Sports Analytics

2026

• Müller J., Weiß A., Eskofier B.:
  Adaptive Biofeedback for Digital Physiotherapy Using Sakoe-Chiba Constrained Pose Matching
  2nd International Conference on Artificial Intelligence on Healthcare, AIiH 2025 (Cambridge, 8. September 2025 - 10. September 2025)
  In: Daniele Cafolla, Timothy Rittman, Hao Ni (ed.): Lecture Notes in Computer Science 2026
  DOI: 10.1007/978-3-032-00652-3_17
  BibTeX: Download

2025

• Dorschky E., Nitschke M., Mayer M., Weygers I., Gaßner H., Seel T., Eskofier B., Koelewijn A.:
  Comparing sparse inertial sensor setups for sagittal-plane walking and running reconstructions
  In: Frontiers in Bioengineering and Biotechnology 13 (2025), Article No.: 1507162
  ISSN: 2296-4185
  DOI: 10.3389/fbioe.2025.1507162
  BibTeX: Download
• Engel L., Müller J., Rendon EJF., Dorschky E., Krauß D., Ullmann I., Eskofier B., Vossiek M.:
  Advanced Millimeter Wave Radar-Based Human Pose Estimation Enabled by a Deep Learning Neural Network Trained With Optical Motion Capture Ground Truth Data
  In: IEEE Journal of Microwaves 5 (2025), p. 1-15
  ISSN: 2692-8388
  DOI: 10.1109/JMW.2025.3535525
  BibTeX: Download
• Koelewijn A., Nitschke M., Dorschky E., Gambietz M., Weiß A., Eskofier B., van den Bogert AJ.:
  BioMAC-Sim-Toolbox: A MATLAB toolbox for biomechanical motion analysis and creation through simulation
  In: Journal of Open Source Software 10 (2025), p. 7945
  ISSN: 2475-9066
  DOI: 10.21105/joss.07945
  BibTeX: Download
• Müller J., Weiß A., Eskofier B.:
  Adaptive Biofeedback for Digital Physiotherapy Using Sakoe-Chiba Constrained Pose Matching
  DOI: 10.1007/978-3-032-00652-3
  BibTeX: Download

2024

• Grießhammer S., Yip J., Dorschky E., Heckel M., Eskofier B., Kölpin A., Ostgathe C., Steigleder T.:
  Machine Learning Approach for Touchless Radar-based Detection of Life and Death
  13th World Research Congress of the European Association for Palliative Care (Barcelona, Spain, 16. May 2024 - 18. May 2024)
  In: The Congress book: The 13th World Research Congress of the European Association for Palliative Care 2024
  DOI: 10.1177/02692163241242338
  URL: https://journals.sagepub.com/doi/full/10.1177/02692163241242338
  BibTeX: Download
• Kögel J., Huerta S., Gambietz M., Ullrich M., Heyde C., Dorschky E., Eskofier B.:
  Clustering Runners’ Response to Different Midsole Stack Heights: A Field Study
  In: Sensors 24 (2024), Article No.: 4694
  ISSN: 1424-8220
  DOI: 10.3390/s24144694
  BibTeX: Download
• Lennartz R., Stöve M., Talar K., Kumarampulakkal N., Dorschky E., Witte M., Eskofier B.:
  The Influence of Gamification on Motivation and Cardiac Variables in Soccer
  29th Annual Congress of the European College of Sport Science (Glasgow, Scotland, UK, 2. July 2024 - 5. July 2024)
  In: Book of Abstracts of the 29th Annual Congress of the European College of Sport Science 2024
  URL: https://www.ecss.mobi/DATA/CONGRESSES/GLASGOW_2024/DOCUMENTS/2024_BOA_Web.pdf
  BibTeX: Download
• Lüer L., Peters IM., Smith AS., Dorschky E., Eskofier B., Liers-Bergmann F., Franke J., Sjarov M., Brossog M., Guldi DM., Maier A., Brabec C.:
  A digital twin to overcome long-time challenges in photovoltaics
  In: Joule 8 (2024), p. 1-17
  ISSN: 2542-4351
  DOI: 10.1016/j.joule.2023.12.010
  BibTeX: Download
• Müller J., Krauß D., Engel L., Vossiek M., Eskofier B., Dorschky E.:
  End-to-End Learning for Human Pose Estimation from Raw Millimeter Wave Radar Data
  Asilomar Conference on Signals, Systems, and Computers
  BibTeX: Download
• Nitschke M., Dorschky E., Leyendecker S., Eskofier B., Koelewijn A.:
  Estimating 3D kinematics and kinetics from virtual inertial sensor data through musculoskeletal movement simulations
  In: Frontiers in Bioengineering and Biotechnology 12 (2024)
  ISSN: 2296-4185
  DOI: 10.3389/fbioe.2024.1285845
  BibTeX: Download
• Seifer AK., Kuderle A., Dorschky E., Moradi H., Hannemann R., Eskofier B.:
  Step Length and Gait Speed Estimation using A Hearing Aid Integrated Accelerometer: A Comparison of Different Algorithms
  In: IEEE Journal of Biomedical and Health Informatics (2024)
  ISSN: 2168-2194
  DOI: 10.1109/JBHI.2024.3454824
  BibTeX: Download

2023

• Bachhuber S., Lehmann D., Dorschky E., Koelewijn A., Seel T., Weygers I.:
  Plug-and-Play Sparse Inertial Motion Tracking With Sim-to-Real Transfer
  In: IEEE Sensors Letters 7 (2023), Article No.: 7004904
  ISSN: 2475-1472
  DOI: 10.1109/LSENS.2023.3307122
  BibTeX: Download
• Dorschky E.:
  Optimal Control and Machine Learning in Biomechanics: Hybrid Models for Inertial Sensor-based Gait Analysis and Virtual Footwear Testing (Dissertation, 2023)
  URL: https://opus4.kobv.de/opus4-fau/frontdoor/index/index/docId/21325
  BibTeX: Download
• Dorschky E., Camomilla V., Davis J., Federolf P., Reenalda J., Koelewijn A.:
  Perspective on “in the wild” movement analysis using machine learning
  In: Human Movement Science 87 (2023), Article No.: 103042
  ISSN: 0167-9457
  DOI: 10.1016/j.humov.2022.103042
  BibTeX: Download
• Braun R, Lensch PA, Ludwig N:
  Glacier Movement Prediction with Attention-based Recurrent Neural Networks and Satellite Data
  NeurIPS 2023 Workshop on Tackling Climate Change with Machine Learning: Blending New and Existing Knowledge Systems (New Orleans, 10. December 2023 - 16. December 2023)
  BibTeX: Download
• Seifer AK., Dorschky E., Küderle A., Moradi H., Hannemann R., Eskofier B.:
  EarGait: Estimation of Temporal Gait Parameters from Hearing Aid Integrated Inertial Sensors
  In: Sensors 23 (2023), Article No.: 6565
  ISSN: 1424-8220
  DOI: 10.3390/s23146565
  URL: https://www.mdpi.com/1424-8220/23/14/6565
  BibTeX: Download

2022

• Nitschke M., Mayer M., Dorschky E., Koelewijn A.:
  How many sensors are enough? Trajectory optimization using sparse inertial sensor sets
  9th World Congress of Biomechanics 2022 Taipei (Taipei, 10. July 2022 - 14. July 2022)
  URL: https://www.youtube.com/watch?v=TznVCgK4DF0
  BibTeX: Download

2021

• Dorschky E., Nitschke M., van den Bogert AJ., Koelewijn A., Eskofier B.:
  Machine Learning from Biomechanical SimulaIons for an "in the Wild" Movement Analysis
  6th International Congress on Complex Systems in Sports (ICCSS) (Mainz, Germany, 15. September 2021 - 17. September 2021)
  BibTeX: Download
• Nitschke M., Dorschky E., Eskofier B., Koelewijn A., van den Bogert AJ.:
  Trajectory Optimization of a 3D Musculoskeletal Model with Inertial Sensors
  XXVIII Congress of the International Society of Biomechanics (ISB) (Online, 25. July 2021 - 29. July 2021)
  URL: https://www.mad.tf.fau.de/files/2021/07/nitschke_isb_2021_abstract.pdf
  BibTeX: Download
• Nitschke M., Luckfiel T., Schlarb H., Dorschky E., Koelewijn A.:
  Prediction of the effect of midsole stiffness and energy return using trajectory optimisation
  15th biennial Footwear Biomechanics Symposium (Online, 21. July 2021 - 23. July 2021)
  In: Footwear Science 2021
  DOI: 10.1080/19424280.2021.1917684
  URL: https://www.mad.tf.fau.de/files/2023/05/FBS_2021_SoftvsEnergy_Submission_AOM_Declaration.pdf
  BibTeX: Download

2020

• Dorschky E., Nitschke M., Martindale C., van den Bogert AJ., Koelewijn A., Eskofier B.:
  CNN-Based Estimation of Sagittal Plane Walking and Running Biomechanics From Measured and Simulated Inertial Sensor Data
  In: Frontiers in Bioengineering and Biotechnology 8 (2020), p. 1-14
  ISSN: 2296-4185
  DOI: 10.3389/fbioe.2020.00604
  BibTeX: Download
• Nitschke M., Dorschky E., Heinrich D., Schlarb H., Eskofier B., Koelewijn A., van den Bogert AJ.:
  Efficient trajectory optimization for curved running using a 3D musculoskeletal model with implicit dynamics
  In: Scientific Reports (2020), Article No.: 17655
  ISSN: 2045-2322
  DOI: 10.1038/s41598-020-73856-w
  URL: https://www.nature.com/articles/s41598-020-73856-w
  BibTeX: Download

2019

• Dorschky E., Krüger D., Kurfess N., Schlarb H., Wartzack S., Eskofier B., van den Bogert AJ.:
  Optimal control simulation predicts effects of midsole materials on energy cost of running
  In: Computer Methods in Biomechanics and Biomedical Engineering (2019)
  ISSN: 1025-5842
  DOI: 10.1080/10255842.2019.1601179
  URL: https://www.mad.tf.fau.de/files/2019/08/201904_CMBBE_Dorschky.pdf
  BibTeX: Download
• Dorschky E., Nitschke M., Seifer AK., van den Bogert AJ., Eskofier B.:
  Estimation of Gait Kinematics and Kinetics from Inertial Sensor Data Using Optimal Control of Musculoskeletal Models
  In: Journal of Biomechanics (2019)
  ISSN: 0021-9290
  DOI: 10.1016/j.jbiomech.2019.07.022
  URL: https://www.mad.tf.fau.de/files/2019/08/201908_JBiomech_Dorschky.pdf
  BibTeX: Download
• Nitschke M., Dorschky E., Schlarb H., Eskofier B., van den Bogert AJ., Koelewijn A.:
  Turning a corner in predictive musculoskeletal simulations of gait using implicit dynamics
  Dynamic Walking 2019 (Canmore, Alberta, 3. June 2019 - 6. June 2019)
  In: 14th Annual Dynamic Walking Conference 2019 2019
  URL: https://www.mad.tf.fau.de/files/2019/05/Nitschke_Dynamic_Walking.pdf
  BibTeX: Download

2018

• Koelewijn A., Dorschky E., van den Bogert AJ.:
  A metabolic energy expenditure model with a continuous first derivative and its application to predictive simulations of gait
  In: Computer Methods in Biomechanics and Biomedical Engineering 21 (2018), p. 521 - 531
  ISSN: 1025-5842
  DOI: 10.1080/10255842.2018.1490954
  BibTeX: Download
• Nitschke M., Dorschky E., Seifer AK., Schlarb H., van den Bogert AJ., Eskofier B.:
  Optimal Control Simulation of a 2D Biomechanical Model for Sensor-Based Gait Analysis
  Summer School "Humans in Motion" (Heidelberg, 23. September 2018 - 28. September 2018)
  URL: https://www.mad.tf.fau.de/files/2018/10/2018_09_18_Nitschke_HumansInMotion.pdf
  BibTeX: Download

2016

• Dorschky E., Kurfess N., Krüger D., Schlarb H., Eskofier B., van den Bogert AJ.:
  Predicting the Effects of Midsole Materials on Running Using Optimal Control Simulation
  Dynamic Walking 2016 (Holly, Michigan, 4. June 2016 - 7. June 2016)
  BibTeX: Download
• Reymann M., Dorschky E., Groh B., Martindale C., Blank P., Eskofier B.:
  Blood glucose level prediction based on support vector regression using mobile platforms
  38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (Orlando, Florida, USA, 16. August 2016 - 19. August 2016)
  In: 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 2016
  DOI: 10.1109/EMBC.2016.7591358
  URL: https://www.mad.tf.fau.de/files/2017/06/2016-Reymann-EMBC-BGL.pdf
  BibTeX: Download
• Richer R., Groh B., Blank P., Dorschky E., Martindale C., Klucken J., Eskofier B.:
  Unobtrusive Real-time Heart Rate Variability Analysis for the Detection of Orthostatic Dysregulation
  2016 IEEE 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (San Francisco, CA, 14. June 2016 - 17. June 2016)
  In: IEEE (ed.): 2016 IEEE 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN) 2016
  DOI: 10.1109/BSN.2016.7516257
  URL: https://www.mad.tf.fau.de/files/2017/06/2016-Richer-BSN-URH.pdf
  BibTeX: Download
• Saffoury R., Blank P., Seßner J., Groh B., Martindale C., Dorschky E., Franke J., Eskofier B.:
  Blind Path Obstacle Detector using Smartphone Camera and Line Laser Emitter
  International Conference on Technology and Innovation in Sports, Health and Wellbeing (TISHW) (Vila Real, Portugal, 1. December 2016 - 3. December 2016)
  DOI: 10.1109/TISHW.2016.7847770
  URL: https://www.mad.tf.fau.de/files/2017/06/2016-Saffoury-BPO.pdf
  BibTeX: Download

2015

• Dorschky E., Schuldhaus D., Koerger H., Eskofier B.:
  A framework for early event detection for wearable systems
  International Symposium on Wearable Computers (Osaka)
  In: Proceedings of the 2015 ACM International Symposium on Wearable Computers 2015
  BibTeX: Download
• Dorschky E., van den Bogert AJ., Schlarb H., Eskofier B.:
  Predictive Musculoskeletal Simulation of Uphill and Downhill Running
  20th Annual Congress of the European College of Sport Science (Malmö - Schweden, 24. June 2015 - 27. June 2015)
  In: Book of Abstracts of the 20th Annual Congress of the European College of Sport Science 2015
  BibTeX: Download
• Schuldhaus D., Zwick C., Koerger H., Dorschky E., Kirk R., Eskofier B.:
  Inertial Sensor-Based Approach for Shot/Pass Classification During a Soccer Match
  KDD Workshop on Large-Scale Sports Analytics 2015 (Sydney, 10. August 2015 - 13. August 2015)
  In: SIGKDD (ed.): 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining 2015
  BibTeX: Download