Contactless measurement of stress, its determinants, and consequences (D03)

Acronym: SFB 1483 EmpkinS D03
Project leader: Nicolas Rohleder
Project members: Linda Becker, Robert Richer, Felicitas Hauck, Miriam Kurz, Luca Abel, Lena Marie Gmelch
Start date: 1. July 2021
End date: 30. June 2025
Funding source: DFG / Sonderforschungsbereich (SFB)

Abstract

Ziel dieses Teilprojekts ist es, Stress durch empathokinästhetische Sensorik berührungslos messbar zu machen. Aufgrund der Auswirkungen auf menschliche Gesundheit und Leistungsfähigkeit hat die Erforschung von Stress eine hohe Priorität, wird jedoch durch aufwändige und meist invasive traditionelle Erfassungsmethoden erschwert. In D03 werden in laborexperimentell induzierten, akuten Stresssituationen empathokinästhetische Sensormodalitäten erforscht, die es erlauben, Stress durch berührungslose Erfassung von Makro- und Mikrobewegungen in Zusammenarbeit mit A02, A04 und A05 messbar zu machen.

Overview of the measures acquired in the D03 subproject.

Sub-Projects

Publications

2024

Albrecht N., Langer D., Krauß D., Richer R., Abel L., Eskofier B., Rohleder N., Kölpin A.:
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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Krauß D., Engel L., Ott T., Bräunig J., Richer R., Gambietz M., Albrecht N., Hille EM., Ullmann I., Braun M., Dabrock P., Kölpin A., Koelewijn A., Eskofier B., Vossiek M.:
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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Richer R., Koch V., Abel L., Hauck F., Kurz M., Ringgold V., Müller V., Küderle A., Schindler-Gmelch L., Eskofier B., Rohleder N.:
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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2023

Bräunig J., Mejdani D., Krauß D., Grießhammer S., Richer R., Schüßler C., Yip J., Steigleder T., Ostgathe C., Eskofier B., Vossiek M.:
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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Krauß D., Richer R., Albrecht NC., Küderle A., Abel L., Leutheuser H., Jukic J., German A., Kölpin A., Winkler J., Eskofier B.:
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)
BibTeX: Download
Küderle A., Richer R., Simpetru R., Eskofier B.:
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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Oesten M., Richer R., Abel L., Rohleder N., Eskofier B.:
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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Richer R., Abel L., Küderle A., Eskofier B., Rohleder N.:
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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Richer R., Geßler T., Herzer L., Abel L., Küderle A., Rohleder N., Eskofier B.:
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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Vorberg L., Pflüger S., Richer R., Jäger K., Küderle A., Rohleder N., Eskofier B.:
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

Herzer L., Mücke A., Richer R., Albrecht NC., Heyder M., Jäger K., König V., Koelpin A., Rohleder N., Eskofier B.:
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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Müller V., Richer R., Henrich L., Berger L., Gelardi A., Jäger K., Eskofier B., Rohleder N.:
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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Müller V., Richer R., Jäger K., Henrich L., Berger L., Gelardi A., Eskofier B., Rohleder N.:
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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Richer R., Koch V., Küderle A., Müller V., Wirth V., Stamminger M., Rohleder N., Eskofier B.:
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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Richer R., Zenkner JJ., Küderle A., Rohleder N., Eskofier B.:
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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Richer R., Zenkner JJ., Küderle A., Rohleder N., Eskofier B.:
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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Rohleder N., Richer R., Koch V., Küderle A., Müller V., Wirth V., Stamminger M., Eskofier B.:
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
BibTeX: Download
Vorberg L., Pflüger S., Richer R., Jäger K., Küderle A., Nassall K., Eskofier B., Rohleder N.:
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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2021

Richer R., Küderle A., Dörr J., Rohleder N., Eskofier B.:
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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Richer R., Küderle A., Ullrich M., Rohleder N., Eskofier B.:
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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