Dr Reza Argha

Dr Reza Argha

Lecturer

Dr Argha received his BSc and MSc in Electrical Engineering from Shiraz University, Iran, and his PhD from University of Technology Sydney (UTS), Australia (2017).

Engineering
Grad Sch: Biomedical Eng

He is currently a Lecturer at the Graduate School of Biomedical Engineering, UNSW, Sydney, using his skills in biomedical system modelling and control, signal processing, data analysis and machine learning. Reza has an advanced knowledge of machine learning and deep learning and has applied his knowledge to biosignal processing and analytics. Within this scope, his effort is to pioneer AI-based methods to model complexity of physiological data and thereby develop novel predictive algorithms.

Location
Room 515b, L5, F25 Samuels Building UNSW, Sydney Australia
  • Book Chapters | 2018
    Argha A; Su S; Li L; Nguyen HT; Celler BG, 2018, 'Controllability analysis of 2D systems', in Advances in Discrete-Time Sliding Mode Control, CRC Press, pp. 171 - 185, http://dx.doi.org/10.1201/9781315136141-9
    Book Chapters | 2018
    Argha A; Su S; Li L; Nguyen HT; Celler BG, 2018, 'DSMC for NCSs involving actuation and measurement consecutive packet losses', in Advances in Discrete-Time Sliding Mode Control, CRC Press, pp. 87 - 110, http://dx.doi.org/10.1201/9781315136141-5
    Book Chapters | 2018
    Argha A; Su S; Li L; Nguyen HT; Celler BG, 2018, 'DSMC for NCSs involving consecutive measurement packet losses', in Advances in Discrete-Time Sliding Mode Control, CRC Press, pp. 69 - 86, http://dx.doi.org/10.1201/9781315136141-4
    Book Chapters | 2018
    Argha A; Su S; Li L; Nguyen HT; Celler BG, 2018, 'Discrete-time SMC for two-dimensional systems', in Advances in Discrete-Time Sliding Mode Control, CRC Press, pp. 161 - 170, http://dx.doi.org/10.1201/9781315136141-8
    Book Chapters | 2018
    Argha A; Su S; Li L; Nguyen HT; Celler BG, 2018, 'H2-Based Optimal Sparse Sliding Mode Control for Networked Control Systems', in Advances in Discrete-Time Sliding Mode Control, CRC Press, pp. 141 - 158, http://dx.doi.org/10.1201/9781315136141-7
    Book Chapters | 2018
    Argha A; Su S; Li L; Nguyen HT; Celler BG, 2018, 'Heart rate regulation during cycle-ergometer exercise via event-driven biofeedback', in Advances in Discrete-Time Sliding Mode Control, CRC Press, pp. 189 - 213, http://dx.doi.org/10.1201/9781315136141-10
    Book Chapters | 2018
    Argha A; Su S; Li L; Nguyen HT; Celler BG, 2018, 'Introduction', in Advances in Discrete-Time Sliding Mode Control, CRC Press, pp. 1 - 23, http://dx.doi.org/10.1201/9781315136141-1
    Book Chapters | 2018
    Argha A; Su S; Li L; Nguyen HT; Celler BG, 2018, 'LMI-based output feedback DSMC', in Advances in Discrete-Time Sliding Mode Control, CRC Press, pp. 51 - 66, http://dx.doi.org/10.1201/9781315136141-3
    Book Chapters | 2018
    Argha A; Su S; Li L; Nguyen HT; Celler BG, 2018, 'LMI-based state feedback discrete-time SMC for uncertain systems', in Advances in Discrete-Time Sliding Mode Control, CRC Press, pp. 27 - 49, http://dx.doi.org/10.1201/9781315136141-2
    Book Chapters | 2018
    Argha A; Su S; Li L; Nguyen HT; Celler BG, 2018, 'Sparse Observer-based discrete-time SMC for NCSs', in Advances in Discrete-Time Sliding Mode Control, CRC Press, pp. 113 - 139, http://dx.doi.org/10.1201/9781315136141-6
    Book Chapters | 2017
    Argha A; Su SW, 2017, 'State-Feedback Output Tracking Via a Novel Optimal-Sliding Mode Control', in Recent Developments in Sliding Mode Control Theory and Applications, InTech, http://dx.doi.org/10.5772/67468
  • Journal articles | 2024
    Celler BG; Argha A, 2024, 'Measuring blood pressure from Korotkoff sounds as the brachial cuff inflates on average provides higher values than when the cuff deflates', Physiological Measurement, 45, http://dx.doi.org/10.1088/1361-6579/ad39a2
    Journal articles | 2024
    Celler BG; Yong A; Rubenis I; Butlin M; Argha A; Rehan R; Avolio A, 2024, 'Accurate detection of Korotkoff sounds reveals large discrepancy between intra-arterial systolic pressure and simultaneous noninvasive measurement of blood pressure with brachial cuff sphygmomanometry', Journal of Hypertension, 42, pp. 873 - 882, http://dx.doi.org/10.1097/HJH.0000000000003651
    Journal articles | 2024
    Celler BG; Yong A; Rubenis I; Butlin M; Argha A; Rehan R; Avolio A, 2024, 'Comparison of cuff inflation and cuff deflation brachial sphygmomanometry with intra-arterial blood pressure as reference', Journal of Hypertension, 42, pp. 968 - 976, http://dx.doi.org/10.1097/HJH.0000000000003659
    Journal articles | 2024
    Celler BG; Yong A; Rubenis I; Butlin M; Argha A; Rehan R; Avolio A, 2024, 'Evaluation of the oscillometric method for noninvasive blood pressure measurement during cuff deflation and cuff inflation with reference to intra-arterial blood pressure', Journal of Hypertension, 42, pp. 1235 - 1247, http://dx.doi.org/10.1097/HJH.0000000000003719
    Journal articles | 2024
    Celler BG; Yong A; Rubenis I; Butlin M; Argha A; Rehan R; Avolio A, 2024, 'Validation of oscillometric ratio and maximum gradient methods for non-invasive blood pressure measurement with intra-arterial blood pressure measurements as reference', Journal of Hypertension, 42, pp. 1075 - 1085, http://dx.doi.org/10.1097/HJH.0000000000003698
    Journal articles | 2024
    Ooi JH; Lim R; Seng H; Tan MP; Goh CH; Lovell NH; Argha A; Beh HC; Md Sari NA; Lim E, 2024, 'Non-invasive parameters of autonomic function using beat-to-beat cardiovascular variations and arterial stiffness in hypertensive individuals: a systematic review', BioMedical Engineering Online, 23, http://dx.doi.org/10.1186/s12938-024-01202-6
    Journal articles | 2024
    Sadeghi A; Hajati F; Rezaee A; Sadeghi M; Argha A; Alinejad-Rokny H, 2024, '3DECG-Net: ECG fusion network for multi-label cardiac arrhythmia detection', Computers in Biology and Medicine, 182, http://dx.doi.org/10.1016/j.compbiomed.2024.109126
    Journal articles | 2024
    Zahedi R; Ghamsari R; Argha A; Macphillamy C; Beheshti A; Alizadehsani R; Lovell NH; Lotfollahi M; Alinejad-Rokny H, 2024, 'Deep learning in spatially resolved transcriptfomics: A comprehensive technical view', Briefings in Bioinformatics, 25, http://dx.doi.org/10.1093/bib/bbae082
    Journal articles | 2023
    Argha A; Celler BG; Yong A; Rubenis I; Butlin M; Avolio A, 2023, 'New Perspectives on Non-invasive Blood Pressure Measurement', Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, http://dx.doi.org/10.1109/EMBC40787.2023.10340757
    Journal articles | 2023
    Argha A; Li J; Magdy J; Alinejad-Rokny H; Celler BG; Butcher K; Ooi SY; Lovell NH, 2023, 'Assessing the Generalizability of a Deep Learning-based Automated Atrial Fibrillation Algorithm', Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, http://dx.doi.org/10.1109/EMBC40787.2023.10341108
    Journal articles | 2023
    Celler B; Yong A; Rubenis I; Butlin M; Argha R; Rehan R; Avolio A, 2023, 'CAN RECORDING KOROTKOFF SOUNDS DURING BRACHIAL CUFF INFLATION PROVIDE MORE ACCURATE NON-INVASIVE ESTIMATES OF INTRA-ARTERIAL BLOOD PRESSURE?', Journal of Hypertension, 41, pp. e9 - e9, http://dx.doi.org/10.1097/01.hjh.0000938960.09338.01
    Journal articles | 2023
    Celler B; Yong A; Rubenis I; Butlin M; Argha R; Rehan R; Avolio A, 2023, 'KOROTKOFF SOUNDS DO NOT PROVIDE AN ACCURATE ESTIMATE OF SYSTOLIC AND DIASTOLIC PRESSURE IN SPHYGMOMANOMETRY AND CANNOT BE USED AS A CALIBRATION STANDARD FOR NIBP DEVICES', Journal of Hypertension, 41, pp. e114 - e115, http://dx.doi.org/10.1097/01.hjh.0000939912.77537.9f
    Journal articles | 2023
    Celler BG; Argha A, 2023, 'Retraction: Measuring blood pressure from Korotkoff sounds as the brachial cuff inflates on average provides higher values than when the cuff deflates (Physiological Measurement (2022) 43 (045001) DOI: 10.1088/1361-6579/ac278f)', Physiological Measurement, 44, http://dx.doi.org/10.1088/1361-6579/acc0fd
    Journal articles | 2023
    Hansun S; Argha A; Alinejad-Rokny H; Liaw ST; Celler BG; Marks GB, 2023, 'Revisiting Transfer Learning Method for Tuberculosis Diagnosis', Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, http://dx.doi.org/10.1109/EMBC40787.2023.10340441
    Journal articles | 2023
    Hansun S; Argha A; Liaw ST; Celler BG; Marks GB, 2023, 'Machine and Deep Learning for Tuberculosis Detection on Chest X-Rays: Systematic Literature Review', Journal of Medical Internet Research, 25, http://dx.doi.org/10.2196/43154
    Journal articles | 2023
    Labani M; Beheshti A; Argha A; Alinejad-Rokny H, 2023, 'A Comprehensive Investigation of Genomic Variants in Prostate Cancer Reveals 30 Putative Regulatory Variants', International Journal of Molecular Sciences, 24, http://dx.doi.org/10.3390/ijms24032472
    Journal articles | 2023
    Ooi JH; Goh CH; Tan MP; Argha R; Beh HC; Lovell NH; Lim E, 2023, 'Differences in Cardiovascular Regulation to Head-up Tilt between Healthy and Hypertensive Subjects', Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, http://dx.doi.org/10.1109/EMBC40787.2023.10340153
    Journal articles | 2023
    Rezaei A; Mascheroni A; Stevens MC; Argha R; Papandrea M; Puiatti A; Lovell NH, 2023, 'Unobtrusive Human Fall Detection System Using mmWave Radar and Data Driven Methods', IEEE Sensors Journal, 23, pp. 7968 - 7976, http://dx.doi.org/10.1109/JSEN.2023.3245063
    Journal articles | 2023
    Rezaei A; Stevens MC; Argha A; Mascheroni A; Puiatti A; Lovell NH, 2023, 'An Unobtrusive Human Activity Recognition System Using Low Resolution Thermal Sensors, Machine and Deep Learning', IEEE Transactions on Biomedical Engineering, 70, pp. 115 - 124, http://dx.doi.org/10.1109/TBME.2022.3186313
    Journal articles | 2022
    Argha A; Celler BG; Alinejad-Rokny H; Lovell NH, 2022, 'Blood Pressure Estimation From Korotkoff Sound Signals Using an End-to-End Deep-Learning-Based Algorithm', IEEE Transactions on Instrumentation and Measurement, 71, http://dx.doi.org/10.1109/TIM.2022.3217865
    Journal articles | 2022
    Argha A; Celler BG; Lovell NH, 2022, 'Artificial Intelligence Based Blood Pressure Estimation from Auscultatory and Oscillometric Waveforms: A Methodological Review', IEEE Reviews in Biomedical Engineering, 15, pp. 152 - 168, http://dx.doi.org/10.1109/RBME.2020.3040715
    Journal articles | 2022
    Celler BG; Argha A, 2022, 'Measuring blood pressure from Korotkoff sounds as the brachial cuff inflates on average provides higher values than when the cuff deflates', Physiological Measurement, 43, http://dx.doi.org/10.1088/1361-6579/ac278f
    Journal articles | 2021
    Argha A; Celler BG; Lovell NH, 2021, 'A novel automated blood pressure estimation algorithm using sequences of korotkoff sounds', IEEE Journal of Biomedical and Health Informatics, 25, pp. 1257 - 1264, http://dx.doi.org/10.1109/JBHI.2020.3012567
    Journal articles | 2021
    Celler BG; Butlin M; Argha A; Tan I; Yong A; Avolio A, 2021, 'Are Korotkoff Sounds Reliable Markers for Accurate Estimation of Systolic and Diastolic Pressure Using Brachial Cuff Sphygmomanometry?', IEEE Transactions on Biomedical Engineering, 68, pp. 3593 - 3601, http://dx.doi.org/10.1109/TBME.2021.3079578
    Journal articles | 2021
    Huang Y; Song R; Argha A; Celler BG; Savkin AV; Su SW, 2021, 'Human motion intent description based on bumpless switching mechanism for rehabilitation robot', IEEE Transactions on Neural Systems and Rehabilitation Engineering, 29, pp. 673 - 682, http://dx.doi.org/10.1109/TNSRE.2021.3066592
    Journal articles | 2020
    Argha A; Celler BG, 2020, 'Blood Pressure Estimation from Time-Domain Features of Oscillometric Waveforms Using Long Short-Term Memory Recurrent Neural Networks', IEEE Transactions on Instrumentation and Measurement, 69, pp. 3614 - 3622, http://dx.doi.org/10.1109/TIM.2019.2941037
    Journal articles | 2020
    Celler BG; Le PN; Argha A; Ambikairajah E, 2020, 'GMM-HMM-Based Blood Pressure Estimation Using Time-Domain Features', IEEE Transactions on Instrumentation and Measurement, 69, pp. 3631 - 3641, http://dx.doi.org/10.1109/TIM.2019.2937074
    Journal articles | 2020
    Huang Y; Song R; Argha A; Savkin AV; Celler BG; Su SW, 2020, 'Continuous Description of Human 3D Motion Intent through Switching Mechanism', IEEE Transactions on Neural Systems and Rehabilitation Engineering, 28, pp. 277 - 286, http://dx.doi.org/10.1109/TNSRE.2019.2949203
    Journal articles | 2020
    Yu H; Zhang Y; Ye L; Alqudah HM; Guo K; Argha A; Celler BG; Song R; Su S, 2020, 'Nonparametric Model Prediction for Intelligent Regulation of Human Cardiorespiratory System to Prescribed Exercise Medicine', IEEE Access, 8, pp. 224621 - 224630, http://dx.doi.org/10.1109/ACCESS.2020.3042542
    Journal articles | 2019
    Argha A; Su SW; Celler BG, 2019, 'Control allocation-based fault tolerant control', Automatica, 103, pp. 408 - 417, http://dx.doi.org/10.1016/j.automatica.2019.02.014
    Journal articles | 2019
    Argha A; Su SW; Celler BG, 2019, 'Static output feedback fault tolerant control using control allocation scheme', International Journal of Robust and Nonlinear Control, 29, pp. 98 - 116, http://dx.doi.org/10.1002/rnc.4376
    Journal articles | 2019
    Argha A; Su SW; Savkin A; Celler B, 2019, 'A framework for optimal actuator/sensor selection in a control system', International Journal of Control, 92, pp. 242 - 260, http://dx.doi.org/10.1080/00207179.2017.1350755
    Journal articles | 2019
    Argha A; Su SW; Savkin A; Celler B, 2019, 'Design of optimal sliding-mode control using partial eigenstructure assignment', International Journal of Control, 92, pp. 1511 - 1523, http://dx.doi.org/10.1080/00207179.2017.1398418
    Journal articles | 2019
    Argha A; Su SW; Ye L; Celler BG, 2019, 'Optimal sparse output feedback for networked systems with parametric uncertainties', Numerical Algebra, Control and Optimization, 9, pp. 283 - 295, http://dx.doi.org/10.3934/naco.2019019
    Journal articles | 2019
    Argha A; Su SW; Zheng WX; Celler BG, 2019, 'Sliding-mode fault-tolerant control using the control allocation scheme', International Journal of Robust and Nonlinear Control, 29, pp. 6256 - 6273, http://dx.doi.org/10.1002/rnc.4727
    Journal articles | 2019
    Argha A; Wu J; Su SW; Celler BG, 2019, 'Blood pressure estimation from beat-by-beat time-domain features of oscillometric waveforms using deep-neural-network classification models', IEEE Access, 7, pp. 113427 - 113439, http://dx.doi.org/10.1109/ACCESS.2019.2933498
    Journal articles | 2019
    Celler BG; Le PN; Argha A; Ambikairajah E, 2019, 'Blood Pressure Estimation Using Time Domain Features of Auscultatory Waveforms and GMM-HMM Classification Approach', Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference, 2019, pp. 208 - 211, http://dx.doi.org/10.1109/EMBC.2019.8857920
    Journal articles | 2018
    Argha A; Celler BG, 2018, 'Seasonal Variation in An At-Home Telemonitoring Trial', Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, 2018-July, pp. 1 - 4, http://dx.doi.org/10.1109/EMBC.2018.8512495
    Journal articles | 2018
    Argha A; Li L; Su SW; Nguyen H, 2018, 'Sparsely distributed sliding mode control for interconnected systems', Journal of the Franklin Institute, 355, pp. 6191 - 6214, http://dx.doi.org/10.1016/j.jfranklin.2018.05.027
    Journal articles | 2018
    Argha A; Li L; Su SW, 2018, 'ℋ2-based optimal sparse sliding mode control for networked control systems', International Journal of Robust and Nonlinear Control, 28, pp. 16 - 30, http://dx.doi.org/10.1002/rnc.3852
    Journal articles | 2018
    Argha A; Savkin A; Liaw ST; Celler BG; Liaw T, 2018, 'Effect of seasonal variation on clinical outcome in patients with chronic conditions: Analysis of the commonwealth scientific and industrial research organization (csiro) national telehealth trial', JMIR Medical Informatics, 20, pp. e16, http://dx.doi.org/10.2196/medinform.9680
    Journal articles | 2018
    Argha A; Su SW; Savkin A; Celler BG, 2018, 'Mixed H2/H∞-based actuator selection for uncertain polytopic systems with regional pole placement', International Journal of Control, 91, pp. 320 - 336, http://dx.doi.org/10.1080/00207179.2017.1279753
    Journal articles | 2018
    Argha A; Su SW; Savkin A; Celler BG, 2018, 'Novel frameworks for the design of fault-tolerant control using optimal sliding-mode control', International Journal of Robust and Nonlinear Control, 28, pp. 3015 - 3032, http://dx.doi.org/10.1002/rnc.4061
    Journal articles | 2018
    Celler BG; Argha A; Le PN; Ambikairajah E, 2018, 'Novel methods of testing and calibration of oscillometric blood pressure monitors', PLoS ONE, 13, pp. e0201123, http://dx.doi.org/10.1371/journal.pone.0201123
    Journal articles | 2018
    Celler BRANKO; Argha REZA; Varnfield M; Jayasena R; Celler B, 2018, 'Patient Adherence to Scheduled Vital Sign Measurements During Home Telemonitoring: Analysis of the Intervention Arm in a Before and After Trial', JMIR Medical Informatics, 20, pp. e15, http://dx.doi.org/10.2196/medinform.9200
    Journal articles | 2018
    Ye L; Argha A; Yu H; Celler BG; Nguyen HT; Su S, 2018, 'Dynamic characteristics of oxygen consumption', BioMedical Engineering Online, 17, http://dx.doi.org/10.1186/s12938-018-0476-6
    Journal articles | 2017
    Argha A; Li L; Su SW, 2017, 'Design of H2 (H∞)-based optimal structured and sparse static output feedback gains', Journal of the Franklin Institute, 354, pp. 4156 - 4178, http://dx.doi.org/10.1016/j.jfranklin.2017.03.011
    Journal articles | 2017
    Argha A; Li L; Su SW, 2017, 'Sliding mode stabilisation of networked systems with consecutive data packet dropouts using only accessible information', International Journal of Systems Science, 48, pp. 1291 - 1300, http://dx.doi.org/10.1080/00207721.2016.1252444
    Journal articles | 2017
    Argha A; Su SW; Celler BG, 2017, 'Heart rate regulation during cycle-ergometer exercise via event-driven biofeedback', Medical and Biological Engineering and Computing, 55, pp. 483 - 492, http://dx.doi.org/10.1007/s11517-016-1530-9
    Journal articles | 2017
    Ye L; Argha A; Celler BG; Nguyen HT; Su SW, 2017, 'Online auto-calibration of triaxial accelerometer with time-variant model structures', Sensors and Actuators, A: Physical, 266, pp. 294 - 307, http://dx.doi.org/10.1016/j.sna.2017.08.049
    Journal articles | 2016
    Argha A; Li L; Su S; Nguyen H, 2016, 'Stabilising the networked control systems involving actuation and measurement consecutive packet losses', IET Control Theory and Applications, 10, pp. 1269 - 1280, http://dx.doi.org/10.1049/iet-cta.2015.0859
    Journal articles | 2016
    Argha A; Li L; Su SW; Nguyen H, 2016, 'On LMI-based sliding mode control for uncertain discrete-time systems', Journal of the Franklin Institute, 353, pp. 3857 - 3875, http://dx.doi.org/10.1016/j.jfranklin.2016.06.018
    Journal articles | 2015
    Argha A; Li L; Su SW; Nguyen H, 2015, 'Controllability analysis of two-dimensional systems using 1D approaches', IEEE Transactions on Automatic Control, 60, pp. 2977 - 2982, http://dx.doi.org/10.1109/TAC.2015.2409908
    Journal articles | 2011
    Afkhami H; Argha A; Roopaei M; Nooric MA, 2011, 'Surveying the control loops of the governor of the V94.2 gas turbine', World Applied Sciences Journal, 15, pp. 1435 - 1441
    Journal articles | 2011
    Afkhami H; Argha A; Roopaei M; Nouri MA, 2011, 'Optimal iterative learning control method for 2-D systems using 1-D model (WAM) of 2-D systems', World Applied Sciences Journal, 13, pp. 2410 - 2419
    Journal articles | 2011
    Argha A; Nouri MA; Roopaei M, 2011, 'Using fuzzy ILC for reactive power planning in distribution systems', World Applied Sciences Journal, 13, pp. 2263 - 2270
    Journal articles | 2011
    Nouri MA; Argha A; Sarvestani ZM; Roopaei M, 2011, 'DG allocation in distribution network using ILC Method', World Applied Sciences Journal, 15, pp. 1459 - 1464
  • Preprints | 2024
    Shamsi A; Becirovic R; Argha A; Abbasnejad E; Alinejad-Rokny H; Mohammadi A, 2024, ETAGE: Enhanced Test Time Adaptation with Integrated Entropy and Gradient Norms for Robust Model Performance
    Conference Papers | 2023
    Argha A; Li J; Magdy J; Alinejad-Rokny H; Celler BG; Butcher K; Ooi SY; Lovell NH, 2023, 'Assessing the Generalizability of a Deep Learning-based Automated Atrial Fibrillation Algorithm', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, http://dx.doi.org/10.1109/EMBC40787.2023.10341108
    Conference Presentations | 2023
    Celler B; Yong A; Rubenis I; Butlin M; Argha R; Rehan R; Avolio A, 2023, 'CAN RECORDING KOROTKOFF SOUNDS DURING BRACHIAL CUFF INFLATION PROVIDE MORE ACCURATE NON-INVASIVE ESTIMATES OF INTRA-ARTERIAL BLOOD PRESSURE?', http://dx.doi.org/10.1097/01.hjh.0000938960.09338.01
    Preprints | 2023
    Keramy M; Jahanian K; Sani R; Agha A; Dehzangy I; Yan M; Rokni H, 2023, A survey of machine learning techniques in medical applications, http://dx.doi.org/10.48550/arxiv.2302.13268
    Preprints | 2023
    Labani M; Beheshti A; Argha A; Alinejad H, 2023, An Integrative Analysis of Chromatin Interactions, Gene Expression and Genomic Variants Identifies 30 Likely Regulatory Variants in Prostate Cancer, http://dx.doi.org/10.20944/preprints202301.0343.v1
    Conference Papers | 2023
    Ooi JH; Goh CH; Tan MP; Argha R; Beh HC; Lovell NH; Lim E, 2023, 'Differences in Cardiovascular Regulation to Head-up Tilt between Healthy and Hypertensive Subjects', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, http://dx.doi.org/10.1109/EMBC40787.2023.10340153
    Preprints | 2022
    Hansun S; Argha A; Liaw S-T; Celler BG; Marks GB, 2022, Machine and Deep Learning for Tuberculosis Detection on Chest X-Rays: Systematic Literature Review (Preprint), http://dx.doi.org/10.2196/preprints.43154
    Preprints | 2022
    Nasab RZ; Ghamsari MRE; Argha A; Macphillamy C; Beheshti A; Alizadehsani R; Lovell NH; Lotfollahi M; Alinejad-Rokny H, 2022, Deep Learning in Spatially Resolved Transcriptomics: A Comprehensive Technical View, , http://dx.doi.org/10.48550/arxiv.2210.04453
    Conference Papers | 2021
    Rezaei AM; Stevens MC; Argha A; Mascheroni A; Puiatti A; Lovell NH, 2021, 'An Unobtrusive Fall Detection System Using Low Resolution Thermal Sensors and Convolutional Neural Networks', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 6949 - 6952, http://dx.doi.org/10.1109/EMBC46164.2021.9631059
    Conference Papers | 2019
    Argha A; Celler BG, 2019, 'Blood Pressure Estimation Using Time Domain Features of Auscultatory Waveforms and Deep Learning', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 1821 - 1824, http://dx.doi.org/10.1109/EMBC.2019.8857464
    Conference Papers | 2019
    Argha A; Su SW; Liu Y; Celler BG, 2019, 'Control allocation based sliding mode fault tolerant control', in Proceedings of the American Control Conference, Philadelphia, PA, pp. 3752 - 3757, presented at American Control Conference (ACC), Philadelphia, PA, 10 July 2019 - 12 July 2019, http://dx.doi.org/10.23919/ACC.2019.8814769
    Conference Papers | 2019
    Huang Y; Song R; Chen W; Yu H; Argha A; Celler BG; Su S, 2019, 'The effects of different tracking tasks on muscle synergy through visual feedback', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 417 - 420, http://dx.doi.org/10.1109/EMBC.2019.8856967
    Conference Papers | 2018
    Argha A; Celler BG, 2018, 'Seasonal Variation In An At-Home Telemonitoring Trial', in 2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), IEEE, HI, Honolulu, pp. 1580 - 1583, presented at 40th Annual International Conference of the IEEE-Engineering-in-Medicine-and-Biology-Society (EMBC), HI, Honolulu, 18 July 2018 - 21 July 2018, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000596231902016&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
    Conference Papers | 2018
    Argha A; Li L; Ha Q; Su SW; Nguyen H, 2018, 'Strong stability based robust sliding mode control', in 2017 Asian Control Conference, ASCC 2017, pp. 588 - 593, http://dx.doi.org/10.1109/ASCC.2017.8287236
    Conference Papers | 2018
    Argha A; Su SW; Celler B, 2018, 'Optimal Sparsely Distributed Static Output Feedback for Publisher/Subscriber Networked Systems with Parametric Uncertainties', in Proceedings of the American Control Conference, pp. 2617 - 2622, http://dx.doi.org/10.23919/ACC.2018.8430931
    Conference Papers | 2018
    Argha A; Su SW; Savkin A; Celler BG, 2018, 'A Novel Optimal Sliding Mode Control for Multiple Time-Delay Systems', in Proceedings of the American Control Conference, pp. 4081 - 4086, http://dx.doi.org/10.23919/ACC.2018.8431797
    Conference Papers | 2018
    Zhang Y; Yang Q; Pang W; Argha A; Xu P; Su S; Yao D, 2018, 'Congestive Heart Failure Detection Via Short-Time Electrocardiographic Monitoring for Fast Reference Advice in Urgent Medical Conditions', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 2256 - 2259, http://dx.doi.org/10.1109/EMBC.2018.8512888
    Conference Papers | 2017
    Argha A; Celler B, 2017, 'Analysis of the compliance with the measurement protocols scheduled in a telemonitoring system', in Proceedings of the 2017 International Conference on Orange Technologies, ICOT 2017, pp. 26 - 29, http://dx.doi.org/10.1109/ICOT.2017.8336081
    Conference Papers | 2017
    Argha A; Li L; Su SW; Nguyen H, 2017, 'Sparse Observer-Based Sliding Mode Control For Networked Control Systems', pp. 12997 - 13002, http://dx.doi.org/10.1016/j.ifacol.2017.08.1812
    Conference Papers | 2017
    Argha A; Ye L; Cao K; Su SW; Celler BG, 2017, 'Real-time identification of heart rate responses via auxiliary-model-based damped RLS scheme', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, Seogwipo, South Korea, pp. 1312 - 1315, presented at 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Seogwipo, South Korea, 11 July 2017 - 15 July 2017, http://dx.doi.org/10.1109/EMBC.2017.8037073
    Conference Papers | 2017
    Celler B; Argha A; Varnfield M; Jayasena R, 2017, 'The importance of at-home telemonitoring of vital signs for patients with chronic conditions', in Proceedings of the 2017 International Conference on Orange Technologies, ICOT 2017, pp. 22 - 25, http://dx.doi.org/10.1109/ICOT.2017.8336080
    Conference Papers | 2017
    Ye L; Argha A; Celler BG; Zhang Y; Nguyen HT; Su SW, 2017, 'Nonparametric modelling of VO2response to exercise', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, Seogwipo, South Korea, pp. 1525 - 1528, presented at 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Seogwipo, South Korea, 11 July 2017 - 15 July 2017, http://dx.doi.org/10.1109/EMBC.2017.8037126
    Conference Papers | 2016
    Argha A; Li L; Su SW; Nguyen H, 2016, 'H-2-Based Optimal Sparse Sliding Mode Control for Networked Control Systems', in 2016 IEEE 55TH CONFERENCE ON DECISION AND CONTROL (CDC), IEEE, NV, Las Vegas, pp. 6826 - 6831, presented at 55th IEEE Conference on Decision and Control (CDC), NV, Las Vegas, 12 December 2016 - 14 December 2016, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000400048107006&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
    Conference Papers | 2016
    Argha A; Li L; Su SW; Nguyen H, 2016, 'H22-based optimal sparse sliding mode control for networked control systems', in 2016 IEEE 55th Conference on Decision and Control, CDC 2016, pp. 6826 - 6831, http://dx.doi.org/10.1109/CDC.2016.7799320
    Conference Papers | 2016
    Argha A; Su SW; Savkin A; Celler B, 2016, '2/H∞ based sliding mode control: A partial eigenstructure assignment method', in 2016 IEEE 55th Conference on Decision and Control, CDC 2016, Las Vegas, USA, pp. 5354 - 5359, presented at 55th IEEE Conference on Decision and Control, Las Vegas, USA, 12 December 2016 - 14 December 2016, http://dx.doi.org/10.1109/CDC.2016.7799090
    Conference Papers | 2016
    Argha A; Su SW; Savkin A; Celler B, 2016, 'H-2/H-infinity Based Sliding Mode Control: A Partial Eigenstructure Assignment Method', in 2016 IEEE 55TH CONFERENCE ON DECISION AND CONTROL (CDC), IEEE, NV, Las Vegas, pp. 5354 - 5359, presented at 55th IEEE Conference on Decision and Control (CDC), NV, Las Vegas, 12 December 2016 - 14 December 2016, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000400048105089&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
    Conference Papers | 2016
    Argha A; Su SW; Savkin A, 2016, 'Optimal actuator/sensor selection through dynamic output feedback', in 2016 IEEE 55th Conference on Decision and Control, CDC 2016, pp. 3624 - 3629, http://dx.doi.org/10.1109/CDC.2016.7798814
    Conference Papers | 2016
    Argha A; Ye L; Su SW; Nguyen H; Celler BG, 2016, 'Heart rate regulation during cycle-ergometer exercise using damped parameter estimation method', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 2676 - 2679, http://dx.doi.org/10.1109/EMBC.2016.7591281
    Conference Papers | 2016
    Argha A; Ye L; Su SW; Nguyen H; Celler BG, 2016, 'Real-time modelling of heart rate response during exercise using a novel constrained parameter estimation method', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 2680 - 2683, http://dx.doi.org/10.1109/EMBC.2016.7591282
    Conference Papers | 2016
    Ye L; Cao K; Guo J; Huang X; Beadle P; Argha A; Piccardi M; Zhang G; Su SW, 2016, 'Inertial sensor based post fall analysis for false alarming reduction', in Proceedings of the 3rd IASTED International Conference on Telehealth and Assistive Technology, TAT 2016, pp. 36 - 43, http://dx.doi.org/10.2316/P.2016.846-011
    Conference Papers | 2015
    Argha A; Li L; Su SW; Nguyen H, 2015, 'Decentralized sliding mode control for uncertain discrete-time large-scale systems: An LMI approach', in Proceedings of 2014 Australian Control Conference, AUCC 2014, pp. 251 - 256, http://dx.doi.org/10.1109/AUCC.2014.7358688
    Conference Papers | 2015
    Argha A; Li L; Su SW; Nguyen H, 2015, 'Discrete-time sliding mode control for networked systems with random communication delays', in Proceedings of the American Control Conference, pp. 6016 - 6021, http://dx.doi.org/10.1109/ACC.2015.7172284
    Conference Papers | 2015
    Argha A; Li L; Su SW; Nguyen H, 2015, 'Robust output-feedback discrete-time sliding mode control utilizing disturbance observer', in Proceedings of the IEEE Conference on Decision and Control, pp. 5671 - 5676, http://dx.doi.org/10.1109/CDC.2015.7403109
    Conference Papers | 2015
    Argha A; Su SW; Nguyen H; Celler BG, 2015, 'Designing adaptive integral sliding mode control for heart rate regulation during cycle-ergometer exercise using bio-feedback', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 6688 - 6691, http://dx.doi.org/10.1109/EMBC.2015.7319927
    Conference Papers | 2015
    Argha A; Su SW; Nguyen H; Celler BG, 2015, 'Heart rate regulation during cycle-ergometer exercise via bio-feedback', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 4639 - 4642, http://dx.doi.org/10.1109/EMBC.2015.7319428
    Conference Papers | 2015
    Zhang J; Dorrell DG; Li L; Argha A, 2015, 'A novel sliding mode controller for DC-DC boost converters under input/load variations', in IECON 2015 - 41st Annual Conference of the IEEE Industrial Electronics Society, IEEE, Yokohama, Japan, pp. 1698 - 1703, presented at IECON 2015 - 41st Annual Conference of the IEEE, Yokohama, Japan, 09 November 2015 - 12 November 2015, http://dx.doi.org/10.1109/IECON.2015.7392346
    Conference Papers | 2014
    Argha A; Li L; Su SW; Nguyen H, 2014, 'A new LMI-based robust Sliding Mode Control for the uncertain discrete-time systems', in Proceedings of the IEEE Conference on Decision and Control, pp. 4747 - 4752, http://dx.doi.org/10.1109/CDC.2014.7040129
    Conference Papers | 2014
    Argha A; Li L; Su SW; Nguyen H, 2014, 'Controllability analysis of the first FM model of 2D systems: A row (column) process', in Proceedings of the IEEE Conference on Decision and Control, pp. 2414 - 2419, http://dx.doi.org/10.1109/CDC.2014.7039757
    Conference Papers | 2014
    Argha A; Su SW; Lee S; Nguyen H; Celler BG, 2014, 'On heart rate regulation in cycle-ergometer exercise', in 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014, pp. 3390 - 3393, http://dx.doi.org/10.1109/EMBC.2014.6944350
    Conference Papers | 2013
    Argha A; Li L; Su SW; Nguyen H, 2013, 'The application of Discrete sliding mode control in parabolic PDE dynamics', in 2013 3rd Australian Control Conference, AUCC 2013, pp. 152 - 157, http://dx.doi.org/10.1109/AUCC.2013.6697264
    Conference Papers | 2013
    Argha A; Li L; Su SW, 2013, 'A new approach to applying discrete sliding mode control to 2D systems', in Proceedings of the IEEE Conference on Decision and Control, pp. 3584 - 3589, http://dx.doi.org/10.1109/CDC.2013.6760434
    Conference Papers | 2011
    Sarvestani ZM; Argha A; Roopaei M, 2011, 'Using Iterative Learning Control methods for 2-D systems', in Proceedings of the International Conference on Uncertainty Reasoning and Knowledge Engineering, URKE 2011, pp. 124 - 128, http://dx.doi.org/10.1109/URKE.2011.6007862
    Conference Papers | 2010
    Afkhami H; Argha A, 2010, 'An optimal ILC method for two-dimensional systems', in SIISY 2010 - 8th IEEE International Symposium on Intelligent Systems and Informatics, pp. 511 - 517, http://dx.doi.org/10.1109/SISY.2010.5647072
    Conference Papers | 2010
    Moattari M; Ahrari Nouri M; Argha A, 2010, 'Adopting fuzzy iterative learning control method for reactive power planning in distribution systems', in PEOCO 2010 - 4th International Power Engineering and Optimization Conference, Program and Abstracts, pp. 528 - 532, http://dx.doi.org/10.1109/PEOCO.2010.5559193
    Conference Papers | 2008
    Argha A; Karimaghaee P; Roopaei M; Jahromi MZ, 2008, 'Fuzzy Iterative Learning Control in 2-D systems', in Ao SI; Gelman L; Hukins DWL; Hunter A; Korsunsky AM (eds.), WORLD CONGRESS ON ENGINEERING 2008, VOLS I-II, INT ASSOC ENGINEERS-IAENG, ENGLAND, Imperial Coll London, London, pp. 58 - +, presented at World Congress on Engineering 2008, ENGLAND, Imperial Coll London, London, 02 July 2008 - 04 July 2008, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000259580600010&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1
    Conference Papers | 2008
    Argha A; Karimaghaee P; Roopaei M, 2008, 'Iterative learning control for 2-D systems', in Proceedings of the International Joint Conference on Neural Networks, pp. 2164 - 2168, http://dx.doi.org/10.1109/IJCNN.2008.4634096

  • ARC Research Hub for Connected Sensors for Health, ARC Industrial Transformation Research Hubs ($5m)
  • A novel device for error free estimation of blood pressure, UNSW Translational Seed Fund ($72k)
  • Machine learning-based electrocardiographic analysis to predict sudden cardiac death in patients with hypertrophic cardiomyopathy, CVMM Collaborative Grant 2024 ($30k)
  • Machine learning-based electrocardiographic analysis to predict cardiac toxicity in patients undergoing cancer treatment, CVMM Collaborative Grant 2023 ($30k)
  • Development of a Living Lab and Artificial Intelligence Models for Multi-person Human Pose Estimation, Activity Recognition and Human-Human Interaction Recognition Using mmWave Radar Technology, Ageing Future Institute and Tyree Foundation Institute of Health Engineering ($60k)
  • Guardian Angels – unobtrusive fall detection for persons living with dementia, Tyree Foundation Institute of Health Engineering ($30k)
  • Development of an unobtrusive fall detection system for older people using artificial intelligence and mmWave radar, Ageing Future Institute, UNSW ($30k)
  • GROW Early Career Academics Grant program ($40k)

Reza’s PhD thesis was included in the Chancellor’s list for 2017 Chancellor’s award for best PhD thesis, which acknowledges his doctoral thesis judged to be of the highest calibre among all the University of Technology Sydney’s theses. He was also twice awarded the UTS FEIT Higher Degree Research Publication Award (2014 and 2015) based on a competitive application related to research capacity and a UTS Faculty of Engineering Research Excellence Award. In 2013 and 2014, during his PhD, he was awarded student travel awards by the conference organisers to attend the IEEE Australian Control Conference (Perth, 2013) and IEEE Annual Conference on Decision and Control (LA, USA, 2014). He also received an Australian Postgraduate Award (APA) Scholarship in 2013, and during his PhD, he received a flagship top-up scholarship from the CSIRO to build an automated exercise testing system by designing a novel control mechanism for cycle-ergometers.

  • Development of data-driven algorithms for fall detection and prediction using infrared sensors and mmWave radar
  • Development of deep-Learning based algorithms for non-invasive blood pressure estimation
  • Development of deep-Learning based algorithms for arrhythmia detection through single-lead short-term ECG waveforms
  • Clinical decision support systems for telehealth systems
  • Human-in-the-Loop control systems
  • Smart home IT support for frail elderly people with early dementia who live alone

My Research Supervision

I have supervised one student to successful completion and am currently supervising and co-supervising 6 PhD students.

My Teaching

Biological Signal Analysis (BIOM9621)

Engineering Vertically Integrated Projects (ENGG2600/3600/4600)