Publications

2024

• Enhancing 3D reconstruction accuracy of FIB tomography data using multi-voltage images and multimodal machine learning
  Sardhara, Trushal; Shkurmanov, Alexander; Li, Yong; Riedel, Lukas; Shi, Shan; Cyron, Christian J.; Aydin, Roland; Ritter, Martin
  Nanomanufacturing and Metrology 7 (1): 4 (2024-12)
  Open Access | Publisher DOI
• Reinforcement learning-trained optimisers and Bayesian optimisation for online particle accelerator tuning
  Kaiser, Jan; Xu, Chenran; Eichler, Annika; Santamaria Garcia, Andrea; Stein, Oliver; Bründermann, Erik; Kuropka, Willi; Dinter, Hannes; Mayet, Frank; Vinatier, Thomas; Burkart, Florian; Schlarb, Holger
  Scientific Reports 14 (1): 15733 (2024-07-08)
  Open Access | Publisher DOI
• The role of the water contact layer on hydration and transport at solid/liquid interfaces
  Gäding, Johannes; Della Balda, Vincente; Lan, Jinggang; Konrad, Julian; Iannuzzi, Marcella; Meißner, Robert; Tocci, Gabriele
  Proceedings of the National Academy of Sciences of the United States of America 121 (28): e2407877121 (2024-09-17)
  Open Access | Publisher DOI
• Outsourcing control requires control complexity
  Langer, Carlotta; Ay, Nihat
  Artificial life 30 (4): 486-507 (2024-11-05)
  Open Access | Publisher DOI
• Neural Network Method for Dielectric Optical Coating Design
  Chattopadhyay, Utsa; Carstens, Florian; Wienke, Andreas; Hartl, Ingmar; Ay, Nihat; Heyl, Christoph; Tünnermann, Henrik
  The European physical journal Wen of Confereneces 307: 04057 (2024-10-18)
  Open Access | Publisher DOI
• Neural network method for dielectric optical coating design
  Chattopadhyay, Utsa; Carstens, Florian; Wienke, Andreas; Hartl, Ingmar; Ay, Nihat; Heyl, Christoph; Tünnermann, Henri
  Open Access | Publisher DOI
• Machine learning based prediction of ditching loads
  Schwarz, Henning; Überrück, Micha; Zemke, Jens; Rung, Thomas
  arXiv: 2402.10724 (2024)
  Open Access
• AI tools for teaching and learning : guidance from TU Hamburg
  Baumhauer, Maren; Bulmann, Ulrike; Watolla, Ann-Kathrin
  Technische Universität Hamburg (2024)
  Open Access
• Comparative analysis of ternary TiAlNb interatomic potentials: moment tensor vs. deep learning approaches
  Chandran, Anju; Santhosh, Archa; Pistidda, Claudio; Jerabek, Paul; Aydin, Roland; Cyron, Christian J.
  Frontiers in Materials 11: (2024-10-03)
  Open Access | Publisher DOI
• Bayesian Physics-informed Neural Networks for system identification of inverter-dominated power systems
  Stock, Simon; Babazadeh, Davood; Becker, Christian; Chatzivasileiadis, Spyros J.
  Electric Power Systems Research 235: 110860 (2024)
  Open Access | Publisher DOI
• A calibration approach for elasticity estimation with medical tools
  Grube, Sarah; Neidhardt, Maximilian; Hermann, Anna-Katarina; Sprenger, Johanna; Abdolazizi, Kian Philipp; Latus, Sarah; Cyron, Christian J.; Schlaefer, Alexander
  Current Directions in Biomedical Engineering 10 (2): 99-102 (2024-09-14)
  Open Access | Publisher DOI
• 6-degree vision based tracking of a mandible phantom with deep learning
  Boudreault, Ana Jade; Spille, Johannes Heinrich; Wiltfang, Jörg; Schlaefer, Alexander; Neidhardt, Maximilian
  Current Directions in Biomedical Engineering 10 (1): 5-8 (2024)
  Open Access | Publisher DOI
• Automated detection of palatal deformations using deep learning on endoscopic images
  Schild, Leona; Zang, Jana; Flügel, Till; Weiss, Deike; Schlaefer, Alexander; Latus, Sarah
  Current Directions in Biomedical Engineering 10 (1): 65-68 (2024-09-01)
  Open Access | Publisher DOI
• Computer-aided diagnosis of maxillary sinus anomalies : validation and clinical correlation
  Bhattacharya, Debayan; Becker, Benjamin Tobias; Behrendt, Finn; Beyersdorff, Dirk; Petersen, Elina Larissa; Petersen, Marvin; Cheng, Bastian; Eggert, Dennis; Betz, Christian Stephan; Schlaefer, Alexander; Hoffmann, Anna Sophie
  Laryngoscope 134 (9): 3927-3934 (2024-09)
  Open Access | Publisher DOI
• Dynamic resource allocation for 5G device-to-device communication based on expected SARSA
  Wanniarachchi, Shashini Thamarasie; Turau, Volker
  12th International Conference on Networked Systems (NETYS 2024)
  Publisher DOI
• Blockchain-based federated learning utilizing zero-knowledge proofs for verifiable training and aggregation
  Ebrahimi, Elmira; Ileri, Can Umut; Sober, Michael; Hoang, Anh-Tu; Sanders, William; Schulte, Stefan
  7th IEEE International Conference on Blockchain, Blockchain 2024: 54-63
  Publisher DOI
• Finding the perfect MRI sequence for your patient : towards an optimisation workflow for MRI-sequences
  Plump, Christina; Hoinkiss, Daniel C.; Huber, Jörn; Berger, Bernhard Johannes; Günther, Matthias; Lüth, Christoph; Drechsler, Rolf
  Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2024)
  Publisher DOI
• Needle tracking in low-resolution ultrasound volumes using deep learning
  Grube, Sarah; Latus, Sarah; Behrendt, Finn; Riabova, Oleksandra; Neidhardt, Maximilian; Schlaefer, Alexander
  International Journal of Computer Assisted Radiology and Surgery 19 (10): 1975-1981 (2024)
  Open Access | Publisher DOI
• Concatenated Bragg grating fiber-optic sensors for simultaneous measurement of curvature, temperature, and axial pressure
  Shojaei Khatouni, Sohrab; Zakowski, Sven; Hosseini Vedad, Reza; Masjedi, Mustafa; Askar, Akram; Ewald, Jan Christian Eli; Trieu, Hoc Khiem
  Journal of Sensors and Sensor Systems 13 (2): 147-155 (2024-07-08)
  Open Access | Publisher DOI
• A deep-learning-based approach towards identifying combined faults in structural health monitoring
  Al-Nasser, Heba; Al-Zuriqat, Thamer; Dragos, Kosmas; Chillón Geck, Carlos; Smarsly, Kay
  Proceedings of the 11th European Workshop on Structural Health Monitoring (EWSHM 2024)
  Open Access | Publisher DOI
• Towards detecting damage in lightweight bridges with traveling masses using machine learning
  Dadoulis, Georgios; Manolis, George; Katakalos, Konstantinos; Al-Zuriqat, Thamer; Dragos, Kosmas; Smarsly, Kay
  Proceedings of the European Conference on Computing in Construction, EC3 2024: 511-518
  Publisher DOI
• EmRad: ubiquitous vital sign sensing using compact continuous-wave radars
  Albrecht, Nils Christian; Langer, Dominik; Krauss, Daniel; Richer, Robert; Abel, Luca; Eskofier, Bjoern M.; Rohleder, Nicolas; Kölpin, Alexander
  IEEE Open Journal of Engineering in Medicine and Biology 5: 725-734 (2024-06-28)
  Open Access | Publisher DOI
• Self-supervised learning for classifying paranasal anomalies in the maxillary sinus
  Bhattacharya, Debayan; Behrendt, Finn; Becker, Benjamin Tobias; Maack, Lennart; Beyersdorff, Dirk; Petersen, Elina Larissa; Petersen, Marvin; Cheng, Bastian; Eggert, Dennis; Betz, Christian Stephan; Hoffmann, Anna Sophie; Schlaefer, Alexander
  International Journal of Computer Assisted Radiology and Surgery 19 (9): 1713–1721 (2024-06-08)
  Open Access | Publisher DOI
• A Two-Stage Machine Learning-Aided Approach for Quench Identification at the European XFEL
  Boukela, Lynda; Eichler, Annika; Branlard, Julien; Jomhari, Nazean Z.
  IFAC-PapersOnLine 58 (4): 402-407 (2024-06-01)
  Open Access | Publisher DOI
• SAR prediction for human head models considering dependencies on incident angle of exposure using parameter prioritization in ANNs
  Esmaeili, Hamideh; Yang, Cheng; Schuster, Christian
  IEEE MTT-S International Microwave Biomedical Conference, IMBioC 2024: 152-154 (2024)
  Publisher DOI
• FaMoS– Fast Model Learning for Hybrid Cyber-Physical Systems using Decision Trees
  Plambeck, Swantje; Bracht, Aaron; Hranisavljevic, Nemanja; Fey, Görschwin
  HSCC '24: Proceedings of the 27th ACM International Conference on Hybrid Systems: Computation and Control. - Art. no. 7 (2024)
  Open Access | Publisher DOI
• Open research data: Sensor Data for ML based Indoor Positioning
  Venzke, Marcus; Saigol, Ahmad Nadeem; Manikku Badu, Nisal Hemadasa
  Open Access
• A review and tutorial on machine learning-enabled radar-based biomedical monitoring
  Krauss, Daniel; Engel, Lukas; Ott, Tabea; Braeunig, Johanna; Richer, Robert; Gambietz, Markus; Albrecht, Nils Christian; Hille Eva Maria; Ullmann, Ingrid; Braun, Matthias; Dabrock, Peter; Kölpin, Alexander; Koelewijn, Anne D.; Eskofier, Björn; Vossiek, Martin
  IEEE Open Journal of Engineering in Medicine and Biology 5: 680-699 (2024)
  Publisher DOI
• Bridging the gap between machine learning and particle accelerator physics with high-speed, differentiable simulations
  Kaiser, Jan; Xu, Chenran; Eichler, Annika; Santamaria Garcia, Andrea
  Physical Review Accelerators and Beams 17 (5): 054601 (2024-05-01)
  Open Access | Publisher DOI
• Light-weight and person-independent radar-based hand gesture recognition for classification and regression of continuous gestures
  Stadelmayer, Thomas; Hassab, Youcef; Servadei, Lorenzo; Santra, Avik; Weigel, Robert; Lurz, Fabian
  IEEE Internet of Things Journal 11 (9): (2024-05-01)
  Publisher DOI
• Application of gaussian process regression for data efficient prediction of PCB-based power delivery network impedance features
  Hassab, Youcef; Schierholz, Christian Morten; Schuster, Christian
  SPI 2024 - 28th IEEE Workshop on Signal and Power Integrity, Proceedings
  Publisher DOI
• Can complex-valued neural networks improve force sensing with optical coherence tomography?
  Mieling, Till Robin; Latus, Sarah; Behrendt, Finn; Bhattacharya, Debayan; Neidhardt, Maximilian; Schlaefer, Alexander
  Proceedings - 21st IEEE International Symposium on Biomedical Imaging, ISBI 2024
  Publisher DOI
• Diffusion models with ensembled structure-based anomaly scoring for unsupervised anomaly detection
  Behrendt, Finn; Bhattacharya, Debayan; Maack, Lennart; Krüger, Julia; Opfer, Roland; Mieling, Till Robin; Schlaefer, Alexander
  Proceedings - 21st IEEE International Symposium on Biomedical Imaging, ISBI 2024
  Publisher DOI
• Dimensional reduction by auto-encoders in machine learning based power integrity analysis
  Nezhi, Zouhair; Stiemer, Marcus; Schierholz, Christian Morten; Schuster, Christian
  SPI 2024 - 28th IEEE Workshop on Signal and Power Integrity, Proceedings
  Publisher DOI
• PCB based power delivery network analysis using transfer learning and artificial neural networks
  Schierholz, Christian Morten; Schuster, Christian; Nezhi, Zouhair; Stiemer, Marcus
  SPI 2024 - 28th IEEE Workshop on Signal and Power Integrity, Proceedings
  Publisher DOI
• Towards the optimization of gas usage of solidity smart contracts with code mining
  Banerjee, Avik; Egge, Carl; Schulte, Stefan
  Proceedings 2024 IEEE International Conference on Blockchain and Cryptocurrency (ICBC): 365-367
  Publisher DOI
• Automatische Segmentierung und Detektion von Vestibularisschwannomen im MRT durch Deep Learning
  Häussler, Sophia; Schlaefer, Alexander; Betz, Christian Stephan; Della Seta, Marta; Battacharya, Debayan
  Laryngorhinootologie 103 (S 02): S17 (2024)
  Publisher DOI
• Data poisoning detection in federated learning
  Khuu, Denise-Phi; Sober, Michael Peter; Schallmoser, Dominik; Fischer, Mathias; Schulte, Stefan
  Proceedings of the ACM Symposium on Applied Computing (SAC 2024)
  Publisher DOI
• Convolutional transformer network for paranasal anomaly classification in the maxillary sinus
  Bhattacharya, Debayan; Behrendt, Finn; Maack, Lennart; Becker, Benjamin Tobias; Beyersdorff, Dirk; Petersen, Elina Larissa; Petersen, Marvin; Cheng, Bastian; Eggert, Dennis; Betz, Christian Stephan; Hoffmann, Anna Sophie; Schlaefer, Alexander
  Progress in Biomedical Optics and Imaging - Proceedings of SPIE 12927: 1292717 (2024)
  Publisher DOI
• Machine learning with computer networks: techniques, datasets, and models
  Afifi, Haitham; Pochaba, Sabrina; Boltres, Andreas; Laniewski, Dominic; Haberer, Janek; Paeleke, Leonard; Poorzare, Reza; Stolpmann, Daniel; Wehner, Nikolas; Redder, Adrian; Samikwa, Eric; Seufert, Michael
  IEEE access 12: 54673-54720 (2024)
  Open Access | Publisher DOI
• Neural constellation shaping and back-off training for memoryless power amplifiers
  Kopyto, David Jonas; Bauch, Gerhard
  IEEE Wireless Communications and Networking Conference (WCNC 2024)
  Open Access | Publisher DOI
• Nodule detection and generation on chest X-rays: NODE21 challenge
  Sogancioglu, Ecem; Ginneken, Bram van; Behrendt, Finn; Bengs, Marcel; Schlaefer, Alexander; Radu, Miron; Xu, Di; Sheng, Ke; Scalzo, Fabien; Marcus, Eric; Papa, Samuele; Teuwen, Jonas; Scholten, Ernst Th.; Schalekamp, Steven; Hendrix, Nils; Jacobs, Colin; Hendrix, Ward; Sánchez, Clara I.; Murphy, Keelin
  IEEE Transactions on Medical Imaging 43 (8): 2839-2853 (2024)
  Publisher DOI
• Artifact: end-to-end multi-modal tiny-cnn for cardiovascular monitoring on sensor patches
  Ibrahim, Mustafa Fuad Rifet; Alkanat, Tunc; Meijer, Maurice; Schlaefer, Alexander; Stelldinger, Peer
  IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops (2024)
  Publisher DOI
• Viscoelastic constitutive artificial neural networks (vCANNs) – A framework for data-driven anisotropic nonlinear finite viscoelasticity
  Abdolazizi, Kian Philipp; Linka, Kevin; Cyron, Christian J.
  Journal of Computational Physics 499: 112704 (2024-02-15)
  Open Access | Publisher DOI
• Multiple instance ensembling for paranasal anomaly classification in the maxillary sinus
  Bhattacharya, Debayan; Behrendt, Finn; Becker, Benjamin Tobias; Beyersdorff, Dirk; Petersen, Elina; Petersen, Marvin; Cheng, Bastian; Eggert, Dennis; Betz, Christian Stephan; Hoffmann, Anna Sophie; Schlaefer, Alexander
  International Journal of Computer Assisted Radiology and Surgery 19 (2): 223–231 (2024-02)
  Open Access | Publisher DOI
• Role of slice thickness quantification in the 3D reconstruction of FIB tomography data of nanoporous materials
  Sardhara, Trushal; Shkurmanov, Alexander; Li, Yong; Shi, Shan; Cyron, Christian J.; Aydin, Roland; Ritter, Martin
  Ultramicroscopy 256: 1-9 (2024-02)
  Open Access | Publisher DOI
• Machine learning-based positioning using multivariate time series classification for factory environments
  Hemadasa, Nisal; Venzke, Marcus; Turau, Volker; Huang, Yanqiu
  Smart and Sustainable Applications. - Oklahoma City, USA, 2024. -(Chronicle of Computing)
  Publisher DOI
• Machine learning for SAST: a lightweight and adaptable approach
  Hüther, Lorenz; Sohr, Karsten; Berger, Bernhard Johannes; Rothe, Hendrik; Edelkamp, Stefan
  Lecture Notes in Computer Science 14347: 85-104 (2024)
  Publisher DOI
• Data-driven and physics-based modelling of process behaviour and deposit geometry for friction surfacing
  Bock, Frederic E.; Kallien, Zina; Huber, Norbert; Klusemann, Benjamin
  Computer Methods in Applied Mechanics and Engineering 418: 116453 (2024)
  Open Access | Publisher DOI
• Open Loop Dynamic Trajectory Tracking Control of a Soft Robot using Learned Inverse Kinematics combined with a Dynamic Model
  Grube, Malte; Drücker, Svenja; Seifried, Robert
  European Control Conference (ECC 2024)
  Publisher DOI
• Quantitative evaluation of activation maps for weakly-supervised lung nodule segmentation
  Behrendt, Finn; Sonawane, Suyash; Bhattacharya, Debayan; Maack, Lennart; Krüger, Julia; Opfer, Roland; Schlaefer, Alexander
  Progress in Biomedical Optics and Imaging - Proceedings of SPIE 12927: 129272P (2024)
  Publisher DOI
• Towards Predictive Path-Following Control using Deep Neural Networks and Path Primitives
  Zometa, Pablo; Faulwasser, Timm
  European Control Conference (ECC 2024)
  Publisher DOI
• Inversion of Bayesian networks
  van Oostrum, Jesse; Van Hintum, Peter; Ay, Nihat
  International Journal of Approximate Reasoning 164 : 109042 (2024-01)
  Open Access | Publisher DOI
• End-to-end multi-modal tiny-CNN for cardiovascular monitoring on sensor patches
  Ibrahim, Mustafa Fuad Rifet; Alkanat, Tunc; Meijer, Maurice; Schlaefer, Alexander; Stelldinger, Peer
  IEEE International Conference on Pervasive Computing and Communications (PerCom 2024)
  Publisher DOI
• From WSQoSX to the Cloud : 10 Years of Research on Services Computing at KOM
  Schulte, Stefan; Berbner, Rainer; Eckert, Julian; Hans, Ronny; Holloway, Melanie; Lampe, Ulrich; Miede, André; Niemann, Michael; Papageorgiou, Apostolos; Repp, Nicolas; Schuller, Dieter
  Lecture Notes in Computer Science 15200: 101-113 (2024)
  Publisher DOI
• Information geometry of the Otto metric
  Ay, Nihat
  Information Geometry (in Press): (2024)
  Open Access | Publisher DOI
• Towards robustness evaluation of models for cyber-physical systems extended abstract
  Schmidt, Maximilian; Plambeck, Swantje; Fey, Görschwin
  MBMV 2024: Methoden und Beschreibungssprachen zur Modellierung und Verifikation von Schaltungen und Systemen - 27. Workshop. - Seite 106-109
  
• Weakly supervised Medulloblastoma tumor classification using domain specific patch-level feature extraction
  Maack, Lennart; Bhattacharya, Debayan; Behrendt, Finn; Bockmayr, Michael; Schlaefer, Alexander
  Progress in Biomedical Optics and Imaging - Proceedings of SPIE 12933: 129331C (2024)
  Publisher DOI

2023

• Enhancing Tool Replacement Decisions in Milling of Ti-6Al-4V Using Convolutional Neural Networks and Time-series-to-image Encoding
  Junghans, Sebastian; Flehmke, Malte; Stützle, Joshua; Möller, Carsten; Dege, Jan Hendrik
  Research Paper Series, SSRN (2023-11-29)
  Publisher DOI
• Modeling electrically long interconnects using physics-informed delayed gaussian processes
  Garbuglia, Federico; Reuschel, Torsten; Schuster, Christian; Deschrijver, Dirk; Dhaene, Tom; Spina, Domenico
  IEEE Transactions on Electromagnetic Compatibility 65 (6): 1715-1723 (2023-12)
  Publisher DOI
• Predicting corrosion inhibition efficiencies of small organic molecules using data-driven techniques
  Li, Xuejiao; Vaghefinazari, Bahram; Würger, Tim; Lamaka, Sviatlana V.; Zheludkevich, Mikhail L.; Feiler, Christian
  npj Materials Degradation 7 (1): 64 (2023-12-01)
  Open Access | Publisher DOI
• Searching the chemical space for effective magnesium dissolution modulators: a deep learning approach using sparse features
  Schiessler, Elisabeth J.; Würger, Tim; Vaghefinazari, Bahram; Lamaka, Sviatlana V.; Meißner, Robert; Cyron, Christian J.; Zheludkevich, Mikhail L.; Feiler, Christian; Aydin, Roland
  npj Materials Degradation 7 (1): 74 (2023-12-01)
  Open Access | Publisher DOI
• A systematic approach to deep learning-based nodule detection in chest radiographs
  Behrendt, Finn; Bengs, Marcel; Bhattacharya, Debayan; Krüger, Julia; Opfer, Roland; Schlaefer, Alexander
  Scientific Reports 13 (1): 10120 (2023-12)
  Open Access | Publisher DOI
• Automated Radar Data Labeling using MoveNet for Human Gesture Recognition
  Maiwald, Timo; Gabsteiger, Jasmin; Weigel, Robert; Lurz, Fabian
  Asia-Pacific Microwave Conference Proceedings (APMC 2023)
  Publisher DOI
• FNNs Models for Regression of S-Parameters in Multilayer Interconnects with Different Electrical Lengths
  Sanchez-Masis, Allan; Rimolo-Donadio, Renato; Roy, Kallol; Sulaiman, Modar; Schuster, Christian
  4th IEEE MTT-S Latin America Microwave Conference (LAMC 2023)
  Publisher DOI
• Reconstructing the infrared spectrum of a peptide from representative conformers of the full canonical ensemble
  Kotobi, Amir; Schwob, Lucas; Vonbun-Feldbauer, Gregor; Rossi, Mariana; Gasparotto, Piero; Feiler, Christian; Berden, Giel; Oomens, Jos; Oostenrijk, Bart; Scuderi, Debora; Bari, Sadia; Meißner, Robert
  Communications Chemistry 6 (1): 46 (2023-12)
  Open Access | Publisher DOI
• Machine learning for phase-resolved reconstruction of nonlinear ocean wave surface elevations from sparse remote sensing data
  Ehlers, Svenja; Klein, Marco; Heinlein, Alexander; Wedler, Mathies; Desmars, Nicolas; Hoffmann, Norbert; Stender, Merten
  Ocean Engineering 288 (1): 116059 (2023-11-15)
  Open Access | Publisher DOI
• NICOL : a Neuro-Inspired Collaborative semi-humanoid robot that bridges social interaction and reliable manipulation
  Kerzel, Matthias; Allgeuer, Philipp; Strahl, Erik; Frick, Nicolas; Habekost, Jan-Gerrit; Eppe, Manfred; Wermter, Stefan
  IEEE Access 11: 123531-123542 (2023)
  Open Access | Publisher DOI
• ML-Modelle für den intelligenten Werkzeugwechsel
  Junghans, Sebastian; Möller, Carsten; Dege, Jan Hendrik
  Zeitschrift für wirtschaftlichen Fabrikbetrieb 118 (11): 752-757 (2023-11)
  Publisher DOI
• Integrating explainability into graph neural network models for the prediction of X-ray absorption spectra
  Kotobi, Amir; Singh, Kanishka; Höche, Daniel; Bari, Sadia; Meißner, Robert; Bande, Annika
  Journal of the American Chemical Society 145 (41): 22584-22598 (2023-10-09)
  Publisher DOI
• Engineering-informed design space reduction for PCB-Based power delivery networks
  Schierholz, Christian Morten; Hassab, Youcef; Schuster, Christian
  IEEE transactions on components, packaging and manufacturing technology 13 (10): 1613-1623 (2023-10-01)
  Publisher DOI
• On a stochastic fundamental lemma and its use for data-driven optimal control
  Pan, Guanru; Ou, Ruchuan; Faulwasser, Timm
  IEEE Transactions on Automatic Control 68 (10): 5922-5937 (2023-10-01)
  Publisher DOI
• Hidden node-aware dynamic spectrum access using deep learning for coexisting aeronautical communication systems
  Schulz, Leonard Paul; Kopyto, David Jonas; Stolpmann, Daniel; Lindner, Sebastian; Bauch, Gerhard; Timm-Giel, Andreas
  IEEE 97th Vehicular Technology Conference (VTC 2023 Fall)
  Publisher DOI
• Cooperative Bayesian optimization for imperfect agents
  Khoshvishkaie, Ali; Mikkola, Petrus; Murena, Pierre-Alexandre; Kaski, Samuel
  European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2023)
  Publisher DOI
• Machine learning simulation of one-dimensional deterministic water wave propagation
  Wedler, Mathies; Stender, Merten; Klein, Marco; Hoffmann, Norbert
  Ocean Engineering 284: 115222 (2023-09-15)
  Publisher DOI
• Nodule detection in chest radiographs with unsupervised pre-trained detection transformers
  Behrendt, Finn; Bhattacharya, Debayan; Krüger, Julia; Opfer, Roland; Schlaefer, Alexander
  IEEE 20th International Symposium on Biomedical Imaging (ISBI 2023)
  Publisher DOI
• Real-time motion analysis with 4D deep learning for ultrasound-guided radiotherapy
  Bengs, Marcel; Sprenger, Johanna; Gerlach, Stefan; Neidhardt, Maximilian; Schlaefer, Alexander
  IEEE Transactions on Biomedical Engineering 70 (9): 2690-2699 (2023-09-01)
  Publisher DOI
• Comparison of WiFi interference mitigation strategies in DSME networks: Leveraging reinforcement learning with expected SARSA
  Mantilla-González, Ivonne; Turau, Volker
  3rd IEEE International Mediterranean Conference on Communications and Networking (MeditCom 2023)
  Publisher DOI
• Contactless in-bed movement in various scales classification with CW radar
  Lu, Hui; Wenzel, Marvin; Steigleder, Tobias; Klinger, Isabell; Ostgathe, Christoph; Kölpin, Alexander
  20th European Radar Conference (EuRAD 2023)
  Publisher DOI
• Physics Inspired Artificial Neural Network Adaptation for SAR Prediction in Bio-EM Problems
  Esmaeili, Hamideh; Yang, Cheng; Schuster, Christian
  IEEE MTT-S International Microwave Biomedical Conference (IMBioC 2023)
  Publisher DOI
• Reinforcement learning based coordination of virtual inertia provision from inverter-dominated distribution grids
  Stock, Simon; Babazadeh, Davood; Hund, Philipp; Becker, Christian
  32nd IEEE International Symposium on Industrial Electronics (ISIE 2023)
  Publisher DOI
• Towards the automatic generation of models for prediction, monitoring, and testing of cyber-physical systems
  Knitt, Markus; Plambeck, Swantje; Wieck, Jan Christian; Kohlisch, Julian; Balduin, Stephan; Veith, Eric M.S.P.; Schyga, Jakob; Hinckeldeyn, Johannes; Fey, Görschwin; Kreutzfeldt, Jochen
  28th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA 2023)
  Publisher DOI
• Machine learning-based positioning using multivariate time series classification for factory environments
  Manikku Badu, Nisal Hemadasa; Venzke, Marcus; Turau, Volker; Huang, Yanqiu
  arXiv: 2308.11670 (2023)
  Open Access | Publisher DOI
• Bayesian physics-informed neural networks for robust system identification of power systems
  Stock, Simon; Stiasny, Jochen; Babazadeh, Davood; Becker, Christian; Chatzivasileiadis, Spyros J.
  IEEE Belgrade PowerTech (2023)
  Publisher DOI
• A comparative study of visual identification methods for highly similar engine tubes in aircraft maintenance, repair and overhaul
  Prünte, Philipp Julian; Schoepflin, Daniel; Schüppstuhl, Thorsten
  Sensors 23 (15): 6779 (2023-07-28)
  Open Access | Publisher DOI
• Modeling and advanced control for designing a soft material robot
  Grube, Malte; Bekman, Timur; Seifried, Robert
  11th ECCOMAS Thematic Conference on Multibody Dynamics (MULTIBODY 2023)
  
• Towards an accurate 3D reconstruction of nano-porous structures using FIB tomography and monte carlo simulations with machine learning
  Sardhara, Trushal; Shkurmanov, Alexander; Aydin, Roland; Cyron, Christian J.; Ritter, Martin
  Microscopy and microanalysis 29 (1): 545-546 (2023-07-22)
  Publisher DOI
• Patched diffusion models for unsupervised anomaly detection in brain MRI
  Behrendt, Finn; Bhattacharya, Debayan; Krüger, Julia; Opfer, Roland; Schlaefer, Alexander
  Proceedings of Machine Learning Research 227: 1019-1032 (2023)
  Publisher DOI
• Tissue classification during needle insertion using self-supervised contrastive learning and optical coherence tomography
  Bhattacharya, Debayan; Latus, Sarah; Behrendt, Finn; Thimm, Florin; Eggert, Dennis; Betz, Christian; Schlaefer, Alexander
  45th Annual International Conference of the IEEE Engineering in Medicine and Biology Conference (EMBC 2023)
  Open Access | Publisher DOI
• Learning to do or learning while doing: reinforcement learning and bayesian optimisation for online continuous tuning
  Kaiser, Jan; Xu, Chenran; Eichler, Annika; Santamaria Garcia Andrea; Stein, Oliver; Bruendermann, Erik; Kuropka, Willi; Dinter, Hannes; Burkart, Florian; Vinatier, Thomas; Mayet, Frank; Schlarb, Holger
  arXiv: 2306.03739 (2023)
  Open Access | Publisher DOI
• Probabilistic analysis of composite stiffened panels including random AFP-produced defects towards enhanced design allowables
  Balokas, Georgios; Heinecke, Falk; Liebisch, Martin; Wille, Tobias; Kriegesmann, Benedikt
  Composite Structures 313: 116923 (2023-06-01)
  Publisher DOI
• GLRP: Guided by Layer-wise Relevance Propagation - Selecting Crucial Neurons in Artificial Neural Networks
  Bahnsen, Fin Hendrik; Bernhard Johannes Berger; Fey, Görschwin
  12th International Conference on Modern Circuits and Systems Technologies (MOCAST 2023)
  Publisher DOI
• Invariance properties of the natural gradient in overparametrised systems
  van Oostrum, Jesse; Müller, Johannes; Ay, Nihat
  Information Geometry 6 (1): 51-67 (2023-06)
  Open Access | Publisher DOI
• SAR Prediction in Human Head Tissues with Varying Material Parameters Using an Artificial Neural Network Proceedings Article
  Esmaeili, Hamideh; Yang, Cheng; Schuster, Christian
  Annual Conference of BioEM, Oxford, United Kingdom (2023)
  
• Sensor fusion for the robust detection of facial regions of neonates using neural networks
  Gleichauf, Johanna; Hennemann, Lukas; Fahlbusch, Fabian; Hofmann, Oliver; Niebler, Christine; Kölpin, Alexander
  Sensors 23 (10): 4910 (2023)
  Open Access | Publisher DOI
• Klassifizierung von Prozesszuständen beim Bohren
  Flehmke, Malte; Romanenko, Denys; Rosenthal, Oliver; Dege, Jan Hendrik
  ZWF Zeitschrift fuer Wirtschaftlichen Fabrikbetrieb 118 (5): 302-306 (2023)
  Publisher DOI
• Deep-Learning-basierte Aufnahmeunterstützung für endoskopisches Narrow Band Imaging des Larynx
  Eggert, Dennis; Bhattacharya, Debayan; Felicio-Briegel, Axelle; Volgger, Veronika; Betz, Christian Stephan; Schlaefer, Alexander
  Laryngo-Rhino-Otologie 102 (S 02): 31-32 (2023)
  Publisher DOI
• Deep-learning-based image acquisition support tool for endoscopic narrow band imaging of the larynx
  Eggert, Dennis; Bhattacharya, Debayan; Felicio-Briegel, Axelle; Volgger, Veronika; Schlaefer, Alexander; Betz, Christian Stephan
  Laryngo-Rhino-Otologie 102(S02): 31-32 (2023)
  Publisher DOI
• Recent progress on geometrical and stress concentration characterization of welded joints
  Braun, Moritz
  AIP Conference Proceedings 2674 (1): 030071 (2023)
  Open Access | Publisher DOI
• Collaborative Robotic Biopsy with Trajectory Guidance and Needle Tip Force Feedback
  Mieling, Till Robin; Neidhardt, Maximilian; Latus, Sarah; Stapper, Carolin; Gerlach, Stefan; Kniep, Inga; Heinemann, Axel; Ondruschka, Benjamin; Schlaefer, Alexander
  IEEE International Conference on Robotics and Automation (ICRA 2023) 2023: 6893-6900
  Open Access | Publisher DOI
• Data-Driven Test Generation for Black-Box Systems from Learned Decision Tree Models
  Plambeck, Swantje; Fey, Görschwin
  26th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS 2023)
  Publisher DOI
• Lifecycle Management of Federated Learning Artifacts in Industrial Applications
  Hiessl, Thomas; Lakani, Safoura Rezapour; Ungersboeck, Michael; Kemnitz, Jana; Schall, Daniel; Schulte, Stefan
  7th IEEE International Conference on Fog and Edge Computing (ICFEC 2023)
  Publisher DOI
• Modeling S-parameters of Interconnects using Periodic Gaussian Process Kernels
  Garbuglia, Federico; Spina, Domenico; Reuschel, Torsten; Schuster, Christian; Deschrijver, Dirk; Dhaene, Tom
  27th IEEE Workshop on Signal and Power Integrity (SPI 2023)
  Publisher DOI
• Unsupervised Anomaly Detection of Paranasal Anomalies in the Maxillary Sinus
  Bhattacharya, Debayan; Behrendt, Finn; Becker, Benjamin Tobias; Beyersdorff, Dirk; Petersen, Elina; Petersen, Marvin; Cheng, Bastian; Eggert, Dennis; Betz, Christian Stephan; Hoffmann, Anna Sophie; Schlaefer, Alexander
  Medical Imaging: Image Processing (2023)
  Publisher DOI
• Ultrasound Shear Wave Velocity Estimation in a small Field of View via Spatio-Temporal Deep Learning
  Grube, Sarah; Bengs, Marcel; Neidhardt, Maximilian; Latus, Sarah; Schlaefer, Alexander
  Medical Imaging: Image Processing (2023)
  Publisher DOI
• Automated Radar Data Labeling through Computer Vision
  Gabsteiger, Jasmin; Maiwald, Timo; Wünsche, Simon; Weigel, Robert; Lurz, Fabian
  IEEE Wireless and Microwave Technology Conference (WAMICON 2023)
  Open Access | Publisher DOI
• Towards neural network‐based numerical friction models
  Vater, Kerstin; Stender, Merten; Hoffmann, Norbert
  Proceedings in applied mathematics and mechanics 22 (1): e202200262 (2023-03-24)
  Open Access | Publisher DOI
• Up-Net : a generic deep learning-based time stepper for parameterized spatio-temporal dynamics
  Stender, Merten; Ohlsen, Jakob; Geisler, Hendrik; Chabchoub, Amin; Hoffmann, Norbert; Schlaefer, Alexander
  Computational Mechanics 71 (6): 1227-1249 (2023)
  Open Access | Publisher DOI
• KI-basiertes Energiemanagement für Schiffe mit Gleichspannungs-Energienetzen
  Annuth, Robert; Nußbaum, Finn Ole; Becker, Christian
  Technische Universität Hamburg (2023)
  Open Access
• Data-Driven Test Generation for Black-Box Systems From Learned Decision Tree Models
  Plambeck, Swantje; Fey, Görschwin
  26. Workshop Methoden und Beschreibungssprachen zur Modellierung und Verifikation von Schaltungen und Systemen (MBMV 2023); 84-85
  Open Access
• Extended Abstract: Data-Driven Test Generation for Black-Box Systems From Learned Decision Tree Models
  Plambeck, Swantje; Fey, Görschwin
  26. Workshop Methoden und Beschreibungssprachen zur Modellierung und Verifikation von Schaltungen und Systemen (MBMV 2023)
  
• Predictive Maintenance for the Optical Synchronization System of the European XFEL: A Systematic Literature Survey
  Grünhagen, Arne; Tropmann-Frick, Marina; Eichler, Annika; Fey, Görschwin
  Database Systems for Business, Technology and Web (BTW 2023)
  Publisher DOI
• Robust berth scheduling using machine learning for vessel arrival time prediction
  Kolley, Lorenz; Rückert, Nicolas; Kastner, Marvin; Jahn, Carlos; Fischer, Kathrin
  Flexible Services and Manufacturing Journal 35: 29–69 (2023-03)
  Open Access | Publisher DOI
• Adaptive fault diagnosis for simultaneous sensor faults in structural health monitoring systems
  Al-Zuriqat, Thamer; Chillón Geck, Carlos; Dragos, Kosmas; Smarsly, Kay
  Infrastructures 8 (3): 39 (2023)
  Open Access | Publisher DOI
• Optical force estimation for interactions between tool and soft tissues
  Neidhardt, Maximilian; Mieling, Till Robin; Bengs, Marcel; Schlaefer, Alexander
  Scientific Reports 13 (1): 506 (2023-12)
  Open Access | Publisher DOI
• Quantized deep path-following control on a microcontroller
  Zometa, Pablo; Faulwasser, Timm
  21st European Control Conference (ECC 2023)
  Publisher DOI
• Accurate heart beat detection with doppler radar using bidirectional GRU network
  Lu, Hui; Heyder, Markus; Wenzel, Marvin; Albrecht, Nils Christian; Langer, Dominik; Kölpin, Alexander
  IEEE Radio and Wireless Symposium (RWS 2023)
  Publisher DOI
• Data-Efficient Supervised Machine Learning Technique for Practical PCB Noise Decoupling
  Schierholz, Christian Morten; Erdin, Ihsan; Balachandran, Jayaprakash; Schuster, Christian
  DesignCon (2023)
  
• Long-distance heart sound detection using 122 GHz CW radar with 3D printed high-gain antennas
  Albrecht, Nils Christian; Heyer, Markus; Wenzel, Marvin; Langer, Dominik; Lu, Hui; Kölpin, Alexander
  IEEE Radio and Wireless Symposium (RWS 2023)
  Publisher DOI
• Out-of-distribution detection for radar-based gesture recognition using metric-learning
  Stadelmayer, Thomas; Servadei, Lorenzo; Santra, Avik; Weigel, Robert; Lurz, Fabian
  IEEE Radio and Wireless Symposium (RWS 2023)
  Publisher DOI
• A Safe Bayesian Optimization Algorithm for Tuning the Optical Synchronization System at European XFEL
  Lübsen, Jannis; Schütte, Maximilian; Schulz, Sebastian; Eichler, Annika
  IFAC-PapersOnLine 56 (2): 3079-3085 (2023)
  Open Access | Publisher DOI
• A computational approach to magnesium corrosion engineering
  Würger, Tim
  Dr. Hut 978-3-8439-5201-9: (2023)
  Open Access
• A data-driven anomaly detection on SRF cavities at the European XFEL
  Sulc, Antonin; Eichler, Annika; Wilsken, T.
  Journal of Physics: Conference Series, Volume 2420, 13th International Particle Accelerator Conference (IPAC'22) 12 - 17 June 2022, Bangkok, Thailand. - 012070 (2022)
  Publisher DOI
• Ageing analysis of embedded SRAM on a large-scale testbed using machine learning
  Lanzieri, Leandro; Kietzmann, Peter; Fey, Görschwin; Schmidt, Thomas C.; Schlarb, Holger
  26th Euromicro Conference on Digital System Design: 335-242 (2023)
  Publisher DOI
• Data driven system identification for solid oxide fuel cell systems
  Strobel, Florian Thorsten Lutz; Babazadeh, Davood; Becker, Christian
  IEEE Belgrade PowerTech (2023)
  Publisher DOI
• Deformation by design: data-driven approach to predict and modify deformation in thin Ti-6Al-4V sheets using laser peen forming
  Sala, Siva Teja; Bock, Frederic E.; Pöltl, Dominik; Klusemann, Benjamin; Huber, Norbert; Kašaev, Nikolai
  Journal of Intelligent Manufacturing (in Press): (2023)
  Open Access | Publisher DOI
• EVOAL : a domain-specific language-based approach to optimisation
  Berger, Bernhard Johannes; Plump, Christina; Drechsler, Rolf
  IEEE Congress on Evolutionary Computation (CEC 2023)
  Publisher DOI
• In-network Round-Trip Time estimation for TCP flows
  Stolpmann, Daniel; Timm-Giel, Andreas
  2nd Workshop on Machine Learning & Netwoking (MaLeNe 2023)
  
• Latency-optimized hardware acceleration of multilayer perceptron inference
  Zoubi, Ahmad al-; Schaible, Benedikt; Martino, Gianluca; Fey, Görschwin
  26th Euromicro Conference on Digital System Design: 235-241 (2023)
  Publisher DOI
• Low-latency real-time inference for multilayer perceptrons on FPGAs
  Al-Zoubi, Ahmad; Fey, Görschwin
  International Workshop on Boolean Problems (2023)
  Publisher DOI
• Machine learning-based state maps for complex dynamical systems: applications to friction-excited brake system vibrations
  Geier, Charlotte; Hamdi, Said; Chancelier, Thierry; Dufrenoy, Philippe; Hoffmann, Norbert; Stender, Merten
  Nonlinear Dynamics 111: 22137–22151 (2023)
  Open Access | Publisher DOI
• Parareal with a physics-informed neural network as coarse propagator
  Ibrahim, Abdul Qadir; Götschel, Sebastian; Ruprecht, Daniel
  29th International Conference on Parallel and Distributed Computing (Euro-Par 2023)
  Open Access | Publisher DOI
• Safe usage of multi-cores in neural network avionics applications
  Hapka, Robin; Christmann, Anika; Ernst, Rolf; Kuzolap, Alexander; Hecker, Peter; Rockschies, Marius; Halle, Martin; Thielecke, Frank
  42nd IEEE/AIAA Digital Avionics Systems Conference (DASC 2023)
  Publisher DOI

2022

• Mixing evolution behavior of raw and gasified biomass pellets in a fluidized bed reactor
  Wang, Shen; Song, Tao; Jarolin, Kolja; Dymala, Timo; Dosta, Maksym; Heinrich, Stefan; Shen, Laihong
  Chemical Engineering Science 264: 118161 (2022-12-31)
  Publisher DOI
• Machine learning models for photonic crystals band diagram prediction and gap optimisation
  Nikulin, A.; Zisman, I.; Eich, Manfred; Petrov, Alexander Yu.; Itin, Alexander
  Photonics and Nanostructures - Fundamentals and Applications 52: 101076 (2022-12)
  Publisher DOI
• Surface similarity parameter : a new machine learning loss metric for oscillatory spatio-temporal data
  Wedler, Mathies; Stender, Merten; Klein, Marco; Ehlers, Svenja; Hoffmann, Norbert
  Neural Networks 156: 123-134 (2022-12)
  Open Access | Publisher DOI
• Hierarchical coarse-grained strategy for macromolecular self-assembly : application to hepatitis B virus-like particles
  Depta, Philipp Nicolas; Dosta, Maksym; Wenzel, Wolfgang; Kozlowska, Mariana; Heinrich, Stefan
  International Journal of Molecular Sciences 23 (23): 14699 (2022)
  Open Access | Publisher DOI
• Language-conditioned reinforcement learning to solve misunderstandings with action corrections
  Röder, Frank; Eppe, Manfred
  36th Conference on Neural Information Processing Systems (NeurIPS 2022)
  Publisher DOI
• Radar-Based Gesture Recognition Using a Variational Autoencoder With Deep Statistical Metric Learning
  Stadelmayer, Thomas; Santra, Avik; Weigel, Robert; Lurz, Fabian
  IEEE Transactions on Microwave Theory and Techniques 70 (11): 5051-5052 (2022-11-01)
  Publisher DOI
• AI-based optimization for US-guided radiation therapy of the prostate
  Gerlach, Stefan; Hofmann, Theresa; Fürweger, Christoph; Schlaefer, Alexander
  International Journal of Computer Assisted Radiology and Surgery 17 (11): 2023-2032 (2022-11)
  Open Access | Publisher DOI
• Natural Reweighted Wake–Sleep
  Várady, Csongor-Huba; Volpi, Riccardo; Malagò, Luigi; Ay, Nihat
  Neural Networks 155: 574-591 (2022-11)
  Publisher DOI
• Regression Trees for System Models and Prediction
  Plambeck, Swantje; Fey, Görschwin
  4th Workshop on Artificial Intelligence and Formal Verification, Logic, Automata, and Synthesis (OVERLAY 2022)
  
• Fast gradient estimation for variational quantum algorithms
  Bittel, Lennart; Watty, Jens; Kliesch, Martin
  arXiv: 2210.06484 (2022)
  Publisher DOI
• Application of physics-based graph convolutional network in real-time state estimation of under-determined distribution grids
  Stock, Simon; Dressel, Markus; Babazadeh, Davood; Becker, Christian
  IEEE PES Innovataive Smart Grid Technologies Europe, ISGT Europe (2022)
  Publisher DOI
• A Deep Learning Approach to Solving Morphological Analogies
  Marquer, Esteban; Alsaidi, Safa; Decker, Amandine; Murena, Pierre Alexandre; Couceiro, Miguel
  Lecture notes in computer science 13405 LNAI: 159-174 (2022)
  Publisher DOI
• CNN Implementation and Analysis on Xilinx Versal ACAP at European XFEL
  Al-Zoubi, Ahmad; Martino, Gianluca; Bahnsen, Fin Hendrik; Zhu, Jun; Schlarb, Holger; Fey, Görschwin
  35th IEEE International System-on-Chip Conference (SOCC 2022)
  Publisher DOI
• Can we Bridge AI’s responsibility gap at Will?
  Kiener, Maximilian
  Ethical Theory and Moral Practice 25 (4): 575-593 (2022-09)
  Publisher DOI
• Cohort-based Federated Learning Services for Industrial Collaboration on the Edge
  Hiessl, Thomas; Lakani, Safoura Rezapour; Kemnitz, Jana; Schall, Daniel; Schulte, Stefan
  Journal of Parallel and Distributed Computing 167: 64-76 (2022-09)
  Publisher DOI
• Complex-Valued Neural Networks for Millimeter Wave FMCW-Radar Angle Estimations
  Kaiser, Kevin; Daugalas, Jonas; Lopez-Randulfe, Javier; Knoll, Alois; Weigel, Robert; Lurz, Fabian
  19th European Radar Conference (EuRAD 2022)
  Publisher DOI
• Decision Tree Models of Continuous Systems
  Plambeck, Swantje; Fey, Görschwin
  27th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA 2022)
  Publisher DOI
• Decision Trees for Analyzing Influences on the Accuracy of Indoor Localization Systems
  Schyga, Jakob; Plambeck, Swantje; Hinckeldeyn, Johannes; Fey, Görschwin; Kreutzfeldt, Jochen
  12th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2022)
  Publisher DOI
• Deep Learning-Based Dynamic Spectrum Access for Coexistence of Aeronautical Communication Systems
  Kopyto, David Jonas; Lindner, Sebastian; Schulz, Leonard Paul; Stolpmann, Daniel; Bauch, Gerhard; Timm-Giel, Andreas
  96th IEEE Vehicular Technology Conference (VTC Fall 2022)
  Publisher DOI
• Grounding hindsight instructions in multi-goal reinforcement learning for robotics
  Röder, Frank; Eppe, Manfred; Wermter, Stefan
  2022 IEEE International Conference on Development and Learning (ICDL 2022): 170-177
  Publisher DOI
• Supervised Contrastive Learning to Classify Paranasal Anomalies in the Maxillary Sinus
  Bhattacharya, Debayan; Becker, Benjamin Tobias; Behrendt, Finn; Bengs, Marcel; Beyersdorff, Dirk; Eggert, Dennis; Petersen, Elina; Jansen, Florian; Petersen, Marvin; Cheng, Bastian; Betz, Christian Stephan; Schlaefer, Alexander; Hoffmann, Anna Sophie
  Lecture Notes in Computer Science 13433 LNCS: 429-428 (2022)
  Publisher DOI
• Towards neural network-based numerical friction models
  Vater, Kerstin; Stender, Merten; Hoffmann, Norbert
  92nd Annual Meeting of the International Association of Applied Mathematics and Mechanics (GAMM 2022)
  Open Access
• Data-driven stability maps for friction induced vibrations
  Geier, Charlotte Magdalena; Stender, Merten; Hamdi, Said; Hoffmann, Norbert; Chancelier, Thierry
  92nd Annual Meeting of the International Association of Applied Mathematics and Mechanics (GAMM 2022)
  Open Access
• Comparison of machine learning and stress concentration factors-based fatigue failure prediction in small-scale butt-welded joints
  Braun, Moritz; Kellner, Leon
  Fatigue and Fracture of Engineering Materials and Structures 45 (11): 3403-3417 (2022)
  Open Access | Publisher DOI
• Information bottleneck signal processing and learning to maximize relevant information for communication receivers
  Lewandowsky, Jan; Bauch, Gerhard; Stark, Maximilian
  Entropy 24 (7): 972 (2022)
  Open Access | Publisher DOI
• Data-efficient vision transformers for multi-label sisease classification on chest radiographs
  Behrendt, Finn; Bhattacharya, Debayan; Krüger, Julia; Opfer, Roland; Schlaefer, Alexander
  Current Directions in Biomedical Engineering 8 (1): 34-37 (2022-07)
  Open Access | Publisher DOI
• GANs for generation of synthetic ultrasound images from small datasets
  Maack, Lennart; Holstein, Lennart; Schlaefer, Alexander
  Current Directions in Biomedical Engineering 8 (1): 17-20 (2022-07)
  Open Access | Publisher DOI
• Measuring the Feasibility of Analogical Transfer using Complexity
  Murena, Pierre Alexandre
  CEUR Workshop Proceedings 3174 : 62-74 (2022)
  
• Multivariate simulation of offshore weather time series: a comparison between markov chain, autoregressive, and long short-term memory models
  Eberle, Sebastian; Cevasco, Debora; Schwarzkopf, Marie-Antoinette; Hollm, Marten; Seifried, Robert
  Wind 2 (2): 394-414 (2022-06-16)
  Open Access | Publisher DOI
• Statistical characterization of stress concentrations along butt joint weld seams using deep neural networks
  Braun, Moritz; Neuhäusler, Josef; Denk, Martin; Renken, Finn; Kellner, Leon; Schubnell, Jan; Jung, Matthias; Rother, Klemens; Ehlers, Sören
  Applied Sciences 12 (12): 6089 (2022)
  Open Access | Publisher DOI
• ANN-assisted optimization-based design of energy-integrated distillation columns
  Kruber, Kai; Miroschnitschenko, Anna; Skiborowski, Mirko
  Computer Aided Chemical Engineering 51 : 1261-1266 (2022-01)
  Publisher DOI
• Application of machine learning for the generation of tailored wave sequences
  Klein, Marco; Stender, Merten; Wedler, Mathies; Ehlers, Svenja; Hartmann, Moritz Cornelius Nikolaus; Desmars, Nicolas; Pick, Marc-André; Seifried, Robert; Hoffmann, Norbert
  41st International Conference on Ocean, Offshore and Arctic Engineering (OMAE 2022)
  Publisher DOI
• Comparing R-Vine Copulas and Quantile Regression Forests for Reliability Forecasting of Renewable Energies
  Möws, Stefan; Ahrens, Marisa; Becker, Christian
  IEEE Mediterranean Electrotechnical Conference (MELECON 2022)
  Publisher DOI
• Deep learning based segmentation of cervical blood vessels in ultrasound images
  Sonntag, Tim; Bauer, Marcus; Sprenger, Johanna; Gerlach, Stefan; Breitfeld, Philipp; Schlaefer, Alexander
  The European Anaesthesiology Congress (Euroanaesthesia 2022)
  
• Generation of synthetic AI training data for robotic grasp-candidate identification and evaluation in intralogistics bin-picking scenarios
  Holst, Dirk; Schoepflin, Daniel; Schüppstuhl, Thorsten
  31st International Conference on Flexible Automation and Intelligent Manufacturing (FAIM 2022)
  Open Access | Publisher DOI
• Real-time inertia estimation in an inverter-dominated distribution grid using a physics-informed recurrent neural network
  Plant, Rebecca; Stock, Simon; Babazadeh, Davood; Becker, Christian
  CIRED Porto Workshop 2022: 1403 (2022)
  Publisher DOI
• Weak bond detection in single-lap shear bonds by evaluating vibroacoustic modulations with artificial neural networks
  Boll, Benjamin; Willmann, Erik; Fiedler, Bodo; Meißner, Robert
  20th European Conference on Composite Materials (ECCM 2022) 3: 509-516 (2022)
  Open Access
• Procedural synthetic training data generation for AI-based defect detection in industrial surface inspection
  Schmedemann, Ole; Baaß, Melvin; Schoepflin, Daniel; Schüppstuhl, Thorsten
  Procedia CIRP 107: 1101-1106 (2022)
  Open Access | Publisher DOI
• Predicting and understanding arterial elasticity from key microstructural features by bidirectional deep learning
  Linka, Kevin; Cavinato, Cristina; Humphrey, Jay Dowell; Cyron, Christian J.
  Acta Biomaterialia 147: 63-72 (2022)
  Open Access | Publisher DOI
• Explaining Cyber-Physical Systems Using Decision Trees
  Plambeck, Swantje; Fey, Görschwin; Schyga, Jakob; Hinckeldeyn, Johannes; Kreutzfeldt, Jochen
  2nd International Workshop on Computation-Aware Algorithmic Design for Cyber-Physical Systems (CAADCPS 2022)
  Publisher DOI
• Parametric S-Parameters for PCB based Power Delivery Network Design Using Machine Learning
  Schierholz, Christian Morten; Erdin, Ihsan; Balachandran, Jayaprakash; Yang, Cheng; Schuster, Christian
  26th IEEE Workshop on Signal and Power Integrity (SPI 2022)
  Publisher DOI
• Ultrasound shear wave elasticity imaging with spatio-temporal deep learning
  Neidhardt, Maximilian; Bengs, Marcel; Latus, Sarah; Gerlach, Stefan; Cyron, Christian J.; Sprenger, Johanna; Schlaefer, Alexander
  IEEE Transactions on Biomedical Engineering 69 (11): 3356-3364 (2022-11-01)
  Open Access | Publisher DOI
• Infratentorial lesions in multiple sclerosis patients: intra- and inter-rater variability in comparison to a fully automated segmentation using 3D convolutional neural networks
  Krüger, Julia; Ostwaldt, Ann-Christin; Spies, Lothar; Geisler, Benjamin; Schlaefer, Alexander; Kitzler, Hagen H.; Schippling, Sven; Opfer, Roland
  European Radiology 32 (4): 2798-2809 (2022-04)
  Publisher DOI
• Tool Wear Classification in Automated Drilling Operations of Aircraft Structure Components using Artificial Intelligence Methods (SAE Paper 2022-01-0040)
  Koch, Julian; Schoepflin, Daniel; Venkatanarasimhan, Arvind; Schüppstuhl, Thorsten
  SAE International AeroTech (AEROTECH 2022 )
  Publisher DOI
• Data-driven surrogate modeling of aerodynamic forces on the superstructure of container vessels
  Pache, Rupert; Rung, Thomas
  Engineering Applications of Computational Fluid Mechanics 16 (1): 746-763 (2022)
  Open Access | Publisher DOI
• In vivo detection of head and neck tumors by hyperspectral imaging combined with deep learning methods
  Eggert, Dennis; Bengs, Marcel; Westermann, Stephan; Gessert, Nils Thorben; Gerstner, Andreas; Müller, Nina; Bewarder, Julian; Schlaefer, Alexander; Betz, Christian Stephan; Laffers, Wiebke
  Journal of Biophotonics 15 (3): e202100167 (2022-03)
  Open Access | Publisher DOI
• Self-supervised U-Net for segmenting flat and sessile polyps
  Bhattacharya, Debayan; Betz, Christian; Eggert, Dennis; Schlaefer, Alexander
  Progress in Biomedical Optics and Imaging - Proceedings of SPIE 12033: 120333F, 1-6 (2022)
  Publisher DOI
• Sensor Fault Diagnosis Coupling Deep Learning and Wavelet Transforms
  Peralta Abadia, Jose; Fritz, Henrieke; Dragos, Kosmas; Smarsly, Kay
  13th International Workshop on Structural Health Monitoring: Enabling Next-Generation SHM for Cyber-Physical Systems (IWSHM 2021)
  
• Unsupervised anomaly detection in 3D brain MRI using deep learning with impured training data
  Behrendt, Finn; Bengs, Marcel; Rogge, Frederik; Krüger, Julia; Opfer, Roland; Schlaefer, Alexander
  19th IEEE International Symposium on Biomedical Imaging (ISBI 2022)
  Publisher DOI
• Unsupervised anomaly detection in 3D brain MRI using deep learning with multi-task brain age prediction
  Bengs, Marcel; Behrendt, Finn; Laves, Max-Heinrich; Krüger, Julia; Opfer, Roland; Schlaefer, Alexander
  Progress in Biomedical Optics and Imaging - Proceedings of SPIE 12033: 1203314 (2022)
  Publisher DOI
• Training deep neural networks to reconstruct nanoporous structures from FIB tomography images using synthetic training data
  Sardhara, Trushal; Aydin, Roland C.; Li, Yong; Piché, Nicolas; Gauvin, Raynald; Cyron, Christian J.; Ritter, Martin
  Frontiers in Materials 9: (2022-02-28)
  Open Access | Publisher DOI
• Scalable approach to many-body localization via quantum data
  Gresch, Alexander; Bittel, Lennart; Kliesch, Martin
  arXiv: 2202.08853 (2022)
  Publisher DOI
• Posterior temperature optimized Bayesian models for inverse problems in medical imaging
  Laves, Max-Heinrich; Tölle, Malte; Schlaefer, Alexander; Engelhardt, Sandy
  Medical Image Analysis 78: 102382 (2022-05-01)
  Publisher DOI
• A machine learning perspective on automotive radar direction of arrival estimation
  Fuchs, Jonas Benjamin; Gardill, Markus; Lübke, Maximilian; Dubey, Anand; Lurz, Fabian
  IEEE Access 10: 6775-6797 (2022-01-01)
  Open Access | Publisher DOI
• Learning-based Optimisation of Particle Accelerators Under Partial Observability Without Real-World Training
  Kaiser, Jan; Stein, Oliver; Eichler, Annika
  39th International Conference on Machine Learning (ICML 2022)
  
• Intelligent problem-solving as integrated hierarchical reinforcement learning
  Eppe, Manfred; Gumbsch, Christian; Kerzel, Matthias; Nguyen, Phuong D. H.; Butz, Martin V.; Wermter, Stefan
  Nature Machine Intelligence 4 (1): 11-20 (2022-01)
  Publisher DOI
• On the Viability of Decision Trees for Learning Models of Systems
  Plambeck, Swantje; Schammer, Lutz; Fey, Görschwin
  Asia and South Pacific Design Automation Conference (ASP-DAC 2022)
  Publisher DOI
• bSTAB: an open-source software for computing the basin stability of multi-stable dynamical systems
  Stender, Merten; Hoffmann, Norbert
  Nonlinear Dynamics 107 (2): 1451-1468 (2022-01)
  Open Access | Publisher DOI
• A lightweight robust approach for automatic heart murmurs and clinical outcomes classification from phonocardiogram recordings
  Lu, Hui; Yip, Julia Beatriz; Steigleder, Tobias; Grießhammer, Stefan; Heckel, Maria; Jami, Naga Venkata Sai Jitin; Eskofier, Björn; Ostgathe, Christoph; Kölpin, Alexander
  Computing in Cardiology 49 (Sept.): 165 (2022)
  Publisher DOI
• Advancing blockchain-based federated learning through verifiable off-chain computations
  Heiss, Jonathan; Grünewald, Elias; Haimerl, Nikolas; Schulte, Stefan; Tai, Stefan
  5th IEEE International Conference on Blockchain, Blockchain 2022: 194-201 (2022)
  Publisher DOI
• An Introduction and Systematic Review on Machine Learning for Smart Environments/Cities: An IoT Approach
  Peralta Abadia, Jose Joaquin; Smarsly, Kay
  Intelligent Systems Reference Library 121: 1-23 (2022)
  Publisher DOI
• Capturing Inter-Slice Dependencies of 3D Brain MRI-Scans for Unsupervised Anomaly Detection
  Behrendt, Finn; Bengs, Marcel; Bhattacharya, Debayan; Krüger, Julia; Opfer, Roland; Schlaefer, Alexander
  5th International Conference on Medical Imaging with Deep Learning, MIDL 2022
  
• Determination of weld geometry parameter and stress concentration distributions for butt joints using deep neural networks
  Braun, Moritz; Neuhäusler, Josef; Denk, Martin; Renken, Finn; Kellner, Leon; Schubnell, Jan; Jung, Matthias; Rother, Klemens; Ehlers, Sören
  International Institute of Welding IIW-Doc. XII-2535-2022 (2022)
  
• Explainable Artificial Intelligence to Advance Structural Health Monitoring
  Luckey, Daniel; Fritz, Henrieke; Legatiuk, Dmitrii; Peralta Abadia, Jose; Walther, Christian; Smarsly, Kay
  Structural Integrity 21: 331-346 (2022)
  Publisher DOI
• Fault Diagnosis in Structural Health Monitoring Systems Using Signal Processing and Machine Learning Techniques
  Fritz, Henrieke; Peralta Abadia, Jose; Legatiuk, Dmitrii; Steiner, Maria; Dragos, Kosmas; Smarsly, Kay
  Structural Integrity 21: 143-164 (2022)
  Publisher DOI
• Learning, localization, and control of hydrobatic micro underwater robots for autonomous field exploration in confined environments
  Dücker, Daniel-André
  MuM Notes in Mechanics and Dynamics: 6 (2022)
  Open Access
• Machine learning assisted cavity quench identification at the European XFEL
  Branlard, Julien; Eichler, Annika; Timm, J.; Walker, N.
  Proceedings - International Linear Accelerator Conference, LINAC 2022, Liverpool, 28 August-2 September 2022. - Seite 799-802 (2022)
  Publisher DOI
• Rethinking Collaborative Clustering: A Practical and Theoretical Study Within the Realm of Multi-view Clustering
  Murena, Pierre Alexandre; Sublime, Jérémie; Matei, Basarab
  Studies in Big Data 106: 97-130 (2022)
  Publisher DOI

2021

• Curvature sensing of a soft robot based on conductive foam
  Grube, Malte; Seifried, Robert
  PAMM 21 (1): e202100148 (2021)
  Open Access | Publisher DOI
• Confocal Laser Microscopy for in vivo Intraoperative Application: Diagnostic Accuracy of Investigator and Machine Learning Strategies
  Ellebrecht, David Benjamin; Heßler, Nicole; Schlaefer, Alexander; Gessert, Nils Thorben
  Visceral Medicine 37 (6): 533-541 (2021-12-01)
  Publisher DOI
• Constitutive artificial neural networks: a general anisotropic constitutive modeling framework utilizing machine learning
  Hillgärtner, Markus; Linka, Kevin; Abdolazizi, Kian Philipp; Aydin, Roland C.; Itskov, Mikhail; Cyron, Christian J.
  92nd Annual Meeting of the International Association of Applied Mathematics and Mechanics (GAMM 2021)
  Publisher DOI
• Identification of the concentration‐dependent viscoelastic constitutive parameters of gelatin by combining computational mechanics and machine learning
  Abdolazizi, Kian Philipp; Linka, Kevin; Sprenger, Johanna; Neidhardt, Maximilian; Schlaefer, Alexander; Cyron, Christian J.
  Proceedings in Applied Mathematics and Mechanics 21 (1): e202100250 (2021-12)
  Open Access | Publisher DOI
• Multimodal Object Analysis with Auditory and Tactile Sensing Using Recurrent Neural Networks
  Jonetzko, Yannick; Fiedler, Niklas; Eppe, Manfred; Zhang, Jianwei
  5th International Conference on Cognitive Systems and Signal Processing (ICCSIP 2020)
  Publisher DOI
• Predicting the inhibition efficiencies of magnesium dissolution modulators using sparse machine learning models
  Schiessler, Elisabeth J.; Würger, Tim; Lamaka, Sviatlana V.; Meißner, Robert; Cyron, Christian J.; Zheludkevich, Mikhail L.; Feiler, Christian; Aydin, Roland C.
  npj Computational Materials 7 (1): 193 (2021-12)
  Open Access | Publisher DOI
• How morphological computation shapes integrated information in embodied agents
  Langer, Carlotta; Ay, Nihat
  Frontiers in Psychology 12 : 716433 (2021-11-29)
  Open Access | Publisher DOI
• Global predictions of primary soil salinization under changing climate in the 21st century
  Hassani, Amirhossein; Azapagic, Adisa; Shokri, Nima
  Nature Communications 12 (1): 6663 (2021-12-01)
  Open Access | Publisher DOI
• Applications of artificial intelligence in distribution power system operation
  Stock, Simon; Babazadeh, Davood; Becker, Christian
  IEEE Access 9 : 150098-150119 (2021-11)
  Open Access | Publisher DOI
• Fault Analysis of the Beam Acceleration Control System at the European XFEL using Data Mining
  Grünhagen, Arne; Branlard, Julien; Eichler, Annika; Martino, Gianluca; Fey, Görschwin; Tropmann-Frick, Marina
  Asian Test Symposium (2021)
  Publisher DOI
• Prediction of fatigue failure in small-scale butt-welded joints with explainable machine learning
  Braun, Moritz; Kellner, Leon; Schreiber, Sarah; Ehlers, Sören
  Procedia Structural Integrity 38 (C) : 182-191 (2022)
  Open Access | Publisher DOI
• Bayesradar : Bayesian Metric-Kalman filter learning for improved and reliable radar target classification
  Dubey, Anand; Santra, Avik; Fuchs, Jonas Benjamin; Lübke, Maximilian; Weigel, Robert; Lurz, Fabian
  IEEE 31st International Workshop on Machine Learning for Signal Processing (MLSP 2021)
  Publisher DOI
• Self-supervised U-Net for segmenting flat and sessile polyps
  Bhattacharya, Debayan; Betz, Christian Stephan; Eggert, Dennis; Schlaefer, Alexander
  arXiv: 2110.08776v1 (2021-10-17)
  Publisher DOI
• Active learning of potential-energy surfaces of weakly bound complexes with regression-tree ensembles
  Saleh, Yahya; Sanjay, Vishnu; Iske, Armin; Yachmenev, Andrey; Küpper, Jochen
  Journal of Chemical Physics 155 (14): 144109 (2021-10-14)
  Publisher DOI
• Collaborative robot assisted smart needle placement
  Neidhardt, Maximilian; Gerlach, Stefan; Laves, Max-Heinrich; Latus, Sarah; Stapper, Carolin; Gromniak, Martin; Schlaefer, Alexander
  Current Directions in Biomedical Engineering 7 (2): 472-475 (2021-10-09)
  Open Access | Publisher DOI
• Approaching a large deviation theory for complex systems
  Tirnakli, Ugur; Tsallis, Constantino; Ay, Nihat
  Nonlinear Dynamics 106 (3): 2537-2546 (2021-11-01)
  Publisher DOI
• A Neural Approach for Detecting Morphological Analogies
  Alsaidi, Safa; Decker, Amandine; Lay, Puthineath; Marquer, Esteban; Murena, Pierre Alexandre; Couceiro, Miguel
  8th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2021)
  Publisher DOI
• Evaluation of Support Vector Machines for PCB based Power Delivery Network Classification
  Schierholz, Morten; Hassab, Youcef; Yang, Cheng; Schuster, Christian
  IEEE 30th Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS 2021)
  Publisher DOI
• Rupture detection during needle insertion using complex OCT data and CNNs
  Latus, Sarah; Sprenger, Johanna; Neidhardt, Maximilian; Schädler, Julia; Ron, Alexandra; Fitzek, Antonia; Schlüter, Matthias; Breitfeld, Philipp; Heinemann, Axel; Püschel, Klaus; Schlaefer, Alexander
  IEEE Transactions on Biomedical Engineering 68 (10): 3059 - 3067 (2021-10)
  Open Access | Publisher DOI
• A robust berth allocation optimization procedure based on machine learning
  Kolley, Lorenz; Rückert, Nicolas; Fischer, Kathrin
  Hamburg International Conference of Logistics (HICL) 2021
  
• Predictive constitutive modelling of arteries by deep learning
  Holzapfel, Gerhard A.; Linka, Kevin; Sherifova, Selda; Cyron, Christian J.
  Journal of the Royal Society, Interface 18 (182): 20210411 (2021)
  Open Access | Publisher DOI
• Neural network surgery: combining training with topology optimization
  Schiessler, Elisabeth J.; Aydin, Roland C.; Linka, Kevin; Cyron, Christian J.
  Neural Networks 144: 384-393 (2021-12)
  Open Access | Publisher DOI
• Data-driven Radar Processing Using a Parametric Convolutional Neural Network for Human Activity Classification
  Stadelmayer, Thomas; Santra, Avik; Weigel, Robert; Lurz, Fabian
  IEEE Sensors Journal 21 (17): 19529-19540 (2021-09-01)
  Publisher DOI
• Comparative evaluation of semi-supervised anomaly detection algorithms on high-integrity digital systems
  Martino, Gianluca; Grünhagen, Arne; Branlard, Julien; Eichler, Annika; Fey, Görschwin; Schlarb, Holger
  24th Euromicro Conference on Digital System Design (DSD 2021)
  Publisher DOI
• Inferring Case-Based Reasoners’ Knowledge to Enhance Interactivity
  Murena, Pierre Alexandre; Al-Ghossein, Marie
  29th International Conference on Case-Based Reasoning (ICCBR 2021)
  Publisher DOI
• Model identification and parameter tuning of dynamic loads in power distribution grid: Digital twin approach
  Huxoll, Nils; Aldebs, Mohannad; Teimourzadeh Baboli, Payam; Lehnhoff, Sebastian; Babazadeh, Davood
  International Conference on Smart Energy Systems and Technologies (SEST 2021)
  Publisher DOI
• On the Transferability of Neural Models of Morphological Analogies
  Alsaidi, Safa; Decker, Amandine; Lay, Puthineath; Marquer, Esteban; Murena, Pierre Alexandre; Couceiro, Miguel
  Communications in Computer and Information Science 1524: 76-89 (2021)
  Publisher DOI
• A Robust Berth Allocation Optimization Procedure Based on Machine Learning
  Kolley, Lorenz; Rückert, Nicolas; Fischer, Kathrin
  Lecture Notes in Logistics: 107-122 (2021)
  Publisher DOI
• Unraveling the local relation between tissue composition and human brain mechanics through machine learning
  Linka, Kevin; Reiter, Nina; Würges, Jasmin; Schicht, Martin; Bräuer, Lars; Cyron, Christian J.; Paulsen, Friedrich; Budday, Silvia
  Frontiers in bioengineering and biotechnolog 9: 704738 (2021)
  Open Access | Publisher DOI
• The Embodied Crossmodal Self Forms Language and Interaction: A Computational Cognitive Review
  Röder, Frank; Özdemir, Ozan; Nguyen, Phuong D. H.; Wermter, Stefan; Eppe, Manfred
  Frontiers in Psychology 12 : 716671 (2021-08-16)
  Publisher DOI
• Deep learning for calcium segmentation in intravascular ultrasound images
  Holstein, Lennart; Riedl, Katharina Alina; Wissel, Tobias; Brunner, Fabian J.; Schaefers, Klaus; Graß, Michael; Blankenberg, Stefan; Seiffert, Moritz; Schlaefer, Alexander
  Current Directions in Biomedical Engineering 7 (1): 20211123 (2021-08-01)
  Open Access | Publisher DOI
• A variable-fidelity hybrid surrogate approach for quantifying uncertainties in the nonlinear response of braided composites
  Balokas, Georgios; Kriegesmann, Benedikt; Czichon, Steffen; Rolfes, Raimund
  Computer Methods in Applied Mechanics and Engineering 381: 113851 (2021-08)
  Publisher DOI
• Explainable machine learning: A case study on impedance tube measurements
  Stender, Merten; Wedler, Mathies; Hoffmann, Norbert; Adam, Christian
  International Congress and Exposition of Noise Control Engineering (INTER-NOISE 2021)
  Publisher DOI
• Improved Target Detection and Feature Extraction using a Complex-Valued Adaptive Sine Filter on Radar Time Domain Data
  Stadelmayer, Thomas; Santra, Avik; Stadelmayer, Markus; Weigel, Robert; Lurz, Fabian
  European Signal Processing Conference (EUSIPCO 2021)
  Publisher DOI
• Learning of a Basketball Free Throw With a Flexible Link Robot
  Timke, Jannik; Morlock, Merlin; Dücker, Daniel-André; Seifried, Robert
  International Design Engineering Technical Conferences and Computers and Information in Engineering Conference (ASME 2021)
  Publisher DOI
• Three-dimensional deep learning with spatial erasing for unsupervised anomaly segmentation in brain MRI
  Bengs, Marcel; Behrendt, Finn; Krüger, Julia; Opfer, Roland; Schlaefer, Alexander
  International Journal of Computer Assisted Radiology and Surgery 16 (9): 1413-1423 (2021-09)
  Open Access | Publisher DOI
• Learning models of cyber-physical systems using automata learning
  Schammer, Lutz; Plambeck, Swantje; Bahnsen, Fin Hendrik; Fey, Görschwin
  IEEE 45th Annual Computers, Software, and Applications Conference (COMPSAC 2021)
  Publisher DOI
• Parametrisation Independence of the Natural Gradient in Overparametrised Systems
  Oostrum, Jesse van; Ay, Nihat
  International Conference on Geometric Science of Information (GSI 2021)
  Publisher DOI
• QMA: A resource-efficient, q-learning-based multiple access scheme for the IIoT
  Meyer, Florian; Turau, Volker
  International Conference on Distributed Computing Systems (2021)
  Publisher DOI
• Towards a Canonical Divergence within Information Geometry
  Felice, Domenico; Ay, Nihat
  Information Geometry 4: 65-130 (2021-07)
  Publisher DOI
• Exploring the application of reinforcement learning to wind farm control
  Korb, Henry; Asmuth, Henrik; Stender, Merten; Ivanell, Stefan
  Journal of Physics: Conference Series 1934 (1): 012022 (2021-06-08)
  Open Access | Publisher DOI
• Weak adhesion detection – enhancing the analysis of vibroacoustic modulation by machine learning
  Boll, Benjamin; Willmann, Erik; Fiedler, Bodo; Meißner, Robert
  Composite Structures 273: 114233 (2021-10-01)
  Open Access | Publisher DOI
• The Information-Geometric Perspective of Compositional Data Analysis
  Erb, Ionas; Ay, Nihat
  In: Advances in Compositional Data Analysis, Springer, Cham: 21-43 (2021)
  Publisher DOI
• Confounding ghost channels and causality: a new approach to causal information flows
  Ay, Nihat
  Vietnam Journal of Mathematics 49 (2): 547-576 (2021-06)
  Open Access | Publisher DOI
• ANN Hyperparameter Optimization by Genetic Algorithms for Via Interconnect Classification
  Sanchez-Masis, Allan; Carmona-Cruz, Allan; Schierholz, Christian Morten; Duan, Xiaomin; Roy, Kallol; Yang, Cheng; Rimolo-Donadio, Renato; Schuster, Christian
  IEEE Workshop on Signal and Power Integrity (SPI 2021)
  Publisher DOI
• Information Bottleneck Message Passing for Military Applications
  Lewandowsky, Jan; Adrat, Marc; Bauch, Gerhard
  International Conference on Military Communication and Information Systems (ICMCIS 2021)
  Publisher DOI
• Hybrid modelling by machine learning corrections of analytical model predictions towards high-fidelity simulation solutions
  Bock, Frederic E.; Keller, Sören; Huber, Norbert; Klusemann, Benjamin
  Materials 14 (8): 1883 (2021-04-02)
  Publisher DOI
• Evaluation of mechanical property predictions of refill Friction Stir Spot Welding joints via machine learning regression analyses on DoE data
  Bock, Frederic E.; Paulsen, Tino; Brkovic, Nikola; Rieckmann, Lennart; Kroeger, Dennis; Wolgast, Dominik; Zander, Philip; Suhuddin, Uceu; Dos Santos, Jorge F.; Klusemann, Benjamin
  24th International Conference on Material Forming (ESAFORM 2021)
  Publisher DOI
• Machine learning-augmented and microspectroscopy-informed multiparametric MRI for the non-invasive prediction of articular cartilage composition
  Linka, Kevin; Thüring, Johannes; Rieppo, Lassi; Aydin, Roland C.; Cyron, Christian J.; Kuhl, Christiane; Merhof, Dorit; Truhn, Daniel; Nebelung, Sven
  Osteoarthritis and Cartilage 29 (4): 592-602 (2021-04)
  Publisher DOI
• Constitutive artificial neural networks : a fast and general approach to predictive data-driven constitutive modeling by deep learning
  Linka, Kevin; Hillgärtner, Markus; Abdolazizi, Kian Philipp; Aydin, Roland C.; Itskov, Mikhail; Cyron, Christian J.
  Journal of Computational Physics (429): 110010 (2021-03-15)
  Open Access | Publisher DOI
• Task-agnostic constraining in average reward POMDPs
  Montúfar, Guido; Rauh, Johannes; Ay, Nihat
  Preprint (2021-03-09)
  
• Uncertainty and Stochasticity of Optimal Policies
  Montúfar, Guido; Rauh, Johannes; Ay, Nihat
  MPI MiS (2021)
  
• A continuity result for optimal memoryless planning in POMDPs
  Rauh, Johannes; Ay, Nihat; Montúfar, Guido
  Preprint (2021-03-09)
  
• Explainable machine learning determines effects on the sound absorption coefficient measured in the impedance tube
  Stender, Merten; Adam, Christian; Wedler, Mathies; Grebel, Antje; Hoffmann, Norbert
  Journal of the Acoustical Society of America 149 (3): 1932-1945 (2021-03)
  Publisher DOI
• Viability of decision trees for learning models of systems
  Plambeck, Swantje; Schammer, Lutz; Fey, Görschwin
  Workshop on Methods and Description Languages for the Modeling and Verification of Circuits and Systems (MBMV 2021)
  
• SI/PI-database of PCB-based interconnects for machine learning applications
  Schierholz, Christian; Sanchez-Masis, Allan; Carmona-Cruz, Allan; Duan, Xiaomin; Roy, Kallol; Yang, Cheng; Rimolo-Donadio, Renato; Schuster, Christian
  IEEE Access 9: 9361755 (2021-02-24)
  Open Access | Publisher DOI
• Deep learning for brake squeal: Brake noise detection, characterization and prediction
  Stender, Merten; Tiedemann, Merten; Spieler, David; Schoepflin, Daniel; Hoffmann, Norbert; Oberst, Sebastian
  Mechanical Systems and Signal Processing (149): 107181 (2021-02-15)
  Publisher DOI
• Integrated simulation-based optimization of operational decisions at container terminals
  Kastner, Marvin; Nellen, Nicole; Schwientek, Anne Kathrina; Jahn, Carlos
  Algorithms 14 (2): 42 (2021-02)
  Open Access | Publisher DOI
• Exploring key ionic interactions for magnesium degradation in simulated body fluid – a data-driven approach
  Zeller-Plumhoff, Berit; Gile, Melissa; Priebe, Melissa; Slominska, Hanna; Boll, Benjamin; Wiese, Björn; Würger, Tim; Willumeit-Römer, Regine; Meißner, Robert
  Corrosion Science 182: 109272 (2021-04-15)
  Open Access | Publisher DOI
• Exploring structure-property relationships in magnesium dissolution modulators
  Würger, Tim; Mei, Di; Vaghefinazari, Bahram; Winkler, David A.; Lamaka, Sviatlana V.; Zheludkevich, Mikhail L.; Meißner, Robert; Feiler, Christian
  npj Materials Degradation 5 (1): 2 (2021-12-01)
  Open Access | Publisher DOI
• Solving analogies on words based on minimal complexity transformations
  Murena, Pierre Alexandre; Al-Ghossein, Marie; Dessalles, Jean Louis; Cornuéjols, Antoine
  29th International Joint Conference on Artificial Intelligence (IJCAI 2020) (2021)
  
• Apportionment of work among environment, body and brain of an agent
  Langer, Carlotta; Ay, Nihat
  Max-Planck-Institut für Mathematik in den Naturwissenschaften (2021-03-09)
  
• Data for the publication "Weak adhesion detection – Enhancing the analysis of vibroacoustic modulation by machine learning."
  Boll, Benjamin; Willmann, Erik; Fiedler, Bodo; Meißner, Robert
  Open Access
• Information decomposition based on cooperative game theory
  Ay, Nihat; Polani, Daniel; Virgo, Nathaniel
  Kybernetika 56 (5): 979-1014 (2021)
  Publisher DOI
• Letter from the Editor-in-Chief
  Ay, Nihat
  Information Geometry 4 (1) : (2021)
  Publisher DOI
• Special issue in memory of frantisek matus
  Ay, Nihat; Studeny, Milan
  Kybernetika 56 (5): 843-849 (2021)
  
• Time- and frequency-domain dynamic spectrum access: learning cyclic medium access patterns in partially observable environments
  Lindner, Sebastian; Stolpmann, Daniel; Timm-Giel, Andreas
  Electronic Communications of the EASST 80: 1-14 (2021)
  Open Access | Publisher DOI

2020

• Artificial Neural Networks for Sensor Data Classification on Small Embedded Systems
  Venzke, Marcus; Klisch, Daniel; Kubik, Philipp; Ali, Asad; Dell Missier, Jesper; Turau, Volker
  arXiv: 2012.08403 (2020)
  Publisher DOI
• Predicting long-term dynamics of soil salinity and sodicity on a global scale
  Hassani, Amirhossein; Azapagic, Adisa; Shokri, Nima
  Proceedings of the National Academy of Sciences of the United States of America 52 (117): 33017-33027 (2020-12-29)
  Open Access | Publisher DOI
• Ingredients for robustness
  Ay, Nihat
  Theory in Biosciences 139 (4): 309-318 (2020-12)
  Publisher DOI
• Comparison of collaborative versus extended artificial neural networks for PDN design
  Schierholz, Morten; Yang, Cheng; Roy, Kallol; Swaminathan, Madhavan; Schuster, Christian
  IEEE 24th Workshop on Signal and Power Integrity (SPI 2020)
  Publisher DOI
• Predictive scheduling and opportunistic medium access for shared-spectrum radio systems in aeronautical communication
  Fisser, Leonard; Lindner, Sebastian; Timm-Giel, Andreas
  Deutsche Gesellschaft für Luft- und Raumfahrt - Lilienthal-Oberth e.V.: Deutscher Luft- und Raumfahrtkongress 2020. - Dokument 530331 (2020)
  Open Access | Publisher DOI
• Machine-based learning of predictive models in organic solvent nanofiltration: Solute rejection in pure and mixed solvents
  Goebel, Rebecca; Glaser, Tobias; Skiborowski, Mirko
  Separation and Purification Technology (248): 117046 (2020-10-01)
  Publisher DOI
• A machine learning-based method for simulation of ship speed profile in a complex ice field
  Milaković, Aleksandar-Saša; Li, Fang; Marouf, Mohamed; Ehlers, Sören
  Ships and Offshore Structures 9 (15): 974-980 (2020)
  Open Access | Publisher DOI
• ANN performance for the prediction of high-speed digital interconnects over multiple PCBs
  Scharff, Katharina; Schierholz, Christian Morten; Yang, Cheng; Schuster, Christian
  IEEE 29th Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS 2020)
  Publisher DOI
• Spectral-spatial Recurrent-Convolutional Networks for In-Vivo Hyperspectral Tumor Type Classification
  Bengs, Marcel; Gessert, Nils Thorben; Laffers, Wiebke; Eggert, Dennis; Westermann, Stephan; Mueller, Nina A.; Gerstner, Andreas O. H.; Betz, Christian Stephan; Schlaefer, Alexander
  23rd International Conference on Medical Image Computing and Computer-Assisted Intervention: 690-699 (MICCAI 2020)
  Publisher DOI
• Complexity as causal information integration
  Langer, Carlotta; Ay, Nihat
  Entropy 22 (10): 1107 (2020)
  Open Access | Publisher DOI
• Predictability of vibration loads from experimental data by means of reduced vehicle models and machine learning
  Dostal, Leo; Grossert, Helge Johannes; Dücker, Daniel-André; Grube, Malte; Kreuter, Daniel; Sandmann, Kai; Zillmann, Benjamin; Seifried, Robert
  IEEE Access 8: 177180-177194 (2020)
  Open Access | Publisher DOI
• Parareal with a learned coarse model for robotic manipulation
  Agboh, Wisdom; Grainger, Oliver; Ruprecht, Daniel; Dogar, Mehmet R,
  Computing and Visualization in Science 1-4 (23): 8 (2020-09-23)
  Open Access | Publisher DOI
• Multicriterial CNN based beam generation for robotic radiosurgery of the prostate
  Gerlach, Stefan; Fürweger, Christoph; Hofmann, Theresa; Schlaefer, Alexander
  Current Directions in Biomedical Engineering 1 (6): 20200030 (2020)
  Open Access | Publisher DOI
• Coexistence of Shared-Spectrum Radio Systems through Medium Access Pattern Learning using Artificial Neural Networks
  Lindner, Sebastian; Fisser, Leonard; Timm-Giel, Andreas
  32nd International Teletraffic Congress (ITC 2020)
  Publisher DOI
• JavaScript Malware Detection Using Locality Sensitive Hashing
  Peiser, Stefan Carl; Friborg, Ludwig; Scandariato, Riccardo
  International Conference on Information Security and Privacy Protection (SEC 2020)
  Publisher DOI
• Multiple sclerosis lesion activity segmentation with attention-guided two-path CNNs
  Gessert, Nils Thorben; Krüger, Julia; Opfer, Roland; Ostwaldt, Ann-Christin; Manogaran, Praveena; Kitzler, Hagen H.; Schippling, Sven; Schlaefer, Alexander
  Computerized Medical Imaging and Graphics (84): 101772 (2020-09)
  Publisher DOI
• Trainable Communication Systems: Concepts and Prototype
  Cammerer, Sebastian; Aoudia, Faycal Ait; Dorner, Sebastian; Stark, Maximilian; Hoydis, Jakob; Ten Brink, Stephan
  IEEE Transactions on Communications 9 (68): 9118963 (2020-09)
  Publisher DOI
• Feasibility and analysis of CNN-based candidate beam generation for robotic radiosurgery
  Gerlach, Stefan; Fürweger, Christoph; Hofmann, Theresa; Schlaefer, Alexander
  Medical Physics 9 (47): 3806-3815 (2020-09-01)
  Open Access | Publisher DOI
• Transfer Learning by Learning Projections from Target to Source
  Cornuéjols, Antoine; Murena, Pierre Alexandre; Olivier, Raphaël
  18th International Conference on Intelligent Data Analysis (IDA 2020)
  Publisher DOI
• The information theory of individuality
  Krakauer, David; Bertschinger, Nils; Olbrich, Eckehard; Flack, Jessica C.; Ay, Nihat
  Theory in Biosciences 139 (2): 209-223 (2020-06-01)
  Open Access | Publisher DOI
• Machine learning and data mining in materials science : editorial
  Huber, Norbert; Kalidindi, Surya R.; Klusemann, Benjamin; Cyron, Christian J.
  Frontiers in Materials 7 : 51 (2020-02-28)
  Publisher DOI
• In silico screening of modulators of magnesium dissolution
  Feiler, Christian; Mei, Di; Vaghefinazari, Bahram; Würger, Tim; Meißner, Robert; Luthringer-Feyerabend, Bérengère J.C.; Winkler, David A.; Zheludkevich, Mikhail L.; Lamaka, Sviatlana V.
  Corrosion Science (163): 108245 (2020-02-01)
  Open Access | Publisher DOI
• Melanoma detection with electrical impedance spectroscopy and dermoscopy using joint deep learning models
  Gessert, Nils Thorben; Bengs, Marcel; Schlaefer, Alexander
  Progress in Biomedical Optics and Imaging - Proceedings of SPIE (11314): 1131414 (2020-02)
  Publisher DOI
• Towards Delay-Minimal Scheduling through Reinforcement Learning
  Meyer, Florian; Turau, Volker
  GI/ITG KuVS Fachgespräche Machine Learning and Networking (2020)
  
• Mechanical performance prediction for friction riveting joints of dissimilar materials via machine learning
  Bock, Frederic E.; Blaga, Lucian-Attila; Klusemann, Benjamin
  Procedia Manufacturing 47: 615-622 (2022)
  Publisher DOI
• Industrial federated learning – requirements and system design
  Hiessl, Thomas; Schall, Daniel; Kemnitz, Jana; Schulte, Stefan
  18th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS 2020)
  Publisher DOI
• Deep learning for predicting brake squeal
  Stender, Merten; Hoffmann, Norbert
  International Conference on Noise and Vibration Engineering (ISMA 2020) and International Conference on Uncertainty in Structural Dynamics (USD 2020)
  

2019

• Joint learning of geometric and probabilistic constellation shaping
  Stark, Maximilian; Ait Aoudia, Fayçal; Hoydis, Jakob
  IEEE Globecom Workshops (GC 2019)
  Open Access
• A Numerical Efficiency Analysis of a Common Ancestor Condition
  Carlini, Luca; Ay, Nihat; Görgen, Christiane
  International Conference on Mathematical Aspects of Computer and Information Sciences (MACIS 2019)
  Publisher DOI
• Evaluation of Neural Networks to Predict Target Impedance Violations of Power Delivery Networks
  Schierholz, Christian; Scharff, Katharina; Schuster, Christian
  IEEE Conference on Electrical Perfomance of Electronic Packaging and Systems (EPEPS 2019)
  
• Coarsely quantized decoding and construction of polar codes using the information bottleneck method
  Shah, Aizaz; Stark, Maximilian; Bauch, Gerhard
  Algorithms 12 (9): 192 (2019)
  Open Access | Publisher DOI
• Divergence Functions in Information Geometry
  Felice, Domenico; Ay, Nihat
  International Conference on Geometric Science of Information (GSI 2019)
  Publisher DOI
• Machine learning-based modeling and controller tuning of a heat pump
  Khosravi, Mohammad; Schmid, Nicolas; Eichler, Annika; Heer, Philipp; Smith, Roy S.
  Journal of Physics: Conference Series 1343 (1): 012065 (2019-11-20)
  Publisher DOI
• Canonical divergence for flat α-connections: classical and quantum
  Felice, Domenico; Ay, Nihat
  Entropy 21 (9): 831 (2019-08-25)
  Open Access | Publisher DOI
• Towards a framework for data stream processing in the fog
  Hiessl, Thomas; Hochreiner, Christoph; Schulte, Stefan
  Informatik-Spektrum 42 (4): 256-265 (2019-08)
  Open Access | Publisher DOI
• Left Ventricle Quantification Using Direct Regression with Segmentation Regularization and Ensembles of Pretrained 2D and 3D CNNs
  Gessert, Nils Thorben; Schlaefer, Alexander
  International Workshop on Statistical Atlases and Computational Models of the Heart (STACOM 2019)
  
• Local Monitoring of Embedded Applications and Devices using Artificial Neural Networks
  Bahnsen, Fin Hendrik; Fey, Görschwin
  Euromicro Conference on Digital System Design, DSD 2019: 8875056 (2019-08)
  Publisher DOI
• Establishing a common database of ice experiments and using machine learning to understand and predict ice behavior
  Kellner, Leon; Stender, Merten; von Bock und Polach, Rüdiger U. Franz; Herrnring, Hauke; Ehlers, Sören; Hoffmann, Norbert; Høyland, Knut V.
  Cold Regions Science and Technology (162): 56-73 (2019-06)
  Publisher DOI
• Towards reinforcement learning-based control of an energy harvesting pendulum
  Cyr, Caralyn; Dostal, Leo; Dücker, Daniel-André; Kreuzer, Edwin
  European Control Conference, ECC 2019 : 3934-3939 (2019-06)
  Publisher DOI
• A review of the application of machine learning and data mining approaches in continuum materials mechanics
  Bock, Frederic E.; Aydin, Roland C.; Cyron, Christian J.; Huber, Norbert; Kalidindi, Surya R.; Klusemann, Benjamin
  Frontiers in Materials (6): 110 (2019)
  Open Access | Publisher DOI
• Decoding of Non-Binary LDPC Codes using the Information Bottleneck Method
  Stark, Maximilian; Bauch, Gerhard; Lewandowsky, Jan; Saha, Souradip
  IEEE International Conference on Communications (2019): 8761712 (2019-05)
  Publisher DOI
• Optimal placement of stream processing operators in the fog
  Hiessl, Thomas; Karagiannis, Vasileios; Hochreiner, Christoph; Schulte, Stefan; Nardelli, Matteo
  IEEE 3rd International Conference on Fog and Edge Computing (ICFEC 2019)
  Publisher DOI
• Canonical divergence for measuring classical and quantum complexity
  Felice, Domenico; Mancini, Stefano; Ay, Nihat
  Entropy 21 (4): 435 (2019-04)
  Open Access | Publisher DOI
• General multi-fidelity framework for training artificial neural networks with computational models
  Aydin, Roland C.; Braeu, Fabian Albert; Cyron, Christian J.
  Frontiers in Materials (6): 61 (2019-04-17)
  Open Access | Publisher DOI
• Data science based mg corrosion engineering
  Würger, Tim; Feiler, Christian; Musil, Félix; Feldbauer, Gregor; Höche, Daniel; Lamaka, Sviatlana V.; Zheludkevich, Mikhail L.; Meißner, Robert
  Frontiers in Materials (6): 1-9 (2019-03-08)
  Open Access | Publisher DOI
• A Parametric Information Bottleneck Algorithm for Gaussian Random Variables and Gaussian Mixtures
  Stark, Maximilian; Lewandowsky, Jan; Bauch, Gerhard
  International ITG Conference on Systems, Communications and Coding (SCC 2019)
  Publisher DOI
• Minimizing Cost by Reducing Scaling Operations in Distributed Stream Processing
  Borkowski, Michael; Hochreiner, Christoph; Schulte, Stefan
  Proceedings of the VLDB Endowment 12 (7): 724-737 (2019)
  Publisher DOI
• Automatic Plaque Detection in IVOCT Pullbacks Using Convolutional Neural Networks
  Gessert, Nils Thorben; Lutz, Matthias; Heyder, Markus; Latus, Sarah; Leistner, David M.; Abdelwahed, Youssef S.; Schlaefer, Alexander
  IEEE transactions on medical imaging 2 (38): 426-434 (2019-02)
  Publisher DOI
• Bioresorbable scaffold visualization in IVOCT images using CNNs and weakly supervised localization
  Gessert, Nils; Latus, Sarah; Abdelwahed, Youssef S.; Leistner, David M.; Lutz, Matthias; Schlaefer, Alexander
  Progress in Biomedical Optics and Imaging - Proceedings of SPIE (10949): (2019)
  Publisher DOI
• Design and Evaluation of Information Bottleneck LDPC Decoders for Digital Signal Processors
  Lewandowsky, Jan; Bauch, Gerhard; Tschauner, Matthias; Oppermann, Peter
  IEICE Transactions on Communications 8 (E102.B): 1363-1370 (2019)
  Publisher DOI
• Online Monitoring of Power System Small Signal Stability Using Artificial Neural Networks
  Hotz, Christian Daniel; Becker, Christian
  Conference on Sustainable Energy Supply and Energy Storage Systems (NEIS 2019)
  
• The “dark side” of big data analytics : uncovering path dependency risks of big data analytics investments
  Wrona, Thomas; Reinecke, Pauline
  Proceedings of the 27th European Conference on Information Systems (ECIS) : research-in-progress papers. - AIS Electronic Library (AISeL), 2019.
  Open Access