Digital Health – PsychoSense
The Digital Health – PsychoSense research group aims to explore the potential of digital technologies in psychological research to better understand human psychology and behavior. Many psychological research areas still rely on “traditional” methods, such as laboratory protocols or the collection of self-reports or obtrusive, often invasive biomarkers which lack of digital solutions and might limit the advancements of these areas. Thus, our goal is to tackle this issue by working at the intersection of technology, health, and psychology. The research projects of our group include the development of mobile apps, wearable and contactless sensing paradigms, machine learning algorithms, or other digital platforms that can assist in the assessment, induction, or intervention of various psychological states. We also explore the use of virtual reality, biofeedback, and other novel technologies for enhancing emotional regulation, stress management, or cognitive performance.
In addition, we are strong advocates for open science and adopt a range of open science practices in our research. We want our research to be reproduced, built upon, and used in final applications. Thus, we develop and publish open-source software frameworks (for example, have a look here, here, or here) that enable other researchers to actually use our work to facilitate and advance their own research. Additionally, we also make our datasets and corresponding analyses available, aiming to help promote scientific rigor, reduce the risk of bias, and enable others to build on our group’s work. By embracing the principles of open science, our research group is contributing to a broader movement within the scientific community that seeks to promote greater transparency and accountability in research, while also promoting collaboration and innovation in scientific research.
Group Head
Group Members
Students
If you are interested in writing a Bachelor’s or Master’s thesis in our group, please check the lab’s Student Theses and Jobs.
Michaela Hofmann
Defensive freezing reaction: The effect of acute psychosocial stress on body movement and heart rate
- Annika Mücke
- Benjamin Zenke
stress+ – Development and Evaluation of a Web Application for Remote, Internet-based Induction of Acute Psychosocial Stress - Clark Bäker
Improving the robustness of radar-based heart sound detection - Daniel Krauß
Benchmarking of Sleep/Wake Detection Algorithms using Wearable Sensors and Machine Learning - Friederike Popp
Towards frailty assessment in older adults: Investigation of sit-to-stand transfer detection using ear-worn sensors in real-world activities - Jana Reinwald
Triggering an endocrine stress response in the Virtual Reality Stroop Room through social-evaluative stress - Leon Schmid
Analyzing Acute Psychosocial Stress Responses: A Video-Based Motion Analysis Approach - Liv Herzer
- Luca Abel
Machine Learning-Based Detection of Acute Psychosocial Stress from Dynamic Movements - Paula Kaiser
Influence of Social-Evaluative Stress in the Virtual Reality Stroop Room - Philipp Dörfler
Comparison of Algorithms for Respiratory Information Extraction from Wearable Sensors - Robert Schröter
Improving the CARWatch Framework for Objective Cortisol Awakening Response Assessment - Sebastian Stühler
Investigation of the Pre-Ejection Period as a Marker for Sympathetic Activity during Acute Psychosocial Stress - Simon Meske
Improving the Robustness of Heart Rate Estimation from Continuous-Wave Radar Data using a Wavelet-based Approach and Deep Learning - Tobias Gessler
OpenTSST – An Open Web Platform for Large-Scale, Video-Based Motion Analysis During Acute Psychosocial Stress - Ulla Sternemann
Extraction of Pre-Ejection Period as Marker for Acute Psychosocial Stress from Wearable Sensors and Interferometry Radar - Veronika Koch
Influence of Acute Psychosocial Stress on Body Posture and Movement - Victoria Müller
Machine Learning-Based Detection of Acute Psychosocial Stress from Digital Biomarkers
Projects
2024
Does acute stress exposure change gait patterns?
In: Psychoneuroendocrinology 160 (2024), Article No.: 106818
ISSN: 0306-4530
DOI: 10.1016/j.psyneuen.2023.106818
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EmRad: Ubiquitous Vital Sign Sensing using Compact Continuous-Wave Radars
In: IEEE Open Journal of Engineering in Medicine and Biology (2024), p. 1-10
ISSN: 2644-1276
DOI: 10.1109/OJEMB.2024.3420241
URL: https://ieeexplore.ieee.org/document/10577086
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A Review and Tutorial on Machine Learning- Enabled Radar-Based Biomedical Monitoring
In: IEEE Open Journal of Engineering in Medicine and Biology (2024), p. 1-22
ISSN: 2644-1276
DOI: 10.1109/OJEMB.2024.3397208
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f-TSST+: An extension to the friendly Trier Social Stress Test that enables better behavioral comparability during acute psychosocial stress
In: Psychoneuroendocrinology 160 (2024), Article No.: 106862
ISSN: 0306-4530
DOI: 10.1016/j.psyneuen.2023.106862
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Gaitmap – An Open Ecosystem for IMU-based Human Gait Analysis and Algorithm Benchmarking
In: IEEE Open Journal of Engineering in Medicine and Biology (2024), p. 1-10
DOI: 10.1109/OJEMB.2024.3356791
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CARWatch – An Open-Source Framework for Objective Cortisol Awakening Response Assessment
In: Psychoneuroendocrinology 160 (2024), Article No.: 106845
ISSN: 0306-4530
DOI: 10.1016/j.psyneuen.2023.106845
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Machine learning-based detection of acute psychosocial stress from body posture and movements
In: Scientific Reports 14 (2024), Article No.: 8251
ISSN: 2045-2322
DOI: 10.1038/s41598-024-59043-1
URL: https://www.nature.com/articles/s41598-024-59043-1
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- Stress+ – Towards an Open-Source Web Application for the Remote Induction of Acute Psychosocial Stress
In: Psychoneuroendocrinology 160 (2024), p. 106870
ISSN: 0306-4530
DOI: 10.1016/j.psyneuen.2023.106870
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Lower Vagal Response to the Cold Face Test during Acute Psychosocial Stress is Associated with Higher Cortisol Reactivity
In: Psychoneuroendocrinology 160 (2024), Article No.: 106871
ISSN: 0306-4530
DOI: 10.1016/j.psyneuen.2023.106871
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The Short Stress State Questionnaire in German (SSSQ-G)
In: European Journal of Health Psychology 31 (2024), p. 189-200
ISSN: 2512-8442
DOI: 10.1027/2512-8442/a000160
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Realtime Laser Beam Steering and Calibration Method for Coherent Biomedical Distance and Motion Sensing
CLEO: Science and Innovations in CLEO 2024, CLEO: S and I 2024 - Part of Conference on Lasers and Electro-Optics (Charlotte, NC, USA, 5. May 2024 - 10. May 2024)
In: CLEO: Science and Innovations, CLEO: S and I 2024 in Proceedings CLEO 2024, Part of Conference on Lasers and Electro-Optics 2024
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2023
Radar-based Recognition of Activities of Daily Living in the Palliative Care Context Using Deep Learning
2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) (Pittsburgh, 15. October 2023 - 18. October 2023)
In: 2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI), New York City: 2023
DOI: 10.1109/BHI58575.2023.10313506
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Radar-based Recognition of Activities of Daily Living in the Palliative Care Context Using Deep Learning
2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) (Pittsburgh, 15. October 2023 - 18. October 2023)
In: 2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) 2023
DOI: 10.1109/BHI58575.2023.10313506
URL: https://www.mad.tf.fau.de/files/2023/12/braeunig23_radar_palliative_care.pdf
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Your Health, Your Data: Combining Interdisciplinary Views, Concepts, and Practices to Empower Patients in Their Engagement With Personal Health Data
Mensch und Computer 2023 (Rapperswil, 3. September 2023 - 6. September 2023)
In: Workshopband 2023
DOI: 10.18420/muc2023-mci-ws14-117
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Contactless Heart Rate Estimation using a 61 GHz Continuous-Wave Radar
IEEE-EMBS International Conference on Body Sensor Networks: Sensor and Systems for Digital Health (MIT Media Lab, Boston MA, 9. October 2023 - 11. October 2023)
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tpcp: Tiny Pipelines for Complex Problems - A set of framework independent helpers for algorithms development and evaluation
In: Journal of Open Source Software 8 (2023), p. 4953
ISSN: 2475-9066
DOI: 10.21105/joss.04953
URL: https://joss.theoj.org/papers/10.21105/joss.04953
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VoStress – Voice-based Detection of Acute Psychosocial Stress
2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) (Pittsburgh, 15. October 2023 - 18. October 2023)
In: 2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) 2023
DOI: 10.1109/BHI58575.2023.10313458
URL: https://www.mad.tf.fau.de/files/2023/12/oesten23_stress_detection_voice.pdf
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CARWatch – A smartphone application for improving the accuracy of cortisol awakening response sampling
In: Psychoneuroendocrinology 151 (2023), p. 106073
ISSN: 0306-4530
DOI: 10.1016/j.psyneuen.2023.106073
URL: https://www.sciencedirect.com/science/article/abs/pii/S0306453023000513
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openTSST – An open web platform for large-scale, video-based motion analysis during acute psychosocial stress
IEEE-EMBS International Conference on Body Sensor Networks: Sensor and Systems for Digital Health (MIT Media Lab, Boston, MA, 9. October 2023 - 11. October 2023)
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Efficacy of a smartphone-based reappraisal training against depression and benefits of enhancing it with facial expression
Society for Psychotherapie Research 54th International Annual Meeting (Dublin)
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Exploring the Capabilities of a Language Model-Only Approach for Depression Detection in Text Data
IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) 2023 (Pittsburgh, PA, USA, 15. October 2023 - 18. October 2023)
In: IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) 2023
DOI: 10.1109/BHI58575.2023.10313367
URL: https://ieeexplore.ieee.org/document/10313367
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Improving the Robustness of IMU-based Sit-To-Stand Detection during Simulated Real-World Activities for Different Sensor Positions
Pittsburgh (Pittsburgh, 15. October 2023 - 18. October 2023)
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Fall Risk Prediction in Parkinson's Disease Using Real-World Inertial Sensor Gait Data.
In: IEEE Journal of Biomedical and Health Informatics 27 (2023), p. 319-328
ISSN: 2168-2194
DOI: 10.1109/JBHI.2022.3215921
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Prediction of Stress Coping Capabilities from Nightly Heart Rate Patterns using Machine Learning
2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) (Pittsburgh, 15. October 2023 - 18. October 2023)
In: 2023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) 2023
DOI: 10.1109/BHI58575.2023.10313401
URL: https://www.mad.tf.fau.de/files/2023/12/vorberg_pflueger23_stress_coping_nightly_hr.pdf
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2022
Efficacy of a smartphone-based reappraisal training against depressed mood and benefits of enhancing it with facial expression–a feasibility study
Deutscher Psychotherapiekongress (Berlin, 7. June 2022 - 11. June 2022)
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EmpkinS - Empathokinästhetische Sensorik für Biofeedback bei Depression
Deutscher Psychotherapiekongress (DPK) (Berlin, 7. June 2022 - 11. June 2022)
URL: https://deutscher-psychotherapie-kongress.de/wp-content/uploads/2022/06/web_Programm_DPK2022_SS_09062022_final.pdf
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EmpkinS: empatho-kinesthetic sensory systems for biofeedback in depression
EmpkinS: empatho-kinesthetic sensory systems for biofeedback in depression (Freiburg, 16. June 2022 - 18. June 2022)
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Influence of Sensor Position and Body Movements on Radar-Based Heart Rate Monitoring
2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) (Ioannina, 27. September 2022 - 30. September 2022)
DOI: 10.1109/BHI56158.2022.9926775
URL: https://www.mad.tf.fau.de/files/2022/11/herzer_muecke22_validation_mis.pdf
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Machine Learning-based Detection of In-Utero Fetal Presentation from Non-Invasive Fetal ECG
2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) (Ioannina, 27. September 2022 - 30. September 2022)
DOI: 10.1109/BHI56158.2022.9926804
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Benchmarking of Sleep/Wake Detection Algorithms on a Large Cohort using Actigraphy, HRV, and Respiration Information
IEEE-EMBS International Conference on Biomedical and Health Informatics (Ioaninna, 26. September 2022 - 30. September 2022)
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Towards Integration of Sleep Quality in Sports Monitoring – Improving Wearable Sleep Detection Algorithms through Respiratory Information
13th World Congress of Performance Analysis of Sport 2022 & 13th International Symposium on Computer Science in Sport 2022 (Wien, 10. September 2022 - 13. September 2022)
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imucal - A Python library to calibrate 6 DOF IMUs
In: Journal of Open Source Software 7 (2022), p. 4338
ISSN: 2475-9066
DOI: 10.21105/joss.04338
URL: https://www.theoj.org/joss-papers/joss.04338/10.21105.joss.04338.pdf
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The Stroop Competition: A Social-Evaluative Stroop Test for Acute Stress Induction
IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) (Ioannina, 27. September 2022 - 30. September 2022)
DOI: 10.1109/BHI56158.2022.9926835
URL: https://www.mad.tf.fau.de/files/2022/11/mueller22_stroop_competition.pdf
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The Stroop Competition: A Social-Evaluative Stroop Test For Acute Stress Induction
79th Annual Scientific Meeting of the American Psychosomatic Society (Long Beach, CA, 23. March 2022 - 26. March 2022)
In: Lippincott Williams & Wilkins (ed.): Psychosomatic Medicine, PHILADELPHIA: 2022
DOI: 10.1109/bhi56158.2022.9926835
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Detection of Acute Psychosocial Stress from Body Movements using Machine Learning
79th Annual Scientific Meeting of the American Psychosomatic Society (Long Beach, CA, 23. March 2022 - 26. March 2022)
In: Lippincott Williams & Wilkins (ed.): Psychosomatic Medicine 2022
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Exploring the Cold Face Test as a Mechanism for Reducing Acute Psychosocial Stress Responses
79th Annual Scientific Meeting of the American Psychosomatic Society (Long Beach, CA, 23. March 2022 - 26. March 2022)
In: Lippincott Williams & Wilkins (ed.): Psychosomatic Medicine 2022
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Vagus activation by Cold Face Test reduces acute psychosocial stress responses
In: Scientific Reports 12 (2022), Article No.: 19270
ISSN: 2045-2322
DOI: 10.1038/s41598-022-23222-9
URL: https://www.nature.com/articles/s41598-022-23222-9
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Effect of Acute Psychosocial Stress on Body Movements
79th Annual Scientific Meeting of the American Psychosomatic Society (Long Beach, CA, 23. March 2022 - 26. March 2022)
In: Lippincott Williams & Wilkins (ed.): Psychosomatic Medicine 2022
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Fall Risk Prediction in Parkinson’s Disease Using Real-World Inertial Sensor Gait Data
In: IEEE Transactions on Neural Systems and Rehabilitation Engineering (2022)
ISSN: 1534-4320
DOI: 10.1109/jbhi.2022.3215921
URL: https://ieeexplore.ieee.org/document/9924545
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Prediction of Stress Coping Capabilities from Nightly Heart Rate Patterns Using Machine Learning
79th Annual Scientific Meeting of the American Psychosomatic Society (Long Beach, CA, 23. March 2022 - 26. March 2022)
In: Lippincott Williams & Wilkins (ed.): Psychosomatic Medicine, PHILADELPHIA: 2022
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AB1528-HPR FULL BODY HAPTIC BODYSUIT - AN INSTRUMENT TO MEASURE THE RANGE AND SPEED OF MOTION IN PATIENTS WITH AXIAL SPONDYLOARTHRITIS (axSpA) - PRELIMINARY RESULTS
In: Annals of the Rheumatic Diseases 81 (2022), p. 1866.2-1867
ISSN: 0003-4967
DOI: 10.1136/annrheumdis-2022-eular.3069
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2021
Evaluation of Orthostatic Reactions in Real-World Environments Using Wearable Sensors
2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (, 1. November 2021 - 5. November 2021)
DOI: 10.1109/EMBC46164.2021.9630842
URL: https://www.mad.tf.fau.de/files/2021/12/happold21_vertigo_home.pdf
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Assessing the Influence of the Inner Clock on the Cortisol Awakening Response and Pre-Awakening Movement
2021 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) (Athens, 28. July 2021 - 30. July 2021)
In: IEEE (ed.): 2021 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI) 2021
DOI: 10.1109/BHI50953.2021.9508529
URL: https://www.mad.tf.fau.de/files/2021/08/richer21_car_inner_clock.pdf
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BioPsyKit: A Python package for the analysis of biopsychological data
In: Journal of Open Source Software 6 (2021), p. 3702
ISSN: 2475-9066
DOI: 10.21105/joss.03702
URL: https://www.theoj.org/joss-papers/joss.03702/10.21105.joss.03702.pdf
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Real-time Work Environment Optimization using Multimodal Media and Body Sensor Network
In: Smart Health 19 (2021), p. 100164
ISSN: 2352-6483
DOI: 10.1016/j.smhl.2020.100164
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2020
Tracking and Teamwork Performance
(2020)
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(Working Paper)
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The footprint of orthostatic hypotension in parkinsonian syndromes
In: Parkinsonism & Related Disorders (2020)
ISSN: 1353-8020
DOI: 10.1016/j.parkreldis.2020.06.029
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Exploring Smart Agents for the Interaction with Multimodal Mediated Environments
In: Multimodal Technologies and Interaction 4 (2020), Article No.: 27
ISSN: 2414-4088
DOI: 10.3390/mti4020027
URL: https://www.mdpi.com/2414-4088/4/2/27
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2019
Classification of Acute Stress-Induced Response Patterns
EAI International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth '19) (Trento, 20. May 2019 - 23. May 2019)
DOI: 10.1145/3329189.3329231
URL: https://www.mad.tf.fau.de/files/2019/05/2019-Abel-PervasiveHealth-StressResponsePatterns.pdf
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Deep Reality: Towards Increasing Relaxation in VR by Subtly Changing Light, Sound and Movement Based on HR, EDA, and EEG
ACM Conference on Human Factors in Computing Systems (CHI 2019) (Glasgow, 4. May 2019 - 9. May 2019)
In: ACM (ed.): CHI 2019 Video Showcase 2019
DOI: 10.1145/3290607.3311770
URL: https://www.mad.tf.fau.de/files/2019/05/2019-Amores-CHI-DeepReality.pdf
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Deep Reality: An Underwater VR Experience to Promote Relaxation by Unconscious HR, EDA, and Brain Activity Biofeedback
SIGGRAPH '19: ACM SIGGRAPH 2019 Virtual, Augmented, and Mixed Reality (Los Angeles, 28. July 2019 - 1. August 2019)
In: ACM (ed.): SIGGRAPH '19: ACM SIGGRAPH 2019 Virtual, Augmented, and Mixed Reality 2019
DOI: 10.1145/3306449.3328818
URL: https://www.mad.tf.fau.de/files/2020/01/2019-Amores-SIGGRAPH-DeepReality.pdf
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An Overview of the Feasibility of Permanent, Real-Time, Unobtrusive Stress Measurement with Current Wearables
EAI International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth '19) (Trento, 20. May 2019 - 23. May 2019)
DOI: 10.1145/3329189.3329233
URL: https://www.mad.tf.fau.de/files/2019/05/Gradl-Wirth-2019-PervasiveHealth-StressMeasurementOverview.pdf
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Reducing Reconfiguration Time in FPGAs
27th Iranian Conference on Electrical Engineering (ICEE) (Yazd, Iran, 30. April 2019 - 2. May 2019)
In: Iranian Conference on Electrical Engineering (ICEE), 2019 27th Iranian Conference on Electrical Engineering (ICEE): 2019
DOI: 10.1109/IranianCEE.2019.8786689
URL: https://ieeexplore.ieee.org/abstract/document/8786689
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Evaluation of foot kinematics during endurance running on different surfaces in real-world environments
DOI: 10.1007/978-3-030-35048-2_13
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2018
Promoting Relaxation Using Virtual Reality, Olfactory Interfaces and Wearable EEG
2018 IEEE 15th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (Las Vegas, NV, 4. March 2018 - 7. March 2018)
In: IEEE (ed.): 2018 IEEE 15th International Conference on Wearable and Implantable Body Sensor Networks (BSN) 2018
DOI: 10.1109/BSN.2018.8329668
URL: https://www.mad.tf.fau.de/files/2018/04/2018-Amores-BSN-PRVR.pdf
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Real-time Mental State Recognition using a Wearable EEG
40th International Engineering in Medicine and Biology Conference (EMBC) (Honolulu, Hawaii, 17. July 2018 - 21. July 2018)
DOI: 10.1109/embc.2018.8513653
URL: https://www.mad.tf.fau.de/files/2019/02/2018-Richer-EMBC-MentalStateEEG.pdf
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"MigraineMonitor" – Towards a System for the Prediction of Migraine Attacks using Electrostimulation
52th Annual Conference of the German Society for Biomedical Engineering (VDE|DGBMT) (Aachen, 26. September 2018 - 28. September 2018)
In: Current Directions in Biomedical Engineering 2018
DOI: 10.1515/cdbme-2018-0151
URL: https://www.mad.tf.fau.de/files/2018/09/2018-StefkeWilm-DGBMT-MigraineMonitor.pdf
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Exploring the Feasibility of EMG Based Interaction for Assessing Cognitive Capacity in Virtual Reality
40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2018 (Honolulu, HI, USA, 18. July 2018 - 21. July 2018)
In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2018
DOI: 10.1109/EMBC.2018.8513213
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2017
Wearable Current-Based ECG Monitoring System with Non-Insulated Electrodes for Underwater Application
In: Applied Sciences 7 (2017), Article No.: 1277
ISSN: 2076-3417
DOI: 10.3390/app7121277
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2016
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
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2015
Unobtrusive Heart Rate Estimation during Physical Exercise using Photoplethysmographic and Acceleration Data
37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBC ’15 (Milano)
In: 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBC ’15 2015
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Novel Human Computer Interaction Principles for Cardiac Feedback using Google Glass and Android Wear
2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (Cambridge, MA, 9. June 2015 - 12. June 2015)
In: IEEE (ed.): 2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN) 2015
DOI: 10.1109/BSN.2015.7299363
URL: https://www.mad.tf.fau.de/files/2018/04/2015-Richer-BSN-DailyHeart.pdf
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2014
Real-Time ECG and EMG Analysis for Biking Using Android-Based Mobile Devices
2014 IEEE 11th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (Zürich, 16. June 2014 - 19. June 2014)
In: 2014 IEEE 11th International Conference on Wearable and Implantable Body Sensor Networks (BSN) 2014
DOI: 10.1109/BSN.2014.20
URL: https://www.mad.tf.fau.de/files/2018/04/2014-Richer-BSN-Bikey.pdf
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