
Overview
Availability
- Professor Feng Liu is:
- Available for supervision
- Media expert
Fields of research
Qualifications
- Bachelor of Engineering, Shandong University (山东大学)
- Masters (Coursework) of Science, Shandong University (山东大学)
- Doctor of Philosophy, Zhejiang University
Research interests
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Research interests
My research lies in medical imaging, with the focus on magnetic resonance imaging (MRI) hardware design and electromagnetic analysis + cardiac electrical function imaging. My current research program includes: (1) Magnetic Resonance Engineering (Electromagnetic Analysis and Design); (2) Magnetic Resonance Imaging (MRI Image reconstruction, including parallel imaging, compressed sensing, etc.); (3) Bioelectromagnetism (AI-based ECG; TMS designs); (4) Computational Electromagnetics (in particular, Finite-difference Time-domain (FDTD)); (5) Engineering Optimization; (6) High-performance Parallel Computing (in particular, GPU computing). (7) Machine learning/deep learning based medical imaging. I am currently recruiting graduate students. Check out Available Projects for details. Open to both Domestic and International students currently onshore.
Works
Search Professor Feng Liu’s works on UQ eSpace
2013
Journal Article
A comparative numerical study of rotating and stationary RF coils in terms of flip angle and specific absorption rate for 7 T MRI
Trakic, A., Jin, J., Li, M., McClymont, D., Weber, E., Liu, F. and Crozier, S. (2013). A comparative numerical study of rotating and stationary RF coils in terms of flip angle and specific absorption rate for 7 T MRI. Journal of Magnetic Resonance, 236, 70-82. doi: 10.1016/j.jmr.2013.08.016
2013
Journal Article
Sparsity-constrained SENSE reconstruction: an efficient implementation using a fast composite splitting algorithm
Jiang, Mingfeng, Jin, Jin, Liu, Feng, Yu, Yeyang, Xia, Ling, Wang, Yaming and Crozier, Stuart (2013). Sparsity-constrained SENSE reconstruction: an efficient implementation using a fast composite splitting algorithm. Magnetic Resonance Imaging, 31 (7), 1218-1227. doi: 10.1016/j.mri.2012.12.003
2013
Journal Article
Analysis of heart rate variability using fuzzy measure entropy
Liu, Chengyu, Li, Ke, Zhao, Lina, Liu, Feng, Zheng, Dingchang, Liu, Changchun and Liu, Shutang (2013). Analysis of heart rate variability using fuzzy measure entropy. Computers in Biology and Medicine, 43 (2), 100-108. doi: 10.1016/j.compbiomed.2012.11.005
2013
Conference Publication
On patient-specific models for accurate SAR estimations at 7 T
Jin Jin, Liu, Feng, Weber, Ewald and Crozier, Stuart (2013). On patient-specific models for accurate SAR estimations at 7 T. 21st Annual Meeting and Exhibition of the International Society for Magnetic Resonance in Medicine (ISMRM 2013), Salt Lake City, UT, United States, 20-26 April 2013.
2013
Journal Article
Quantification of the effect of cross-shear and applied nominal contact pressure on the wear of moderately cross-linked polyethylene
Abdelgaied, Abdellatif, Brockett, Claire L., Liu, Feng, Jennings, Louise M., Fisher, John and Jin, Zhongmin (2013). Quantification of the effect of cross-shear and applied nominal contact pressure on the wear of moderately cross-linked polyethylene. Proceedings of the Institution of Mechanical Engineers Part H-Journal of Engineering in Medicine, 227 (H1), 18-26. doi: 10.1177/0954411912459423
2013
Conference Publication
The combination of self-organizing feature maps and support vector regression for solving the inverse ECG problem
Jiang, Mingfeng, Wang, Yaming, Xia, Ling, Liu, Feng, Jiang, Shanshan and Huang, Wenqing (2013). The combination of self-organizing feature maps and support vector regression for solving the inverse ECG problem. The 2012 8th International Conference on Natural Computation The 2012 9th International Conference on Fuzzy Systems and Knowledge Discovery, Chongqing, China, 29 -31 May 2012. Kidlington, Oxford, United Kingdom: Pergamon. doi: 10.1016/j.camwa.2013.09.010
2013
Conference Publication
B1 gradient encoding with the rotating RF coil
Trakic, Adnan, Weber, Ewald, Jin, Jin, Li, Mingyan, Liu, Feng and Crozier, Stuart (2013). B1 gradient encoding with the rotating RF coil. International Society for Magnetic Resonance in Medicine (ISMRM): 21st Scientific Meeting and Exhibition, Salt Lake City, UT, United States, 20-16 April 2013. New York, NY, United States: International Society of Magnetic Resonance in Medicine.
2013
Conference Publication
Fast dynamic magnetic resonance imaging based on an improved Motion Estimation/Motion Compensation scheme
Ruan, Qinjie, Jin, Zhaoyang, Liu, Feng, Xu, Ping and Lai, Xiaoping (2013). Fast dynamic magnetic resonance imaging based on an improved Motion Estimation/Motion Compensation scheme. 2013 6th International Conference on Biomedical Engineering and Informatics, Hangzhou, China, 16-18 December 2013. Piscataway, NJ United States: IEEE Computer Society. doi: 10.1109/BMEI.2013.6746903
2013
Conference Publication
Application of Rotating RF Coil Array in B1 Shimming with Strict Local SAR Constraints
Jin Jin, Liu, Feng, Trakic, Adnan, Weber, Ewald and Crozier, Stuart (2013). Application of Rotating RF Coil Array in B1 Shimming with Strict Local SAR Constraints. ISMRM (International Society for Magnetic Resonance in Medicine), Salt Lake City, USA, 20-26 April 2013.
2013
Journal Article
Distributed Compressed Sensing MRI Using Volume Array Coil
Feng, Zhen, Liu, Feng, Guo, He, Chen, Zhikui, Jiang, Mingfeng, Hong, Mingjian and Jia, Qi (2013). Distributed Compressed Sensing MRI Using Volume Array Coil. International Journal of Distributed Sensor Networks, 2013 (9) 989678, 989678. doi: 10.1155/2013/989678
2013
Conference Publication
From matrix to tensor: compressed sensing dynamic MRI using tensor based sparsity
Yeyang Yu, Jin Jin, Liu, Feng, Crozier, Stuart and Hong, Mingjian (2013). From matrix to tensor: compressed sensing dynamic MRI using tensor based sparsity. International Society for Magnetic Resonance in Medicine, 21st Annual Meeting and Exhibition, Salt Lake City, UT, United States, 20-26 April 2013. New York, NY, United States: International Society of Magnetic Resonance in Medicine.
2013
Journal Article
Marriage of CT and MRI for vulnerable plaque characterization
Wang, Ge, Liu, Feng, Liu, Fenglin, Cao, Guohua, Gao, Hao and Vannier, Michael W. (2013). Marriage of CT and MRI for vulnerable plaque characterization. Imaging in Medicine, 5 (2), 95-97. doi: 10.2217/iim.13.13
2013
Conference Publication
Highly accelerated parallel MRI using rotating radiofrequency coil array at 7T
Li, Mingyan, Jin Jin, Liu, Feng, Weber, Ewald, Trakic, Adnan and Crozier, Stuart (2013). Highly accelerated parallel MRI using rotating radiofrequency coil array at 7T. International Society for Magnetic Resonance in Medicine, Salt Lake City, Utah USA, 20-26 April 2013.
2013
Journal Article
A homogeneous superconducting magnet design using a hybrid optimization algorithm
Ni, Zhipeng, Wang, Qiuliang, Liu, Feng and Yan, Luguang (2013). A homogeneous superconducting magnet design using a hybrid optimization algorithm. Measurement Science and Technology, 24 (12) 125402, 125402. doi: 10.1088/0957-0233/24/12/125402
2013
Journal Article
Compressed sensing MRI with Walsh transform-based sparsity basis
Zhen, Feng, He, Guo, Wang, Yu-Xin, Xu, Wen-Long, Jiang, Ming-Feng and Feng, Liu (2013). Compressed sensing MRI with Walsh transform-based sparsity basis. Information Technology Journal, 12 (23), 7709-7713. doi: 10.3923/itj.2013.7709.7713
2013
Conference Publication
Improved halbach magnets by particle swarm optimization for mobile nuclear magnetic resonance systems
Cheng, Yiyuan, Xia, Ling, He, Wei, Zhu, Minhua and Liu, Feng (2013). Improved halbach magnets by particle swarm optimization for mobile nuclear magnetic resonance systems. 2013 9th International Conference on Natural Computation, ICNC 2013, Shenyang, China, July 23 - 25, 2013. IEEE Computer Society. doi: 10.1109/ICNC.2013.6818084
2013
Journal Article
Flanged-edge transverse gradient coil design for a hybrid LINAC-MRI system
Liu, Limei, Sanchez-Lopez, Hector, Liu, Feng and Crozier, Stuart (2013). Flanged-edge transverse gradient coil design for a hybrid LINAC-MRI system. Journal of Magnetic Resonance, 226, 70-78. doi: 10.1016/j.jmr.2012.11.017
2013
Conference Publication
Efficient hybrid imaging reconstruction of sensitivity encoding parallel imaging performed on rotating radiofrequency coil array
Li, Mingyan, Jin Jin, Liu, Feng, Trakic, Adnan and Crozier, Stuart (2013). Efficient hybrid imaging reconstruction of sensitivity encoding parallel imaging performed on rotating radiofrequency coil array. International Society for Magnetic Resonance in Medicine, 21st Annual Meeting and Exhibition, Salt Lake City, UT, United States, 20-26 April 2013. New York, NY, United States: International Society of Magnetic Resonance in Medicine.
2012
Journal Article
Improving SAR estimations in MRI using subject-specific models
Jin, Jin, Liu, Feng, Weber, Ewald and Crozier, Stuart (2012). Improving SAR estimations in MRI using subject-specific models. Physics in Medicine and Biology, 57 (24), 8153-8171. doi: 10.1088/0031-9155/57/24/8153
2012
Journal Article
A finite difference method for the design of gradient coils in MRI-an initial framework
Zhu, Minhua, Xia, Ling, Liu, Feng, Zhu, Jianfeng, Kang, Liyi and Crozier, Stuart (2012). A finite difference method for the design of gradient coils in MRI-an initial framework. Ieee Transactions On Biomedical Engineering, 59 (9 Article No.6153352) 6153352, 2412-2421. doi: 10.1109/TBME.2012.2188290
Funding
Current funding
Supervision
Availability
- Professor Feng Liu is:
- Available for supervision
Before you email them, read our advice on how to contact a supervisor.
Available projects
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AI-based Magnetic Resonance Imaging
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Novel Hardware design in MRI
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AI-based ECG study
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Computational Electromagnetics and Its Application in MRI
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Novel Imaging Methods in MRI
Supervision history
Current supervision
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Doctor Philosophy
Radio-frequency system design for magnetic resonance imaging at 7 Tesla
Principal Advisor
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Doctor Philosophy
Passive shimming and electromagnetic contrast imaging at ultrahigh field MRI
Principal Advisor
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Doctor Philosophy
Improving Artificial Intelligence And Deep Learning Algorithms In Super-Resolution Imaging
Principal Advisor
Other advisors: Associate Professor Kai-Hsiang Chuang
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Doctor Philosophy
Diagnosis of Arrhythmia using ECG signal classification by neural networks
Principal Advisor
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Doctor Philosophy
Combined Compressed sensing and machine learning/deep learning methods for rapid MRI
Principal Advisor
Other advisors: Professor Kwun Fong, Associate Professor Henry Marshall, Dr Hongfu Sun
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Doctor Philosophy
AI-empowered super-resolution MRI
Principal Advisor
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Doctor Philosophy
A novel radio-frequency (RF) antenna system for X-nuclei magnetic resonance imaging
Principal Advisor
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Doctor Philosophy
MR image processing through advanced optimisation techniques and deep learning
Associate Advisor
Other advisors: Dr Hongfu Sun
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Doctor Philosophy
MR image processing through advanced optimisation techniques and deep learning
Associate Advisor
Other advisors: Dr Hongfu Sun
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Doctor Philosophy
Development of novel deep learning methods for medical imaging
Associate Advisor
Other advisors: Dr Nan Ye, Dr Hongfu Sun
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Doctor Philosophy
MRI methods development through deep learning
Associate Advisor
Other advisors: Dr Hongfu Sun
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Doctor Philosophy
Generalizable and robust quantitative susceptibility mapping using deep learning
Associate Advisor
Other advisors: Dr Hongfu Sun
Completed supervision
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2024
Doctor Philosophy
Innovative RF Coil Designs and Metamaterial Applications for Ultra-High Field MRI
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier, Dr Lei Guo
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2024
Doctor Philosophy
Key Applications in Deep Learning Based Quantitative Susceptibility Mapping
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier, Dr Hongfu Sun
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2023
Doctor Philosophy
Cardiac Arrhythmia Classification: Methods Development and Applications
Principal Advisor
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2022
Doctor Philosophy
Improving deep learning-based fast MRI with pre-acquired image guidance
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier, Dr Shakes Chandra
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2022
Doctor Philosophy
Deep Learning-based Quantitative Susceptibility Mapping: Methods Development and Applications
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier, Dr Hongfu Sun
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2021
Doctor Philosophy
Correction of Magnetic Resonance Image Distortion due to Gradient Nonlinearity in the Australian MRI-Linac System
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2020
Doctor Philosophy
Magnetic Resonance Based Electrical Properties Tomography in High/Ultra-High Field MRI
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2016
Doctor Philosophy
Gradient coil design and intra-coil eddy currents in MRI systems
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2016
Doctor Philosophy
Improving the Image Quality in Compressed Sensing MRI by the Exploitation of Data Properties
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2015
Master Philosophy
The Design of Radiofrequency Coils for a MRI-LINAC System
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2014
Doctor Philosophy
Exploitation of Sparsity in Compressed Sensing MRI
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2014
Doctor Philosophy
Split-gradient coil design and analysis for hybrid MRI-involved system
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2013
Doctor Philosophy
Computational Electromagnetics-tailored Inverse Solution to Radiofrequency Issues of High Field MRI
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2024
Doctor Philosophy
Efficient Image Representations for Compressed Sensing MRI
Associate Advisor
Other advisors: Associate Professor Craig Engstrom, Professor Markus Barth, Dr Shakes Chandra
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2019
Doctor Philosophy
Radiofrequency safety and shimming near metal hip prostheses at high and ultra-high field MRI
Associate Advisor
Other advisors: Professor Markus Barth, Emeritus Professor Stuart Crozier
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2015
Doctor Philosophy
The Development of Rotating Radiofrequency Techniques for Ultra-High Field Magnetic Resonance Imaging
Associate Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2011
Doctor Philosophy
Transceive Phased-array Systems for Parallel MRI
Associate Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2011
Master Philosophy
Thoracic electrical impedance model: Investigation into the contribution of ventricular blood volume to the impedance cardiogram.
Associate Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2007
Doctor Philosophy
NUMERICAL MODELLING OF ELECTROMAGNETIC FIELD - MATERIAL INTERACTIONS IN MAGNETIC RESONANCE IMAGING
Associate Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2017
Doctor Philosophy
Gradient Coil Design and Acoustic Noise Control in Magnetic Resonance Imaging Systems
Joint Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
Media
Enquiries
Contact Professor Feng Liu directly for media enquiries about:
- BioElectromagnetics
- BioMechanical Engineering
- Biomedical Engineering
- Computational Electromagnetics
- Engineering optimisation
- Magnetic Resonance Imaging (MRI)
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