Projects per year
Personal profile
Research interests
My main research interest is the detection of abnormalities in biosignals. Processing methods include time-frequency analysis, wavelet analysis, mathematical modelling and various forms of artificial intelligence, including machine learning techniques and neural networks. Applications include electroencephalogram (EEG) signals for binaural hearing research, acceleration photoplethysmogram (APG) and electrocardiogram (ECG) signals for heat stress detection and detection and prediction of breast cancer, cardiovascular disease, otitis media and lung disease using various forms of artificial intelligence.
Current PhD opportunities include detection or prediction of cardiovascular disease, breast cancer, otitis media and lung disease using machine learning techniques. For further information about research activities and facilities, refer to the information of the Biomedical Engineering and Health Informatics Research Group of CDU at https://www.cdu.edu.au/engineering-it-environment/engineering/research/biomedical-engineering.
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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Collaborations and top research areas from the last five years
Projects
- 3 Finished
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2021 Rainmaker Start-up: Application of AR (Augmented Reality) and VR (Virtual Reality) techniques in construction training in remote communities
Rajabipour, A., Kutay, C., Ford, L., De Boer, F., Fudge, M., Russell, J., Gallagher, C. & Hromek, M.
6/08/21 → 31/12/22
Project: Research
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Chair in Sustainable Engineering at Charles Darwin University
De Boer, F., Carthew, S. & Young, D.
25/06/12 → 31/07/23
Project: Research
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Machine Learning Diagnostics System for Bronchiectasis
Azam, S., De Boer, F., Jonkman, M. & Karim, A.
1/07/22 → 31/12/23
Project: Research
Research output
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Artificial Intelligence-driven Advancements in Otitis Media Diagnosis: A Systematic Review
Rony, M. A. H., Fatema, K., Raiaan, M. A. K., Hassan, M. M., Azam, S., Karim, A., Jonkman, M., Beissbarth, J., Boer, F. D., Islam, S. M. S. & Leach, A., 26 Jul 2024, In: IEEE Access. 12, p. 99282-99307 26 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile22 Downloads (Pure) -
Methods for Detection and Measurement of Potential Broncho-Arterial Pairs in Chest Computed Tomography Scans of Children
Beeravolu, A., Azam, S., Jonkman, M., Brent Masters, I., Thomas, R. J., Chang, A. B., McCallum, G. B. & Boer, F. D., 11 Jan 2024, In: IEEE Access. 12, p. 4730-4744 15 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile57 Downloads (Pure) -
A Computer-Aided Diagnostic System to Identify Diabetic Retinopathy, Utilizing a Modified Compact Convolutional Transformer and Low-Resolution Images to Reduce Computation Time
Khan, I. U., Raiaan, M. A. K., Fatema, K., Azam, S., Rashid, R. U., Mukta, S. H., Jonkman, M. & De Boer, F., Jun 2023, In: Biomedicines. 11, 6, p. 1-27 27 p., 1566.Research output: Contribution to journal › Article › peer-review
Open AccessFile13 Citations (Scopus)80 Downloads (Pure) -
A Lightweight Robust Deep Learning Model Gained High Accuracy in Classifying a Wide Range of Diabetic Retinopathy Images
Raiaan, M. A. K., Fatema, K., Khan, I. U., Azam, S., Rashid, M. R. U., Mukta, M. S. H., Jonkman, M. & De Boer, F., 2023, In: IEEE Access. 11, p. 42361-42388 28 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile29 Citations (Scopus)105 Downloads (Pure) -
AlzheimerNet: An Effective Deep Learning Based Proposition for Alzheimer's Disease Stages Classification From Functional Brain Changes in Magnetic Resonance Images
Shamrat, F. M. J. M., Akter, S., Azam, S., Karim, A., Ghosh, P., Tasnim, Z., Hasib, K. M., De Boer, F. & Ahmed, K., 2023, In: IEEE Access. 11, p. 16376-16395 20 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile63 Citations (Scopus)141 Downloads (Pure)