Professional services
Interests:
Machine Learning and Optimization
Array/Speech Signal Processing
Image Processing
Topics:
Direction-of-arrival (DOA) estimation;
Multiple-input multiple-output (MIMO) radar;
Image denoising/inpainting;
Robust sparse recovery;
Matrix/Tensor completion;
Spiking neural networks (SNNs);
Keyword spotting;
Deep learning;
Dimensionality reduction;
Network compression.
Invited talks:
"Image denoising via 2D random interpolation average scheme", hosted by Prof. Truong Nguyen (IEEE Fellow), Department of Electrical and Computer Engineering, University of California, San Diego (UCSD), 03 Dec. 2018.
"Weakly convex optimization for signal processing problems", hosted by Prof. P.P. Vaidyanathan (IEEE Fellow), Department of Electrical Engineering, California Institute of Technology (Caltech), 30 Nov. 2018.
Professional Activities
Associate Editor:
《Digital Signal Processing》 https://www.journals.elsevier.com/digital-signal-processing/editorial-board/qi-liu
Guest Editor:
X. Wang, Q. Liu, and B. Zhang, "Special Issue on Efficient Processing and Learning with DNNs for Multidimensional Signal Processing", International Journal of Antennas and Propagation, 2022. https://www.hindawi.com/journals/ijap/si/837632/
X. Wang, Q. Liu, B. Zhang and W. Liu, "Special Issue on Scalable and Robust Optimization Techniques for Multidimensional Signal Processing", Wireless Communications and Mobile Computing, 2022. https://www.hindawi.com/journals/wcmc/si/395818/
Chair:
Special Session Chair of "Artificial Intelligence based Array Signal Processing and Its Applications" in the 2nd International Conference on Frontiers of Electronics, Information and Computation Technologies (ICFEICT), Wuhan, China, 2022. http://www.feict.net/workshop/
Technical Reviewer for Journals & Conferences:
Wireless Communications and Signal Processing:
IEEE Internet of Things Journal
IEEE Transactions on Signal Processing
IEEE Transactions on Communications
IEEE Transactions on Audio, Speech and Language Processing
IEEE Journal of Selected Topics in Signal Processing
IEEE Transactions on Aerospace and Electronic Systems
IEEE Transactions on Vehicular Technology
IEEE Transactions on Systems, Man and Cybernetics: Systems
IEEE Sensors Journal
IEEE Systems Journal
IEEE Signal Processing Letters
IEEE Wireless Communications Letters
IEEE Communications Letters
Signal Processing
Digital Signal Processing
Circuits, Systems, and Signal Processing
Multidimensional Systems and Signal Processing
SCIENCE CHINA Information Sciences
IET Microwaves, Antennas & Propagation
Computational Intelligence:
IEEE Transactions on Cybernetics
IEEE Transactions on Evolutionary Computations
Journal of Machine Learning Research
Conferences
IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM) 2018.
IEEE International Joint Conference on Neural Networks (IJCNN) 2021.
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2022.