
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
-
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
2017
Journal Article
Improved k - t PCA algorithm using artificial sparsity in dynamic MRI
Wang, Yiran, Chen, Zhifeng, Wang, Jing, Yuan, Lixia, Xia, Ling and Liu, Feng (2017). Improved k - t PCA algorithm using artificial sparsity in dynamic MRI. Computational and Mathematical Methods in Medicine, 2017 4816024, 4816024-12. doi: 10.1155/2017/4816024
2017
Conference Publication
Comparison of four recovery algorithms used in compressed sensing for ECG signal processing
Zhang, Zhimin , Wei, Shoushui , Wei, Dingwen, Li, Liping , Liu, Feng and Liu, Chengyu (2017). Comparison of four recovery algorithms used in compressed sensing for ECG signal processing. 43rd Computing in Cardiology Conference, CinC 2016, Vancouver, Canada, 11 - 14 September 2016. Piscataway, NJ, United States: Institute for Electrical and Electronics Engineers. doi: 10.22489/cinc.2016.116-226
2016
Journal Article
An improved asymmetric gradient coil design for high-resolution MRI head imaging
Tang, Fangfang , Liu, Feng, Freschi, Fabio, Li, Yu, Repetto, Maurizio, Giaccone, Luca, Wang, Yaohui and Crozier, Stuart (2016). An improved asymmetric gradient coil design for high-resolution MRI head imaging. Physics in Medicine and Biology, 61 (24), 8875-8889. doi: 10.1088/1361-6560/61/24/8875
2016
Journal Article
The design of decoupled even-order zonal superconducting shim coils for a 9.4 T whole-body MRI
Zhu, Xuchen, Wang, Qiuliang, Li, Yi, Hu, Yang, Chen, Wenbo and Liu, Feng (2016). The design of decoupled even-order zonal superconducting shim coils for a 9.4 T whole-body MRI. IEEE Transactions on Applied Superconductivity, 26 (8) 7539277, 1-8. doi: 10.1109/TASC.2016.2598775
2016
Journal Article
Pseudo-Polar Fourier Transform based Compressed Sensing MRI
Yang, Yang, Liu, Feng, Li, Mingyan, Jin, Jin, Weber, Ewald, Liu, Qinghuo and Crozier, Stuart (2016). Pseudo-Polar Fourier Transform based Compressed Sensing MRI. IEEE Transactions on Biomedical Engineering, 99 (4) 7488260, 816-825. doi: 10.1109/TBME.2016.2578930
2016
Journal Article
Dynamic updating atlas for heart segmentation with a nonlinear field-based model
Cai, Ken, Yang, Rongqian, Yue, Hongwei, Li, Lihua, Ou, Shanxing and Liu, Feng (2016). Dynamic updating atlas for heart segmentation with a nonlinear field-based model. International Journal of Medical Robotics and Computer Assisted Surgery, 13 (3) e1785, 1-10. doi: 10.1002/rcs.1785
2016
Journal Article
A large-scale measurement of dielectric properties of normal and malignant colorectal tissues obtained from cancer surgeries at Larmor frequencies
Li, Zhou, Deng, Guanhua, Li, Zhe, Xin, Sherman Xuegang, Duan, Song, Lan, Maoying, Zhang, Sa, Gao, Yixin, He, Jun, Zhang, Songtao, Tang, Hongming, Wang, Weiwei, Han, Shuai, Yang, Qing X., Zhuang, Ling, Hu, Jiani and Liu, Feng (2016). A large-scale measurement of dielectric properties of normal and malignant colorectal tissues obtained from cancer surgeries at Larmor frequencies. Medical Physics, 43 (11), 5991-5997. doi: 10.1118/1.4964460
2016
Journal Article
High field superconducting magnet technologies for magnetic resonance imaging
Wang, Q., Li, Y., Yang, W., Dong, Z., Zhu, X., Hu, G., Hu, Y., Ni, Z., Xu, J., Cheng, J., Wang, H., Dai, Y., Yan, L., Liu, F., Xia, L., Cheng, W., Mu, X., Zheng, J., Niu, C., Wang, L., Zhu, G., Sun, W., Zhao, B., Li, X., Liu, J. and Yan, C. (2016). High field superconducting magnet technologies for magnetic resonance imaging. IEEE Transactions on Applied Superconductivity, 26 (7) 7480860, 1-7. doi: 10.1109/TASC.2016.2574357
2016
Journal Article
Asymmetric gradient coil design for use in a short, open bore magnetic resonance imaging scanner
Wang, Yaohui, Liu, Feng, Li, Yu, Tang, Fangfang and Crozier, Stuart (2016). Asymmetric gradient coil design for use in a short, open bore magnetic resonance imaging scanner. Journal of Magnetic Resonance, 269, 203-212. doi: 10.1016/j.jmr.2016.06.015
2016
Journal Article
Numerical assessment of the reduction of specific absorption rate by adding high dielectric materials for fetus MRI at 3 T
Luo, Minmin, Hu, Can, Zhuang, Yayun, Chen, Wufan, Liu, Feng and Xin, Sherman Xuegang (2016). Numerical assessment of the reduction of specific absorption rate by adding high dielectric materials for fetus MRI at 3 T. Biomedizinische Technik, 61 (4), 455-461. doi: 10.1515/bmt-2015-0171
2016
Journal Article
Quantitative analysis of the reconstruction errors of the currently popular algorithm of magnetic resonance electrical property tomography at the interfaces of adjacent tissues
Duan, Song, Xu, Chao, Deng, Guanhua, Wang, Jiajia, Liu, Feng and Xin, Sherman Xuegang (2016). Quantitative analysis of the reconstruction errors of the currently popular algorithm of magnetic resonance electrical property tomography at the interfaces of adjacent tissues. NMR in Biomedicine, 29 (6), 744-750. doi: 10.1002/nbm.3522
2016
Conference Publication
Development of high magnetic field magnet technologies for the magnetic resonance medical imaging
Wang, Qiu Liang, Yang, Wen Hui, Liu, Feng, Xia, Ling, Li, Yi, Ni, Zhi Peng, Yan, Lu Guang, Xu, Jian Yi, Cheng, Jun Sheng and Wang, Hui (2016). Development of high magnetic field magnet technologies for the magnetic resonance medical imaging. 2015 IEEE International Conference on Applied Superconductivity and Electromagnetic Devices (ASEMD), Shanghai, China, 20-23 November 2015. Piscataway, NJ USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/ASEMD.2015.7453633
2016
Conference Publication
IBEM applied to the design of gradient coils for superconducting MRI
Hu, Yang, Hu, Xin Ning, Yan, Lu Guang, Liu, Feng and Fang, You Tong (2016). IBEM applied to the design of gradient coils for superconducting MRI. IEEE International Conference on Applied Superconductivity and Electromagnetic Devices, ASEMD 2015, Shanghai, China, 20-23 November 2015. Institute of Electrical and Electronics Engineers Inc.. doi: 10.1109/ASEMD.2015.7453636
2016
Journal Article
Intra-coil interactions in split gradient coils in a hybrid MRI-LINAC system
Tang, Fangfang, Freschi, Fabio, Sanchez Lopez, Hector, Repetto, Maurizio, Liu, Feng and Crozier, Stuart (2016). Intra-coil interactions in split gradient coils in a hybrid MRI-LINAC system. Journal of Magnetic Resonance, 265 (3) 7479461, 52-58. doi: 10.1016/j.jmr.2016.01.013
2016
Journal Article
Online dynamic cardiac imaging based on the elastic-net model
Hong, Mingjian, Zhang, Haibiao, Lin, Mengran, Liu, Feng and Ge, Yongxin (2016). Online dynamic cardiac imaging based on the elastic-net model. Inverse Problems in Science and Engineering, 25 (2), 1-14. doi: 10.1080/17415977.2016.1141207
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
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
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
-
AI-based Magnetic Resonance Imaging
-
Novel Hardware design in MRI
-
AI-based ECG study
-
Computational Electromagnetics and Its Application in MRI
-
Novel Imaging Methods in MRI
Supervision history
Current supervision
-
Doctor Philosophy
Passive shimming and electromagnetic contrast imaging at ultrahigh field MRI
Principal Advisor
-
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
-
Doctor Philosophy
Combined Compressed sensing and machine learning/deep learning methods for rapid MRI
Principal Advisor
Other advisors: Dr Hongfu Sun
-
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
Radio-frequency system design for magnetic resonance imaging at 7 Tesla
Principal Advisor
-
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
-
Doctor Philosophy
A novel radio-frequency (RF) antenna system for X-nuclei magnetic resonance imaging
Principal Advisor
-
Doctor Philosophy
Diagnosis of Arrhythmia using ECG signal classification by neural networks
Principal Advisor
-
Doctor Philosophy
Improving Artificial Intelligence And Deep Learning Algorithms In Super-Resolution Imaging
Principal Advisor
Other advisors: Associate Professor Kai-Hsiang Chuang
-
Doctor Philosophy
AI-empowered super-resolution MRI
Principal Advisor
-
Doctor Philosophy
Advance low-field MRI with deep learning fused techonologies
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
-
Doctor Philosophy
MRI methods development through deep learning
Associate Advisor
Other advisors: Dr Hongfu Sun
-
Doctor Philosophy
MR image processing through advanced optimization techniques and deep learning
Associate Advisor
Other advisors: Dr Hongfu Sun
-
Doctor Philosophy
Development of novel deep learning methods for medical imaging
Associate Advisor
Other advisors: Dr Nan Ye, Dr Hongfu Sun
-
Doctor Philosophy
MR image processing through advanced optimisation techniques and deep learning
Associate Advisor
Other advisors: Dr Hongfu Sun
-
Doctor Philosophy
Development of novel deep learning methods for medical imaging
Associate Advisor
Other advisors: Dr Nan Ye, Dr Hongfu Sun
-
Doctor Philosophy
MR image processing through advanced optimisation techniques and deep learning
Associate Advisor
Other advisors: Dr Hongfu Sun
-
Doctor Philosophy
MR image processing through advanced optimisation techniques and deep learning
Associate Advisor
Other advisors: Dr Hongfu Sun
-
Doctor Philosophy
Generalizable and robust quantitative susceptibility mapping using deep learning
Associate Advisor
Other advisors: Dr Hongfu Sun
Completed supervision
-
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
-
2024
Doctor Philosophy
Key Applications in Deep Learning Based Quantitative Susceptibility Mapping
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier, Dr Hongfu Sun
-
2023
Doctor Philosophy
Cardiac Arrhythmia Classification: Methods Development and Applications
Principal Advisor
-
-
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
-
2022
Doctor Philosophy
Deep Learning-based Quantitative Susceptibility Mapping: Methods Development and Applications
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier, Dr Hongfu Sun
-
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
-
2020
Doctor Philosophy
Magnetic Resonance Based Electrical Properties Tomography in High/Ultra-High Field MRI
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
-
2016
Doctor Philosophy
Gradient coil design and intra-coil eddy currents in MRI systems
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
-
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
-
2015
Master Philosophy
The Design of Radiofrequency Coils for a MRI-LINAC System
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
-
2014
Doctor Philosophy
Exploitation of Sparsity in Compressed Sensing MRI
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
-
2014
Doctor Philosophy
Split-gradient coil design and analysis for hybrid MRI-involved system
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
-
2013
Doctor Philosophy
Computational Electromagnetics-tailored Inverse Solution to Radiofrequency Issues of High Field MRI
Principal Advisor
Other advisors: Emeritus Professor Stuart Crozier
-
2024
Doctor Philosophy
Efficient Image Representations for Compressed Sensing MRI
Associate Advisor
Other advisors: Associate Professor Craig Engstrom, Professor Markus Barth, Dr Shakes Chandra
-
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
-
2015
Doctor Philosophy
The Development of Rotating Radiofrequency Techniques for Ultra-High Field Magnetic Resonance Imaging
Associate Advisor
Other advisors: Emeritus Professor Stuart Crozier
-
2011
Doctor Philosophy
Transceive Phased-array Systems for Parallel MRI
Associate Advisor
Other advisors: Emeritus Professor Stuart Crozier
-
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
-
2007
Doctor Philosophy
NUMERICAL MODELLING OF ELECTROMAGNETIC FIELD - MATERIAL INTERACTIONS IN MAGNETIC RESONANCE IMAGING
Associate Advisor
Other advisors: Emeritus Professor Stuart Crozier
-
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)
Need help?
For help with finding experts, story ideas and media enquiries, contact our Media team: