Projects per year
Personal profile
Research
I am the group leader of the Biomedical & Pervasive Systems resesrch group and PI of several research projects situated within my group. Besides the research, I teach at the Computer Engineerng and Biomedical Engineering programmes at the Department of Electrical and Computer Engineering, Faculty of Technology, Aarhus University, Denmark.
I conduct basic and applied research within the biomedical & pervasive systems research areas. My main research interest lies within pervasive healthcare topics, including ambient assisted living, telemonitoring, and telemedicine. All of these topics build on distributed systems and artificial intelligence. Here, together with my research group and national and international collaborators, I focus on creating open science and open source tools and platforms for supporting healthcare research. This implies following a mainly sensor-based computational and data-driven approach with the purpose of improving human health and well-being while also enhancing the delivery of healthcare and staff efficiency. This is motivated by the constant demand for sustainable, participatory, preventive, personalized, economically tractable and better healthcare for all.
Our research projects are mainly grounded in the hospital, nursing home, and home settings, where we use ambient, wearable and healthcare sensors and devices to support patients and citizens through coaching and monitoring. Research examples include: a) disease, disability and treatment monitoring and coaching in the hospital and home settings, b) predictive analytics for early disease onset detection and progression, and c) co-creation & participatory design for creating the optimal user experience.
You can find more here Biomedical & Pervasive Systems (au.dk)
Teaching
My teaching obligations are within the Computer Engineering and Biomedical Engineering programmes. Specifically, I teach in the courses Computer Engineering Project II, with a focus on developing and documenting distributed systems, in the Telemonitoring Project I, which has a focus on creating full stack telemonitoring projects, Advanced Telemedicine, which focuses on creating next level telemedicine systems, and finally I give a course on Pervasive Computing, with a focus on next generation of IT systems. Especially Intelligent Environments and Smart Spaces, combined with Internet of Things (IoT) and Distributed Systems, are my main areas of interest and competence. I accept students for BSc, R&D , Master, and PhD projects. All students work within my research field.
Areas of expertise
- Biomedical Engineering
- Telemedicine
- Ambient Assisted Living
- Distributed systems
- Artificial Intelligence
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Collaborations and top research areas from the last five years
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Prediction of preeclampsia, and monitoring of high-risk pregnancies
Skov, H. L. (PI), Wagner, S. R. (Collaborator), Kirkegaard, I. (Collaborator), Pedersen, L. H. (Collaborator), Ekelund, C. K. (Collaborator) & Sandager, P. (Project manager)
01/02/2023 → 30/06/2026
Project: Research
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WODIA: Personalized Medicine Screening and Monitoring Programme for Pregnant Woman Suffering from Preeclampsia and Gestational Hypertension
Wagner, S. R. (PI)
01/06/2022 → 31/05/2025
Project: Research
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Inter-arm blood pressure difference in early pregnancy and risk of preeclampsia.
Skov, H. L. (PI), Wagner, S. R. (Collaborator) & Sandager, P. (Project manager)
01/09/2021 → 31/08/2022
Project: Research
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Vækst i Agroindustrien - powered by data
Wagner, S. R. (PI)
01/04/2021 → 30/04/2023
Project: Consultancy
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Research output
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Machine-Learning-Based Activity Tracking for Individual Pig Monitoring in Experimental Facilities for Improved Animal Welfare in Research
Deutch, F., Weiss, M. G., Wagner, S. R., Hansen, L. S., Larsen, F., Figueiredo, C., Moers, C. & Keller, A. K., Feb 2025, In: Sensors. 25, 3, 785.Research output: Contribution to journal/Conference contribution in journal/Contribution to newspaper › Journal article › Research › peer-review
Open Access1 Citation (Scopus) -
Screening for pre-eclampsia using pregnancy-associated plasma protein-A or placental growth factor measurements in blood samples collected at 8–14 weeks' gestation
the PRESIDE Study Group, May 2025, In: Ultrasound in Obstetrics and Gynecology. 65, 5, p. 567-574 8 p.Research output: Contribution to journal/Conference contribution in journal/Contribution to newspaper › Journal article › Research › peer-review
Open Access -
A Review on Machine Learning Deployment Patterns and Key Features in the Prediction of Preeclampsia
Pedersen, L. T., Mazur-Milecka, M., Rumiński, J. & Wagner, S. R., Dec 2024, In: Machine Learning and Knowledge Extraction. 6, 4, p. 2515-2569 55 p.Research output: Contribution to journal/Conference contribution in journal/Contribution to newspaper › Review › Research
Open Access -
Screening for pre-eclampsia with competing-risks model using placental growth factor measurement in blood samples collected before 11 weeks' gestation
Riishede Christiansen, I. L., Ekelund, C. K., Sperling, L., Overgaard, M., Knudsen, C. S., Clausen, T. D., Pihl, K., Zingenberg, H., Wright, A., Wright, D., Tabor, A., Rode, L. & Collaborators, Mar 2024, In: Ultrasound in Obstetrics & Gynecology. 63, 3, p. 342-349 8 p.Research output: Contribution to journal/Conference contribution in journal/Contribution to newspaper › Journal article › Research › peer-review
Open Access2 Citations (Scopus) -
Test and Validation of an Internet of Things Platform for Remote Monitoring of Pregnant Women
Miranda, J., Wagner, S. R., Mazur-Milecka, M. & Rumiński, J., 2024, IoT Technologies and Wearables for HealthCare. Ferraro, V., Covarrubias, M., Zdravevski, E., Pires, I. M., Marques Martins de Almeida, J. M. & Gonçalves, N. J. (eds.). Cham: Springer, p. 3–13 11 p. (Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering , Vol. 530).Research output: Contribution to book/anthology/report/proceeding › Article in proceedings › Research › peer-review
Activities
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U-Days på Aarhus Universitet 2019
Wagner, S. R. (Lecturer)
28 Feb 2019 → 1 Mar 2019Activity: Presentations, memberships, employment, ownership and other activities › Lecture and oral contribution
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Velfærdsteknologiske wearables nu og i fremtiden
Wagner, S. R. (Lecturer)
31 May 2018Activity: Presentations, memberships, employment, ownership and other activities › Lecture and oral contribution
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Journal of Sensors (Journal)
Wagner, S. R. (Reviewer)
2018Activity: Publication peer-review and editorial work types › Peer review of manuscripts › Research
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11th International Conference on Human System Interaction (Event)
Wagner, S. R. (Reviewer)
2018Activity: Publication peer-review and editorial work types › Peer review of manuscripts › Research
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12th EAI International Conference on Pervasive Computing Technologies for Healthcare (Event)
Wagner, S. R. (Chair)
2018Activity: Presentations, memberships, employment, ownership and other activities › Member of committee, council or board
Press/Media
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Blodtryk kan sladre om svangerskabsforgiftning
07/06/2016 → 08/06/2016
4 items of Media coverage
Press/Media: Press / Media
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Smart sphygmomanometer provides warning of preeclampsia
01/04/2016
1 Media contribution
Press/Media: Press / Media
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