
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
2012
Journal Article
Cardiovascular system modeling
Xia, Ling, Murray, Alan, Zheng, Dingchang, Liu, Feng, Ye, Xuesong and Ning, Gangmin (2012). Cardiovascular system modeling. Computational and Mathematical Methods in Medicine, 2012 583172, 583172.1-583172.2. doi: 10.1155/2012/583172
2012
Conference Publication
Phase unwrapping using discrete Particle Swarm Optimization
He, Wei, Xia, Ling, Cheng, Yiyuan, Liu, Feng and Crozier, Stuart (2012). Phase unwrapping using discrete Particle Swarm Optimization. 20th Annual Meeting of the International Society for Magnetic Resonance in Medicine (ISMRM), Melbourne, Australia, 5-11 May 2012.
2012
Journal Article
A new particle swarm optimization-based method for phase unwrapping of MRI data
He, Wei, Cheng, Yiyuan, Xia, Ling and Liu, Feng (2012). A new particle swarm optimization-based method for phase unwrapping of MRI data. Computational and Mathematical Methods in Medicine, 2012 475745, 475745.1-475745.9. doi: 10.1155/2012/475745
2012
Conference Publication
A passive copper shield for the split MRI system
Limei Liu, Sanchez Lopez, Hector, Michael Poole, Weber, Ewald, Liu, Feng and Crozier, Stuart (2012). A passive copper shield for the split MRI system. 20th Annual Meeting of the International Society for Magnetic Resonance in Medicine (ISMRM), Melbourne, Australia, 5-11 May 2012. Berkeley, United States: International Society for Magnetic Resonance in Medicine.
2012
Conference Publication
Design and optimization of a permanent Mmagnet for small-sized MRI based on particle swarm Optimization algorithm
Cheng, Yiyuan, Xia, Ling, He, Wei, Liu, Feng and Crozier, Stuart (2012). Design and optimization of a permanent Mmagnet for small-sized MRI based on particle swarm Optimization algorithm. 20th Annual Meeting of the International Society for Magnetic Resonance in Medicine (ISMRM), Melbourne, Australia, 5-11 May 2012.
2012
Conference Publication
Optimized transmit pulses for excellent whole-brain excitation homogeneity in high field MRI
Shao, Tingting, Xia, Ling, Liu, Feng and Crozier, Stuart (2012). Optimized transmit pulses for excellent whole-brain excitation homogeneity in high field MRI. 20th Annual Meeting of the International Society for Magnetic Resonance in Medicine (ISMRM), Melbourne, Australia, 5-11 May 2012.
2012
Conference Publication
On the reduction of transmit B1 non-uniformity and SAR using a single-loop rotating RF coil
Liu, Feng, Jin, Jin, Li, Mingyan, Trakic, Adnan, Weber, Ewald and Crozier, Stuart (2012). On the reduction of transmit B1 non-uniformity and SAR using a single-loop rotating RF coil. 34BEMS: 34th Annual Meeting of the Bioelectromagnetics Society, Brisbane, Australia, 17 - 22 June 2012.
2012
Conference Publication
An optimal central gap size for the split gradient coil design
Liu, Limei, Sanchez Lopez, Hector, Poole, Michael, Liu, Feng and Crozier, Stuart (2012). An optimal central gap size for the split gradient coil design. 20th Annual Meeting of the International Society for Magnetic Resonance in Medicine (ISMRM), Melbourne, Australia, 5-11 May 2012.
2012
Conference Publication
Application of SVD-based sparsity in compressed sensing susceptibility weighted imaging
Chen, Wei, Jin, Zhaoyang, Liu, Feng and Du, Yiping P. (2012). Application of SVD-based sparsity in compressed sensing susceptibility weighted imaging. 5th International Conference on Biomedical Engineering and Informatics, BMEI 2012, Chongqing, China, 16 - 18 October 2012. Piscataway, NJ United States: I E E E. doi: 10.1109/BMEI.2012.6513159
2011
Journal Article
Compressed sensing MRI with singular value decomposition-based sparsity basis
Hong, Mingjian, Yu, Yeyang, Wang, Hua, Liu, Feng and Crozier, Stuart (2011). Compressed sensing MRI with singular value decomposition-based sparsity basis. Physics in Medicine and Biology, 56 (19) 010, 6311-6325. doi: 10.1088/0031-9155/56/19/010
2011
Journal Article
GPU-accelerated FDTD modeling of radio-frequency field-tissue interactions in high-field MRI
Chi, Jieru, Liu, Feng, Weber, Ewald, Li, Yu and Crozier, Stuart (2011). GPU-accelerated FDTD modeling of radio-frequency field-tissue interactions in high-field MRI. IEEE Transactions on Biomedical Engineering, 58 (6) 5714720, 1789-1796. doi: 10.1109/TBME.2011.2116020
2011
Journal Article
The effect of calcium on the treatment of fresh leachate in an expanded granular sludge bed bioreactor
Liu, Jianyong, Hu, Jun, Zhong, Jiangping, Luo, Jinghuan, Zhao, Aihua, Liu, Feng, Hong, Ruijing, Qian, Guangren and Xu, Zhi Ping (2011). The effect of calcium on the treatment of fresh leachate in an expanded granular sludge bed bioreactor. Bioresource Technology, 102 (9), 5466-5472. doi: 10.1016/j.biortech.2010.11.056
2011
Journal Article
A hybrid field-harmonics approach for passive shimming design in MRI
Liu, Feng, Zhu, Jianfeng, Xia, Ling and Crozier, Stuart (2011). A hybrid field-harmonics approach for passive shimming design in MRI. IEEE Transactions on Applied Superconductivity, 21 (2) 5724291, 60-67. doi: 10.1109/TASC.2011.2112358
2011
Journal Article
Application of kernel principal component analysis and support vector regression for reconstruction of cardiac transmembrane potentials
Jiang, Mingfeng, Zhu, Lingyan, Wang, Yaming, Xia, Ling, Shou, Guofa, Liu, Feng and Crozier, Stuart (2011). Application of kernel principal component analysis and support vector regression for reconstruction of cardiac transmembrane potentials. Physics In Medicine And Biology, 56 (6), 1727-1742. doi: 10.1088/0031-9155/56/6/013
2011
Journal Article
Comparison of different threshold values r for approximate entropy: application to investigate the heart rate variability between heart failure and healthy control groups
Liu, Chengyu, Liu, Changchun, Shao, Peng, Li, Liping, Sun, Xin, Wang, Xinpei and Liu, Feng (2011). Comparison of different threshold values r for approximate entropy: application to investigate the heart rate variability between heart failure and healthy control groups. Physiological Measurement, 32 (2), 167-180. doi: 10.1088/0967-3334/32/2/002
2011
Journal Article
An improved cylindrical FDTD algorithm and its application to field-tissue interaction study in MRI
Chi, JR, Liu, F, Xia, L, Shao, TT and Crozier, S (2011). An improved cylindrical FDTD algorithm and its application to field-tissue interaction study in MRI. IEEE Transactions on Magnetics, 47 (2) 5669348, 466-470. doi: 10.1109/TMAG.2010.2100098
2011
Conference Publication
Using additional dielectric material to improve the RF uniformity in traveling-wave MRI
Yang, Junjie, Xia, Ling and Liu, Feng (2011). Using additional dielectric material to improve the RF uniformity in traveling-wave MRI. 2011 5th International Conference on Bioinformatics and Biomedical Engineering, Wuhan, China, 10-12 May 2011. Piscataway, NJ USA: Institute of Electrical and Electronic Engineers. doi: 10.1109/icbbe.2011.5780350
2011
Conference Publication
Compressed sensing on TDM-SENSE with rotating RF coil
Wang, Hua, Trakic, Adnan, Li, Bing Keong, Yu, Yeyang, Liu, Feng and Crozier, Stuart (2011). Compressed sensing on TDM-SENSE with rotating RF coil. International Society for Magnetic Resonance in Medicine, 17th scientific meeting and exhibition, Montreal, Quebec, Canada, May, 2011.
2011
Journal Article
Regularized least squares estimating sensitivity for self-calibrating parallel imaging
Liu, XiaoFang, Ye, Xiuzi, Zhang, Sanyuan and Liu, Feng (2011). Regularized least squares estimating sensitivity for self-calibrating parallel imaging. Journal of Computers, 6 (5), 857-864. doi: 10.4304/jcp.6.5.857-864
2011
Journal Article
Characterization and reduction of X-gradient induced eddy currents in a NdFeB magnetic resonance imaging magnet-3D finite element method-based numerical studies
Li, Xia, Xia, Ling, Liu, Feng, Crozier, Stuart and Xie, Dexin (2011). Characterization and reduction of X-gradient induced eddy currents in a NdFeB magnetic resonance imaging magnet-3D finite element method-based numerical studies. Concepts in Magnetic Resonance Part B: Magnetic Resonance Engineering, 39 B (1), 47-58. doi: 10.1002/cmr.b.20189
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
Passive shimming and electromagnetic contrast imaging at ultrahigh field MRI
Principal Advisor
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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
-
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
Combined Compressed sensing and machine learning/deep learning methods for rapid MRI
Principal Advisor
Other advisors: Dr Hongfu Sun
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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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Doctor Philosophy
Radio-frequency system design for magnetic resonance imaging at 7 Tesla
Principal Advisor
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Doctor Philosophy
The design of metamaterial RF shield to reduce specific absorption rate and improve B1 efficiency for ultra-high field MRI
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier, Dr Lei Guo
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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
Diagnosis of Arrhythmia using ECG signal classification by neural networks
Principal Advisor
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Doctor Philosophy
AI-empowered super-resolution MRI
Principal Advisor
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Doctor Philosophy
Advance low-field MRI with deep learning fused techonologies
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
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
MR image processing through advanced optimization 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
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
MR image processing through advanced optimisation techniques and 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
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Doctor Philosophy
MRI methods development through 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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