/pds.2024.257' apa: Gräßler, I., Wiechel, D., Özcan, D., & Taplick, P. (2024). Tailored metrics for assessing the quality of MBSE models. Proceedings of the Design Society, 4, 2545–2554. https://doi.org/10.1017/pds.2024.257 bibtex: '@inproceedings{Gräßler_Wiechel_Özcan_Taplick_2024, title={Tailored metrics for assessing the quality of MBSE models}, volume={4}, DOI={10.1017/pds.2024.257}, booktitle={Proceedings of the Design Society}, publisher={Cambridge University Press (CUP)}, author={Gräßler, Iris and Wiechel, Dominik and Özcan, Deniz and Taplick, Patrick}, year={2024}, pages={2545–2554} }' chicago: Gräßler, Iris, Dominik Wiechel, Deniz Özcan, and Patrick Taplick. “Tailored Metrics for Assessing the Quality of MBSE Models.” In Proceedings of the Design Society, 4:2545–54. Cambridge University Press (CUP), 2024. https://doi.org/10.1017/pds.2024.257. ieee: 'I. Gräßler, D. Wiechel, D. Özcan, and P. Taplick, “Tailored metrics for assessing the quality of MBSE models,” in Proceedings of the Design Society, 2024, vol. 4, pp. 2545–2554, doi: 10.1017/pds.2024.257.' mla: Gräßler, Iris, et al. “Tailored Metrics for Assessing the Quality of MBSE Models.” Proceedings of the Design Society, vol. 4, Cambridge University Press (CUP), 2024, pp. 2545–54, doi:10.1017/pds.2024.257. short: 'I. Gräßler, D. Wiechel, D. Özcan, P. Taplick, in: Proceedings of the Design Society, Cambridge University Press (CUP), 2024, pp. 2545–2554.' date_created: 2024-05-31T13:27:01Z date_updated: 2026-10-01T12:25:07Z department: - _id: '152' doi: 10.1017/pds.2024.257 intvolume: ' 4' language: - iso: eng main_file_link: - open_access: '1' oa: '1' page: 2545-2554 publication: Proceedings of the Design Society publication_identifier: issn: - 2732-527X publication_status: published publisher: Cambridge University Press (CUP) quality_controlled: '1' status: public title: Tailored metrics for assessing the quality of MBSE models type: conference user_id: '58595' volume: 4 year: '2024' ... --- _id: '67320' author: - first_name: Manuel full_name: Berkemeier, Manuel last_name: Berkemeier - first_name: Konstantin full_name: Sonntag, Konstantin id: '56399' last_name: Sonntag orcid: https://orcid.org/0000-0003-3384-3496 - first_name: Sebastian full_name: Peitz, Sebastian id: '47427' last_name: Peitz orcid: 0000-0002-3389-793X citation: ama: Berkemeier M, Sonntag K, Peitz S. New Nonlinear Conjugate Gradient Methods with Guaranteed Descent for Multi-Objective Optimization. Optimizaton Online. Published online 2024. apa: Berkemeier, M., Sonntag, K., & Peitz, S. (2024). New Nonlinear Conjugate Gradient Methods with Guaranteed Descent for Multi-Objective Optimization. In Optimizaton Online. bibtex: '@article{Berkemeier_Sonntag_Peitz_2024, title={New Nonlinear Conjugate Gradient Methods with Guaranteed Descent for Multi-Objective Optimization}, journal={Optimizaton Online}, author={Berkemeier, Manuel and Sonntag, Konstantin and Peitz, Sebastian}, year={2024} }' chicago: Berkemeier, Manuel, Konstantin Sonntag, and Sebastian Peitz. “New Nonlinear Conjugate Gradient Methods with Guaranteed Descent for Multi-Objective Optimization.” Optimizaton Online, 2024. ieee: M. Berkemeier, K. Sonntag, and S. Peitz, “New Nonlinear Conjugate Gradient Methods with Guaranteed Descent for Multi-Objective Optimization,” Optimizaton Online. 2024. mla: Berkemeier, Manuel, et al. “New Nonlinear Conjugate Gradient Methods with Guaranteed Descent for Multi-Objective Optimization.” Optimizaton Online, 2024. short: M. Berkemeier, K. Sonntag, S. Peitz, Optimizaton Online (2024). date_created: 2026-10-01T12:07:05Z date_updated: 2026-10-01T12:07:20Z department: - _id: '655' keyword: - own - own-preprint language: - iso: eng publication: Optimizaton Online status: public title: New Nonlinear Conjugate Gradient Methods with Guaranteed Descent for Multi-Objective Optimization type: preprint user_id: '47427' year: '2024' ... --- _id: '66172' author: - first_name: Jannik full_name: Malcher, Jannik last_name: Malcher - first_name: Daniel full_name: Biebert, Daniel last_name: Biebert - first_name: Kuan-Hsun full_name: Chen, Kuan-Hsun id: '128464' last_name: Chen orcid: 0000-0002-7110-921X - first_name: Sebastian full_name: Buschjäger, Sebastian last_name: Buschjäger - first_name: Christian full_name: Hakert, Christian last_name: Hakert - first_name: Jian-Jia full_name: Chen, Jian-Jia last_name: Chen citation: ama: 'Malcher J, Biebert D, Chen K-H, Buschjäger S, Hakert C, Chen J-J. Language-Based Deployment Optimization for Random Forests (Invited Paper). In: Proceedings of the 25th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems. ACM; 2024. doi:10.1145/3652032.3659366' apa: Malcher, J., Biebert, D., Chen, K.-H., Buschjäger, S., Hakert, C., & Chen, J.-J. (2024). Language-Based Deployment Optimization for Random Forests (Invited Paper). Proceedings of the 25th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems. https://doi.org/10.1145/3652032.3659366 bibtex: '@inproceedings{Malcher_Biebert_Chen_Buschjäger_Hakert_Chen_2024, title={Language-Based Deployment Optimization for Random Forests (Invited Paper)}, DOI={10.1145/3652032.3659366}, booktitle={Proceedings of the 25th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems}, publisher={ACM}, author={Malcher, Jannik and Biebert, Daniel and Chen, Kuan-Hsun and Buschjäger, Sebastian and Hakert, Christian and Chen, Jian-Jia}, year={2024} }' chicago: Malcher, Jannik, Daniel Biebert, Kuan-Hsun Chen, Sebastian Buschjäger, Christian Hakert, and Jian-Jia Chen. “Language-Based Deployment Optimization for Random Forests (Invited Paper).” In Proceedings of the 25th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems. ACM, 2024. https://doi.org/10.1145/3652032.3659366. ieee: 'J. Malcher, D. Biebert, K.-H. Chen, S. Buschjäger, C. Hakert, and J.-J. Chen, “Language-Based Deployment Optimization for Random Forests (Invited Paper),” 2024, doi: 10.1145/3652032.3659366.' mla: Malcher, Jannik, et al. “Language-Based Deployment Optimization for Random Forests (Invited Paper).” Proceedings of the 25th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems, ACM, 2024, doi:10.1145/3652032.3659366. short: 'J. Malcher, D. Biebert, K.-H. Chen, S. Buschjäger, C. Hakert, J.-J. Chen, in: Proceedings of the 25th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems, ACM, 2024.' date_created: 2026-07-03T21:12:22Z date_updated: 2026-10-12T20:24:15Z doi: 10.1145/3652032.3659366 language: - iso: eng publication: Proceedings of the 25th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems publication_status: published publisher: ACM status: public title: Language-Based Deployment Optimization for Random Forests (Invited Paper) type: conference user_id: '128464' year: '2024' ... --- _id: '66170' author: - first_name: Tijmen T. full_name: Smit, Tijmen T. last_name: Smit - first_name: Bruno Endres full_name: Forlin, Bruno Endres last_name: Forlin - first_name: Kuan-Hsun full_name: Chen, Kuan-Hsun id: '128464' last_name: Chen orcid: 0000-0002-7110-921X - first_name: Ioanna full_name: Souvatzoglou, Ioanna last_name: Souvatzoglou - first_name: Mihalis full_name: Psarakis, Mihalis last_name: Psarakis - first_name: Marco full_name: Ottavi, Marco last_name: Ottavi citation: ama: 'Smit TT, Forlin BE, Chen K-H, Souvatzoglou I, Psarakis M, Ottavi M. An Enhanced Fault Injection Framework for FPGA-Based Soft-Cores. In: 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT). IEEE; 2024. doi:10.1109/dft63277.2024.10753564' apa: Smit, T. T., Forlin, B. E., Chen, K.-H., Souvatzoglou, I., Psarakis, M., & Ottavi, M. (2024). An Enhanced Fault Injection Framework for FPGA-Based Soft-Cores. 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT). https://doi.org/10.1109/dft63277.2024.10753564 bibtex: '@inproceedings{Smit_Forlin_Chen_Souvatzoglou_Psarakis_Ottavi_2024, title={An Enhanced Fault Injection Framework for FPGA-Based Soft-Cores}, DOI={10.1109/dft63277.2024.10753564}, booktitle={2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT)}, publisher={IEEE}, author={Smit, Tijmen T. and Forlin, Bruno Endres and Chen, Kuan-Hsun and Souvatzoglou, Ioanna and Psarakis, Mihalis and Ottavi, Marco}, year={2024} }' chicago: Smit, Tijmen T., Bruno Endres Forlin, Kuan-Hsun Chen, Ioanna Souvatzoglou, Mihalis Psarakis, and Marco Ottavi. “An Enhanced Fault Injection Framework for FPGA-Based Soft-Cores.” In 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT). IEEE, 2024. https://doi.org/10.1109/dft63277.2024.10753564. ieee: 'T. T. Smit, B. E. Forlin, K.-H. Chen, I. Souvatzoglou, M. Psarakis, and M. Ottavi, “An Enhanced Fault Injection Framework for FPGA-Based Soft-Cores,” 2024, doi: 10.1109/dft63277.2024.10753564.' mla: Smit, Tijmen T., et al. “An Enhanced Fault Injection Framework for FPGA-Based Soft-Cores.” 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT), IEEE, 2024, doi:10.1109/dft63277.2024.10753564. short: 'T.T. Smit, B.E. Forlin, K.-H. Chen, I. Souvatzoglou, M. Psarakis, M. Ottavi, in: 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT), IEEE, 2024.' date_created: 2026-07-03T21:11:54Z date_updated: 2026-10-12T20:24:37Z doi: 10.1109/dft63277.2024.10753564 language: - iso: eng publication: 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT) publication_status: published publisher: IEEE status: public title: An Enhanced Fault Injection Framework for FPGA-Based Soft-Cores type: conference user_id: '128464' year: '2024' ... --- _id: '66169' author: - first_name: Christian full_name: Hakert, Christian last_name: Hakert - first_name: Kuan-Hsun full_name: Chen, Kuan-Hsun id: '128464' last_name: Chen orcid: 0000-0002-7110-921X - first_name: Jian-Jia full_name: Chen, Jian-Jia last_name: Chen citation: ama: 'Hakert C, Chen K-H, Chen J-J. FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference. In: 2024 Design, Automation &Amp; Test in Europe Conference &Amp; Exhibition (DATE). IEEE; 2024. doi:10.23919/date58400.2024.10546851' apa: 'Hakert, C., Chen, K.-H., & Chen, J.-J. (2024). FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference. 2024 Design, Automation &Amp; Test in Europe Conference &Amp; Exhibition (DATE). https://doi.org/10.23919/date58400.2024.10546851' bibtex: '@inproceedings{Hakert_Chen_Chen_2024, title={FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference}, DOI={10.23919/date58400.2024.10546851}, booktitle={2024 Design, Automation & Test in Europe Conference & Exhibition (DATE)}, publisher={IEEE}, author={Hakert, Christian and Chen, Kuan-Hsun and Chen, Jian-Jia}, year={2024} }' chicago: 'Hakert, Christian, Kuan-Hsun Chen, and Jian-Jia Chen. “FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference.” In 2024 Design, Automation &Amp; Test in Europe Conference &Amp; Exhibition (DATE). IEEE, 2024. https://doi.org/10.23919/date58400.2024.10546851.' ieee: 'C. Hakert, K.-H. Chen, and J.-J. Chen, “FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference,” 2024, doi: 10.23919/date58400.2024.10546851.' mla: 'Hakert, Christian, et al. “FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference.” 2024 Design, Automation &Amp; Test in Europe Conference &Amp; Exhibition (DATE), IEEE, 2024, doi:10.23919/date58400.2024.10546851.' short: 'C. Hakert, K.-H. Chen, J.-J. Chen, in: 2024 Design, Automation &Amp; Test in Europe Conference &Amp; Exhibition (DATE), IEEE, 2024.' date_created: 2026-07-03T21:11:43Z date_updated: 2026-10-12T20:24:31Z doi: 10.23919/date58400.2024.10546851 language: - iso: eng publication: 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE) publication_status: published publisher: IEEE status: public title: 'FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference' type: conference user_id: '128464' year: '2024' ... --- _id: '66190' author: - first_name: Jorg full_name: Henkel, Jorg last_name: Henkel - first_name: Lokesh full_name: Siddhu, Lokesh last_name: Siddhu - first_name: Lars full_name: Bauer, Lars last_name: Bauer - first_name: Jurgen full_name: Teich, Jurgen last_name: Teich - first_name: Stefan full_name: Wildermann, Stefan last_name: Wildermann - first_name: Mehdi full_name: Tahoori, Mehdi last_name: Tahoori - first_name: Mahta full_name: Mayahinia, Mahta last_name: Mayahinia - first_name: Jeronimo full_name: Castrillon, Jeronimo last_name: Castrillon - first_name: Asif Ali full_name: Khan, Asif Ali last_name: Khan - first_name: Hamid full_name: Farzaneh, Hamid last_name: Farzaneh - first_name: Joao Paulo C. De full_name: Lima, Joao Paulo C. De last_name: Lima - first_name: Jian-Jia full_name: Chen, Jian-Jia last_name: Chen - first_name: Christian full_name: Hakert, Christian last_name: Hakert - first_name: Kuan-Hsun full_name: Chen, Kuan-Hsun id: '128464' last_name: Chen orcid: 0000-0002-7110-921X - first_name: Chia-Lin full_name: Yang, Chia-Lin last_name: Yang - first_name: Hsiang-Yun full_name: Cheng, Hsiang-Yun last_name: Cheng citation: ama: 'Henkel J, Siddhu L, Bauer L, et al. Special Session - Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications. In: Proceedings of the International Conference on Compilers, Architecture, and Synthesis for Embedded Systems. ACM; 2024. doi:10.1145/3607889.3609088' apa: 'Henkel, J., Siddhu, L., Bauer, L., Teich, J., Wildermann, S., Tahoori, M., Mayahinia, M., Castrillon, J., Khan, A. A., Farzaneh, H., Lima, J. P. C. D., Chen, J.-J., Hakert, C., Chen, K.-H., Yang, C.-L., & Cheng, H.-Y. (2024). Special Session - Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications. Proceedings of the International Conference on Compilers, Architecture, and Synthesis for Embedded Systems. https://doi.org/10.1145/3607889.3609088' bibtex: '@inproceedings{Henkel_Siddhu_Bauer_Teich_Wildermann_Tahoori_Mayahinia_Castrillon_Khan_Farzaneh_et al._2024, title={Special Session - Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications}, DOI={10.1145/3607889.3609088}, booktitle={Proceedings of the International Conference on Compilers, Architecture, and Synthesis for Embedded Systems}, publisher={ACM}, author={Henkel, Jorg and Siddhu, Lokesh and Bauer, Lars and Teich, Jurgen and Wildermann, Stefan and Tahoori, Mehdi and Mayahinia, Mahta and Castrillon, Jeronimo and Khan, Asif Ali and Farzaneh, Hamid and et al.}, year={2024} }' chicago: 'Henkel, Jorg, Lokesh Siddhu, Lars Bauer, Jurgen Teich, Stefan Wildermann, Mehdi Tahoori, Mahta Mayahinia, et al. “Special Session - Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications.” In Proceedings of the International Conference on Compilers, Architecture, and Synthesis for Embedded Systems. ACM, 2024. https://doi.org/10.1145/3607889.3609088.' ieee: 'J. Henkel et al., “Special Session - Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications,” 2024, doi: 10.1145/3607889.3609088.' mla: 'Henkel, Jorg, et al. “Special Session - Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications.” Proceedings of the International Conference on Compilers, Architecture, and Synthesis for Embedded Systems, ACM, 2024, doi:10.1145/3607889.3609088.' short: 'J. Henkel, L. Siddhu, L. Bauer, J. Teich, S. Wildermann, M. Tahoori, M. Mayahinia, J. Castrillon, A.A. Khan, H. Farzaneh, J.P.C.D. Lima, J.-J. Chen, C. Hakert, K.-H. Chen, C.-L. Yang, H.-Y. Cheng, in: Proceedings of the International Conference on Compilers, Architecture, and Synthesis for Embedded Systems, ACM, 2024.' date_created: 2026-07-03T21:15:39Z date_updated: 2026-10-12T20:26:43Z doi: 10.1145/3607889.3609088 language: - iso: eng publication: Proceedings of the International Conference on Compilers, Architecture, and Synthesis for Embedded Systems publication_status: published publisher: ACM status: public title: 'Special Session - Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications' type: conference user_id: '128464' year: '2024' ... --- _id: '67555' author: - first_name: Bianca full_name: Herbst et al., Bianca last_name: Herbst et al. citation: ama: 'Herbst et al. B. Evaluation des Zertifikatsprogramms BaSiMusiG. Beitrag zur Entwicklung des musikalischen Selbstkonzepts, der Motivation musikpädagogischen Handelns und der musizier- sowie musikunterrichtsbezogenen Kompetenzen von (zukünftigen) Grundschullehrenden ohne Musikstudium. In: Kristin Sander-Steinert HG, ed. Musik Erleben – Erforschen – Vermitteln. Begegnungen Mit Thomas Krettenauer . Vol 20. chriften des Instituts für Begabungsforschung in der Musik (IBFM). LIT-Verlag; 2024.' apa: Herbst et al., B. (2024). Evaluation des Zertifikatsprogramms BaSiMusiG. Beitrag zur Entwicklung des musikalischen Selbstkonzepts, der Motivation musikpädagogischen Handelns und der musizier- sowie musikunterrichtsbezogenen Kompetenzen von (zukünftigen) Grundschullehrenden ohne Musikstudium. In H. G. Kristin Sander-Steinert (Ed.), Musik erleben – erforschen – vermitteln. Begegnungen mit Thomas Krettenauer (Vol. 20). LIT-Verlag. bibtex: '@inbook{Herbst et al._2024, place={Münster}, series={chriften des Instituts für Begabungsforschung in der Musik (IBFM)}, title={Evaluation des Zertifikatsprogramms BaSiMusiG. Beitrag zur Entwicklung des musikalischen Selbstkonzepts, der Motivation musikpädagogischen Handelns und der musizier- sowie musikunterrichtsbezogenen Kompetenzen von (zukünftigen) Grundschullehrenden ohne Musikstudium}, volume={20}, booktitle={Musik erleben – erforschen – vermitteln. Begegnungen mit Thomas Krettenauer }, publisher={LIT-Verlag}, author={Herbst et al., Bianca}, editor={Kristin Sander-Steinert, Heiner Gembris}, year={2024}, collection={chriften des Instituts für Begabungsforschung in der Musik (IBFM)} }' chicago: 'Herbst et al., Bianca. “Evaluation Des Zertifikatsprogramms BaSiMusiG. Beitrag Zur Entwicklung Des Musikalischen Selbstkonzepts, Der Motivation Musikpädagogischen Handelns Und Der Musizier- Sowie Musikunterrichtsbezogenen Kompetenzen von (Zukünftigen) Grundschullehrenden Ohne Musikstudium.” In Musik Erleben – Erforschen – Vermitteln. Begegnungen Mit Thomas Krettenauer , edited by Heiner Gembris Kristin Sander-Steinert, Vol. 20. Chriften Des Instituts Für Begabungsforschung in Der Musik (IBFM). Münster: LIT-Verlag, 2024.' ieee: 'B. Herbst et al., “Evaluation des Zertifikatsprogramms BaSiMusiG. Beitrag zur Entwicklung des musikalischen Selbstkonzepts, der Motivation musikpädagogischen Handelns und der musizier- sowie musikunterrichtsbezogenen Kompetenzen von (zukünftigen) Grundschullehrenden ohne Musikstudium,” in Musik erleben – erforschen – vermitteln. Begegnungen mit Thomas Krettenauer , vol. 20, H. G. Kristin Sander-Steinert, Ed. Münster: LIT-Verlag, 2024.' mla: Herbst et al., Bianca. “Evaluation Des Zertifikatsprogramms BaSiMusiG. Beitrag Zur Entwicklung Des Musikalischen Selbstkonzepts, Der Motivation Musikpädagogischen Handelns Und Der Musizier- Sowie Musikunterrichtsbezogenen Kompetenzen von (Zukünftigen) Grundschullehrenden Ohne Musikstudium.” Musik Erleben – Erforschen – Vermitteln. Begegnungen Mit Thomas Krettenauer , edited by Heiner Gembris Kristin Sander-Steinert, vol. 20, LIT-Verlag, 2024. short: 'B. Herbst et al., in: H.G. Kristin Sander-Steinert (Ed.), Musik Erleben – Erforschen – Vermitteln. Begegnungen Mit Thomas Krettenauer , LIT-Verlag, Münster, 2024.' date_created: 2026-10-15T16:06:55Z date_updated: 2026-10-15T16:58:16Z editor: - first_name: Heiner Gembris full_name: Kristin Sander-Steinert, Heiner Gembris last_name: Kristin Sander-Steinert intvolume: ' 20' language: - iso: eng place: Münster publication: 'Musik erleben – erforschen – vermitteln. Begegnungen mit Thomas Krettenauer ' publisher: LIT-Verlag series_title: chriften des Instituts für Begabungsforschung in der Musik (IBFM) status: public title: Evaluation des Zertifikatsprogramms BaSiMusiG. Beitrag zur Entwicklung des musikalischen Selbstkonzepts, der Motivation musikpädagogischen Handelns und der musizier- sowie musikunterrichtsbezogenen Kompetenzen von (zukünftigen) Grundschullehrenden ohne Musikstudium type: book_chapter user_id: '34453' volume: 20 year: '2024' ... --- _id: '67557' author: - first_name: Bianca Maria full_name: Herbst, Bianca Maria id: '34453' last_name: Herbst citation: ama: Herbst BM. Musik, Spiel Und Tanz Mit Kindern von 0 Bis 6. Vol 2. Schott Music; 2024. apa: Herbst, B. M. (2024). Musik, Spiel und Tanz mit Kindern von 0 bis 6 (Vol. 2). Schott Music. bibtex: '@book{Herbst_2024, place={Mainz}, title={Musik, Spiel und Tanz mit Kindern von 0 bis 6}, volume={2}, publisher={Schott Music}, author={Herbst, Bianca Maria}, year={2024} }' chicago: 'Herbst, Bianca Maria. Musik, Spiel Und Tanz Mit Kindern von 0 Bis 6. Vol. 2. Mainz: Schott Music, 2024.' ieee: 'B. M. Herbst, Musik, Spiel und Tanz mit Kindern von 0 bis 6, vol. 2. Mainz: Schott Music, 2024.' mla: Herbst, Bianca Maria. Musik, Spiel Und Tanz Mit Kindern von 0 Bis 6. Schott Music, 2024. short: B.M. Herbst, Musik, Spiel Und Tanz Mit Kindern von 0 Bis 6, Schott Music, Mainz, 2024. date_created: 2026-10-15T16:21:54Z date_updated: 2026-10-15T16:58:39Z intvolume: ' 2' language: - iso: eng place: Mainz publisher: Schott Music status: public title: Musik, Spiel und Tanz mit Kindern von 0 bis 6 type: misc user_id: '34453' volume: 2 year: '2024' ... --- _id: '34083' abstract: - lang: eng text: In the context of language learning, feedback comment generation is the task of generating hints or explanatory notes for learner texts that help understand why a part of text is erroneous. This paper presents our approach to the Feedback Comment Generation Shared Task, collocated with the 16th International Natural Language Generation Conference (INLG 2023). The approach augments the generation of feedback comments by a self-supervised identification of feedback types in a multitask-learning setting. Within the shared task, other approaches performed more effective, yet the combined modeling of feedback type classification and feedback comment generation is superior to performing feedback generation only. author: - first_name: Maja full_name: Stahl, Maja id: '77647' last_name: Stahl - first_name: Henning full_name: Wachsmuth, Henning id: '3900' last_name: Wachsmuth citation: ama: 'Stahl M, Wachsmuth H. Identifying Feedback Types to Augment Feedback Comment Generation. In: Proceedings of the 16th International Natural Language Generation Conference.' apa: Stahl, M., & Wachsmuth, H. (n.d.). Identifying Feedback Types to Augment Feedback Comment Generation. Proceedings of the 16th International Natural Language Generation Conference. 16th International Natural Language Generation Conference. bibtex: '@inproceedings{Stahl_Wachsmuth, title={Identifying Feedback Types to Augment Feedback Comment Generation}, booktitle={Proceedings of the 16th International Natural Language Generation Conference}, author={Stahl, Maja and Wachsmuth, Henning} }' chicago: Stahl, Maja, and Henning Wachsmuth. “Identifying Feedback Types to Augment Feedback Comment Generation.” In Proceedings of the 16th International Natural Language Generation Conference, n.d. ieee: M. Stahl and H. Wachsmuth, “Identifying Feedback Types to Augment Feedback Comment Generation,” presented at the 16th International Natural Language Generation Conference. mla: Stahl, Maja, and Henning Wachsmuth. “Identifying Feedback Types to Augment Feedback Comment Generation.” Proceedings of the 16th International Natural Language Generation Conference. short: 'M. Stahl, H. Wachsmuth, in: Proceedings of the 16th International Natural Language Generation Conference, n.d.' conference: name: 16th International Natural Language Generation Conference date_created: 2022-11-15T08:47:57Z date_updated: 2022-11-15T08:48:01Z extern: '1' language: - iso: eng publication: Proceedings of the 16th International Natural Language Generation Conference publication_status: accepted status: public title: Identifying Feedback Types to Augment Feedback Comment Generation type: conference user_id: '77647' year: '2023' ...