Projects per year
Personal profile
Biography
Fae is an Associate Professor and Deputy Head of the Department of Electrical and Computer Systems Engineering at Monash University, where she leads the Biomedical Signal Processing Lab (BSPL). She joined Monash University in June 2016 following completion of her PhD in Electrical and Electronic Engineering at the University of Melbourne, supported by the Australian Government's International Postgraduate Research Scholarship (IPRS) and Australian Postgraduate Award (APA). During her PhD, she received numerous honours including the Len Stevens Scholarship, the IEEE Australia Council Student Paper Award in 2014, and Open Finalist Award in the Student Paper Competition at the IEEE Engineering in Medicine and Biology Conference (EMBC) 2014 in Chicago.
Fae's research aims to reduce health inequity by developing affordable, AI-powered healthcare technologies for maternal, fetal, neonatal and child health. Her work combines biomedical signal processing, artificial intelligence, machine learning, physiological sensing, and low-cost medical devices to enable high-quality healthcare in resource-constrained settings. She has pioneered innovative technologies for fetal monitoring, neonatal cardiorespiratory and bowel health assessment, breastfeeding monitoring, and digital health, with strong emphasis on translation into clinical practice and global health impact.
Her research has attracted national and international recognition. She is the recipient of the Victorian Government Veski Victoria Fellowship (2021), the B&T Women Leading Tech Award (Education & Research, 2022), the Dean's Award for Honours Supervision (2022), the Women in AI Asia-Pacific Award for Research Excellence (2024), and the Dean's Award for Research Excellence by an Early Career Researcher (2024). Earlier in her career, she also received the Mortara Fellowship (2017) and Honourable Mention for the Rosanna Degani Young Investigator Award from Computing in Cardiology ( both in 2015 and 2016).
Fae collaborates extensively with clinicians, engineers, public health researchers and industry partners across Australia, the United States, Asia and Europe. Her work has been supported by major national and international funding from the NIH, NHMRC and ARC.
Her research interests include artificial intelligence in healthcare, biomedical signal processing, physiological sensing, affordable medical technologies, digital health, wearable sensors, maternal, fetal and neonatal health, and technologies that advance global health equity.
Biomedical Signal Processing Lab (BSPL): https://www.monash.edu/bspl
Research area keywords
- Biomedical engineering
- Signal Processing
- Machine Learning
- Statistical and Data Analysis
- Statistical Machine Learning
- Time Series Analysis
- Time Series Classification
- Stochastic processes
- Spectral Analysis
- Biomedical Research, Multidisciplinary
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being
Collaborations and top research areas from the last five years
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Radar Integrated Body Area Networks
Yuce, M. (Primary Chief Investigator (PCI)), Marzbanrad, F. (Chief Investigator (CI)) & Fortino, G. (Partner Investigator (PI))
ARC - Australian Research Council
1/01/26 → 31/12/29
Project: Research
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Exploring Artificial intelligence for automating variant curation and big data linkage in reproductive genetics; towards preconception precision medicine in assisted reproductive technologies (ARTs)
Ghasemnejad, T. (Primary Chief Investigator (PCI)), Horta Nunez, F. (Supervisor), Alinejad-Rokny, H. (Supervisor), Marzbanrad, F. (Supervisor), Lorber Rolnik, D. (Supervisor), Shrestha, J. (Supervisor), Venter, D. (Partner Investigator (PI)) & Lin, H. (Partner Investigator (PI))
1/06/23 → 31/12/26
Project: Research
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AI-driven low-cost ultrasound for automated quantification of hypertension, preeclampsia, and IUGR
Clifford, G. D. (Primary Chief Investigator (PCI)), Tanner, L. (Chief Investigator (CI)), Jamieson, D. (Chief Investigator (CI)), Sameni, R. (Chief Investigator (CI)), Hall-Clifford, R. (Chief Investigator (CI)), Katebi, N. (Chief Investigator (CI)), Jeff, J. (Chief Investigator (CI)), Phan, D. (Chief Investigator (CI)), Rohloff, P. (Chief Investigator (CI)), Miller, A. (Chief Investigator (CI)) & Marzbanrad, F. (Chief Investigator (CI))
20/09/22 → 31/08/25
Project: Research
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Tele-Health Technology to Improve Maternal and Foetal Health in Rural and Remote Regions of Victoria
Marzbanrad, F. (Primary Chief Investigator (PCI))
1/03/22 → 31/03/22
Project: Research
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Smart Auscultation for Neonatal Respiratory Assessment
Marzbanrad, F. (Primary Chief Investigator (PCI)), Sitaula, C. (Chief Investigator (CI)) & Malhotra, A. (Chief Investigator (CI))
1/08/21 → 1/08/22
Project: Research
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FetalSleepNet: A Transfer Learning Framework with Spectral Equalisation Domain Adaptation for Fetal Sleep State Classification
Tang, W., Vargas-Calixto, J., Katebi, N., Tran, N., Kelly, S. B., Clifford, G. D., Galinsky, R. & Marzbanrad, F., 2026, (Accepted/In press) In: IEEE Journal of Biomedical and Health Informatics. 14 p.Research output: Contribution to journal › Article › Research › peer-review
Open Access -
Reprogramming Automatic Speech Recognition Models for Neonatal Chest Sound Separation
Poh, Y. Y., Grooby, E., Tan, K., Malhotra, A., Harandi, M. & Marzbanrad, F., 2026, (Accepted/In press) In: IEEE Journal of Biomedical and Health Informatics. 12 p.Research output: Contribution to journal › Article › Research › peer-review
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A Dynamical Equation Approach For Quasi-Periodic Gaussian Processes
Nigam, U., Srivastava, R., Burke, M. & Marzbanrad, F., 2025, 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2025 - Proceedings. Rao, B. D., Trancoso, I., Sharma, G. & Mehta, N. B. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
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An intelligent, compact wearable pressure-strain combo sensor system for continuous fetal movement monitoring
Yap, L. W., Levin, A., Jiang, Y., Nhu, D., Gong, S., Warty, R., Vera Anaya, D., Li, Q., Lu, Y., Gao, R., Zhang, X., Ilyas, T., Smith M M, V., Thomas, A., Wibrianto, A., Zhang, Y., Limas, J., McCracken, S., Morris, J. M. & Mol, B. W. J. & 5 others, , 28 Nov 2025, In: Science Advances. 11, 48, p. eady2661 11 p., eady2661.Research output: Contribution to journal › Article › Research › peer-review
Open Access7 Link opens in a new tab Citations (Scopus) -
Automated detection of pediatric congenital heart disease from phonocardiograms using deep and handcrafted feature fusion
Jabbar, A., Grooby, E., Poh, Y. Y., Ahmad, K. I., Hassanuzzaman, M., Mostafa, R., Khandoker, A. H. & Marzbanrad, F., Oct 2025, In: Computers in Biology and Medicine. 197, Part A, 9 p., 110993.Research output: Contribution to journal › Article › Research › peer-review
Open Access5 Link opens in a new tab Citations (Scopus)
Prizes
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Australian Postgraduate Award
Marzbanrad, F. (Recipient), 2012
Prize: Prize (including medals and awards)
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Dean's Award for Honours Supervision
Marzbanrad, F. (Recipient), 10 Jun 2022
Prize: Prize (including medals and awards)
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Dean’s Award for Research Excellence by an Early Career Researcher
Marzbanrad, F. (Recipient), Oct 2024
Prize: Prize (including medals and awards)
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EMBS student paper competition finalist award
Marzbanrad, F. (Recipient), 24 Aug 2014
Prize: Prize (including medals and awards)
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Higher Education Academy (HEA) Fellowship
Marzbanrad, F. (Recipient), Jun 2022
Prize: National/international honour
Activities
- 3 Editorial responsibility
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Physiological Measurement (Journal)
Marzbanrad, F. (Editorial board member)
Dec 2017Activity: Publication peer-review and editorial work types › Editorial responsibility
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Frontiers in Bioengineering and Biotechnology (Journal)
Marzbanrad, F. (Editorial board member)
Oct 2016 → …Activity: Publication peer-review and editorial work types › Editorial responsibility
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Frontiers in Physiology (Journal)
Marzbanrad, F. (Editorial board member)
Oct 2016 → …Activity: Publication peer-review and editorial work types › Editorial responsibility
Press/Media
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Australian inventor pioneers AI breastfeeding tracker
1/07/25
1 Media contribution
Press/Media: Article/Feature
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Monash researchers develop world first device to track breastmilk intake
1/07/25
1 Media contribution
Press/Media: Article/Feature
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Australia's Top 20 under 40 health, medical researchers revealed
29/08/22
1 Media contribution
Press/Media: Article/Feature
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Matters of the heart: The med-tech innovations three generations in the making
22/06/22
1 Media contribution
Press/Media: Article/Feature
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Women Leading Tech & Learning From Each Other
28/04/22
1 Media contribution
Press/Media: Article/Feature