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
2016
Journal Article
Passive shimming of a superconducting magnet using the L1-norm regularized least square algorithm
Kong, Xia, Zhu, Minhua, Xia, Ling, Wang, Qiuliang, Li, Yi, Zhu, Xuchen, Liu, Feng and Crozier, Stuart (2016). Passive shimming of a superconducting magnet using the L1-norm regularized least square algorithm. Journal of Magnetic Resonance, 263, 122-125. doi: 10.1016/j.jmr.2015.11.019
2016
Journal Article
Ultra-high Q one-dimensional hybrid PhC-SPP waveguide microcavity with large structure tolerance
Liu, Feng, Zhang, Lingxuan, Lu, Xiaoyuan, Wang, Weiqiang, Wang, Leiran, Wang, Guoxi, Zhang, Wenfu and Zhao, Wei (2016). Ultra-high Q one-dimensional hybrid PhC-SPP waveguide microcavity with large structure tolerance. Journal of Modern Optics, 63 (12), 1158-1165. doi: 10.1080/09500340.2015.1130272
2016
Conference Publication
Accelerating dynamic cardiac imaging based on a dual-dictionary learning algorithm
Zhang, Changjiu, Jin, Zhaoyang, Ye, Haihui and Liu, Feng (2016). Accelerating dynamic cardiac imaging based on a dual-dictionary learning algorithm. 2015 8th International Conference on BioMedical Engineering and Informatics, BMEI 2015, Shenyang, China, 14-16 October 2015. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/BMEI.2015.7401473
2016
Journal Article
Simulation of multi-probe radiofrequency ablation guided by optical surgery navigation system under different active modes
Xu, Leyi, Cai, Ken, Yang, Rongqian, Lin, Qinyong, Yue, Hongwei and Liu, Feng (2016). Simulation of multi-probe radiofrequency ablation guided by optical surgery navigation system under different active modes. Computer Assisted Surgery, 21 (1), 107-116. doi: 10.1080/24699322.2016.1210679
2015
Journal Article
Simulation study of noise reduction methods for a split MRI system using a finite element method
Wang, Y., Liu, F. and Crozier, S. (2015). Simulation study of noise reduction methods for a split MRI system using a finite element method. Medical Physics, 42 (12), 7122-7131. doi: 10.1118/1.4935864
2015
Journal Article
Determination of sample entropy and fuzzy measure entropy parameters for distinguishing congestive heart failure from normal sinus rhythm subjects
Zhao, Lina, Wei, Shoushui, Zhang, Chengqiu, Zhang, Yatao, Jiang, Xinge, Liu, Feng and Liu, Chengyu (2015). Determination of sample entropy and fuzzy measure entropy parameters for distinguishing congestive heart failure from normal sinus rhythm subjects. Entropy, 17 (9), 6270-6288. doi: 10.3390/e17096270
2015
Journal Article
Aliasing Artefact Suppression in Compressed Sensing MRI for Random Phase-Encode Undersampling
Yang, Yang, Liu, Feng, Jin Z. and Crozier S. (2015). Aliasing Artefact Suppression in Compressed Sensing MRI for Random Phase-Encode Undersampling. IEEE Transactions on Biomedical Engineering, 62 (9) 7078916, 2215-2223. doi: 10.1109/TBME.2015.2419372
2015
Journal Article
A novel passive shimming method for the correction of magnetic fields above the patient bed in MRI
Kong, Xia, Zhu, Minhua, Xia, Ling, Crozier, Stuart, Wang, Qiulang, Ni, Zhipeng and Liu, Feng (2015). A novel passive shimming method for the correction of magnetic fields above the patient bed in MRI. Journal of Magnetic Resonance, 257, 64-69. doi: 10.1016/j.jmr.2015.05.004
2015
Journal Article
Design of shimming rings for small permanent MRI magnet using sensitivity-analysis-based particle swarm optimization algorithm
Cheng, Yiyuan, He, Wei, Xia, Ling and Liu, Feng (2015). Design of shimming rings for small permanent MRI magnet using sensitivity-analysis-based particle swarm optimization algorithm. Journal of Medical and Biological Engineering, 35 (4), 448-454. doi: 10.1007/s40846-015-0051-6
2015
Journal Article
Acoustic analysis for a split MRI system using FE method
Wang, Yaohui, Liu, Feng, Weber, Ewald, Tang, Fangfang, Jin, Jin, Tesiram, Yas and Crozier, Stuart (2015). Acoustic analysis for a split MRI system using FE method. Concepts in Magnetic Resonance Part B: Magnetic Resonance Engineering, 45 (2), 85-96. doi: 10.1002/cmr.b.21283
2015
Journal Article
In vivo sensitivity estimation and imaging acceleration with rotating RF coil arrays at 7 Tesla
Li, Mingyan, Jin, Jin, Zuo, Zhentao, Liu, Feng, Trakic, Adnan, Weber, Ewald, Zhuo, Yan, Xue, Rong and Crozier, Stuart (2015). In vivo sensitivity estimation and imaging acceleration with rotating RF coil arrays at 7 Tesla. Journal of Magnetic Resonance, 252, 29-40. doi: 10.1016/j.jmr.2014.12.004
2015
Conference Publication
MR image reconstruction from under-sampled measurements using local and global sparse representations
Hong, MingJian, Lin, MengRan, Liu, Feng and Ge, YongXin (2015). MR image reconstruction from under-sampled measurements using local and global sparse representations. International Society for Magnetic Resonance in Medicine (ISMRM), Toronto, Canada, 30 May - 5 June 2015. International Society for Magnetic Resonance in Medicine.
2015
Conference Publication
Feasibility test of non-iterative reconstruction for high spatiotemporal resolution DCE, investigation of acoustic noise reduction method for MRI-LINAC hybrid system
Chen, Z., Yang, M., Kang, L. and Liu, F. (2015). Feasibility test of non-iterative reconstruction for high spatiotemporal resolution DCE, investigation of acoustic noise reduction method for MRI-LINAC hybrid system. International Society for Magnetic Resonance in Medicine (ISMRM), Toronto, Canada, 30 May - 5 June 2015. International Society for Magnetic Resonance in Medicine.
2015
Journal Article
Compressed sensing MRI via two-stage reconstruction
Yang, Yang, Liu, Feng, Xu, Wenlong and Crozier, Stuart (2015). Compressed sensing MRI via two-stage reconstruction. IEEE Transactions on Biomedical Engineering, 62 (1) 6862879, 110-118. doi: 10.1109/TBME.2014.2341621
2015
Conference Publication
Investigation of acoustic noise reduction method for MRI-LINAC hybrid system
Wang, Y. H., Liu, F., Weber, E. and Crozier, S. (2015). Investigation of acoustic noise reduction method for MRI-LINAC hybrid system. International Society for Magnetic Resonance in Medicine (ISMRM), Toronto, Canada, 30 May - 5 June 2015. International Society of Magnetic Resonance in Medicine.
2015
Conference Publication
Design of a whole-body radio frequency coil for image-guided radiotherapy treatment in a MRI-LINAC system
Destruel, A., Weber, E., Hughes, I., Li, Y., Liu, F. and Crozier, S. (2015). Design of a whole-body radio frequency coil for image-guided radiotherapy treatment in a MRI-LINAC system. International Society for Magnetic Resonance in Medicine (ISMRM), Toronto, Canada, 30 May - 5 June 2015. International Society for Magentic Resonance in Medicine (ISMRM).
2015
Conference Publication
A Fast and Practical Imaging Scheme for a Rotating RF Coil at 9.4T by Using Ultra-Short TE Sequence in Radial Trajectory, Investigation of acoustic noise reduction method for MRI-LINAC hybrid system
Li, M., Hugger, T., Weber, E., Jin, J., Liu, F., Ullman, P., Stark, S., Tesiram, Y., Yang, Y., Junge, S. and Crozier, S. (2015). A Fast and Practical Imaging Scheme for a Rotating RF Coil at 9.4T by Using Ultra-Short TE Sequence in Radial Trajectory, Investigation of acoustic noise reduction method for MRI-LINAC hybrid system. International Society for Magnetic Resonance in Medicine (ISMRM), Toronto, Canada, 30 May - 5 June 2015. International Society for Magnetic Resonance in Medicine.
2015
Conference Publication
Improving B1+ uniformity using segmented dielectric pads
Destruel, A., Jin, J., Liu, F., Li, M., Weber, E. and Crozier, S. (2015). Improving B1+ uniformity using segmented dielectric pads. International Society for Magnetic Resonance in Medicine (ISMRM), Toronto, Canada, 30 May - 5 June 2015. International Society for Magnetic Resonance in Medicine.
2014
Journal Article
Improved l1-SPIRiT using 3D walsh transform-based sparsity basis
Feng, Zhen, Liu, Feng, Jiang, Mingfeng, Crozier, Stuart, Guo, He and Wang, Yuxin (2014). Improved l1-SPIRiT using 3D walsh transform-based sparsity basis. Magnetic Resonance Imaging, 32 (7), 924-933. doi: 10.1016/j.mri.2014.04.008
2014
Journal Article
Image registration guided, sparsity constrained reconstructions for dynamic MRI
Jin, Jin, Liu, Feng and Crozier, Stuart (2014). Image registration guided, sparsity constrained reconstructions for dynamic MRI. Magnetic Resonance Imaging, 32 (10), 1-15. doi: 10.1016/j.mri.2014.08.006
Funding
Current funding
Supervision
Availability
- Professor Feng Liu is:
- Available for supervision
Looking for a supervisor? Read our advice on how to choose 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
-
Doctor Philosophy
Passive shimming and electromagnetic contrast imaging at ultrahigh field MRI
Principal Advisor
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Doctor Philosophy
Diagnosis of Arrhythmia using ECG signal classification by neural networks
Principal Advisor
-
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
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
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
MRI methods development through 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
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
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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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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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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2017
Doctor Philosophy
Gradient Coil Design and Acoustic Noise Control in Magnetic Resonance Imaging Systems
Joint Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
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2025
Doctor Philosophy
Robust and generalizable deep Learning quantitative susceptibility mapping for human brains
Associate Advisor
Other advisors: Dr Hongfu Sun
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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: Dr Kieran O'Brien, 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
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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