Projects per year
Personal profile
Biography
Dr. Liang’s main research interests are in Biophysics, Biomedical Engineering and Nonlinear Dynamics. She recently focuses on designing control methods to suppress cardiac arrhythmias. The research results will contribute to the development of smart defibrillators and help to improve the lives of patients with cardiac arrhythmias.
Dr. Liang teaches the first year engineering mathematics. She uses animations and software, such as MATLAB, to demonstrate the results of the problems so that the students can visualize the mathematics. She receives high teaching evaluation scores and good comments from the students.
Research interests
- Nonlinear physics: dynamics of complex physical and biological systems
- Biophysics and biomedical engineering: understand the mechanism of cardiac arrhythmias and control of cardiac arrhythmias.
Monash teaching commitment
- ENG1005 - Mathematics for 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):
Education/Academic qualification
Physics, PhD, Comparison of classical dynamical predictions for low-speed, weak-gravity, and low-speed weak-gravity chaotic systems, MONASH UNIVERSITY
Physics, M.Sc., National Central University
Mathematics, B.Sc., National Central University
Research area keywords
- Nonlinear Dynamics
- Biophysics
- Computational Modeling
- Biomedical Engineering
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Smart Sustainable Inventory Management with Drone
Lim, J. (Primary Chief Investigator (PCI)) & Liang, S.-N. (Chief Investigator (CI))
1/10/24 → 31/03/28
Project: Research
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Investigating the photobiological effects of daily light exposure on the human sleep-wake cycle
Vineetha, V. (Primary Chief Investigator (PCI)), Kumari, Y. (Chief Investigator (CI)), Liang, S.-N. (Chief Investigator (CI)), Phillips, A. (Chief Investigator (CI)) & Cain, S. (Chief Investigator (CI))
1/11/20 → 30/04/24
Project: Research
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Mathematical modelling and prediction of multimodal human body physiological responses to external auditory and visual stimuli
Rabiei, F. (Primary Chief Investigator (PCI)), A/L Muniandy, S. V. (Chief Investigator (CI)), Liang, S.-N. (Chief Investigator (CI)) & Northoff, G. (Chief Investigator (CI))
1/09/19 → 30/11/22
Project: Research
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Ant Colony Optimization for Solving Inventory Routing Problem with Backordering
Wong, L. (Primary Chief Investigator (PCI)), Moin, N. H. (Chief Investigator (CI)), Pathmanathan, D. (Chief Investigator (CI)) & Liang, S.-N. (Chief Investigator (CI))
1/09/19 → 30/11/22
Project: Research
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Fundamental study of the mechanism of cardiac alternans in spatially extended systems by T+T- feedback control scheme
Liang, S.-N. (Primary Chief Investigator (PCI)), Lim, E. (Chief Investigator (CI)), Boon Leong, L. (Chief Investigator (CI)) & Le, D. M. (Chief Investigator (CI))
1/09/19 → 30/11/23
Project: Research
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Sequential recommendation by reprogramming pretrained transformer
Tang, M., Cui, S., Jin, Z., Liang, S. N., Li, C. & Zou, L., Jan 2025, In: Information Processing and Management. 62, 1, 15 p., 103938.Research output: Contribution to journal › Article › Research › peer-review
3 Citations (Scopus) -
Control of electrical and calcium alternans in a one-dimensional cardiac cable
Keong, J., Lan, B. L., Lim, E., Le, D. M. & Liang, S. N., 2024, 22nd Asia Simulation Conference, AsiaSim 2023 Langkawi, Malaysia, October 25–26, 2023 Proceedings, Part II. Hassan, F., Sunar, N., Mohd Basri, M. A., Mahmud, M. S. A., Ishak, M. H. I. & Mohamed Ali, M. S. (eds.). 1st ed. Singapore Singapore: Springer, p. 441-451 11 p. (Communications in Computer and Information Science; vol. 1912).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
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Unbiased Recommendation Through Invariant Representation Learning
Tang, M., Zou, L., Cui, S., Liang, S.-N. & Jin, Z., 2024, Machine Learning and Knowledge Discovery in Databases - Applied Data Science Track - European Conference, ECML PKDD 2024 Vilnius, Lithuania, September 9–13, 2024 Proceedings, Part X. Bifet, A., Krilavičius, T., Miliou, I. & Nowaczyk, S. (eds.). Cham Switzerland: Springer, p. 280-296 17 p. (Lecture Notes in Computer Science; vol. 14950).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
1 Citation (Scopus) -
Joint interference cancellation and signal detection using latent space representations in VAE
Wai, I. W. C., Jaward, M. H., Baskaran, V. M., Shiuan-Ni, L., Chee, C. H. & Sim, M. L., Feb 2023, In: IEEE Transactions on Consumer Electronics. 70, 1, p. 197-208 12 p.Research output: Contribution to journal › Article › Research › peer-review
1 Citation (Scopus) -
Learning to resolve conflicts in multi-task learning
Tang, M., Jin, Z., Zou, L. & Shiuan-Ni, L., 2023, 32nd International Conference on Artificial Neural Networks Heraklion, Crete, Greece, September 26–29, 2023 Proceedings, Part III. Iliadis, L., Papaleonidas, A., Angelov, P. & Jayne, C. (eds.). 1st ed. Cham Switzerland: Springer, Vol. 3. p. 477-489 13 p. (Lecture Notes in Computer Science ; vol. 14256).Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review
1 Citation (Scopus)