About
I am a PhD student at the School of Physics and Astronomy, The University of Edinburgh, advised by Prof. Chris Stock. I also work closely with Prof. Bo Liu at the University of Glasgow and Dr. Russell Ewings at STFC Rutherford Appleton Laboratory.
Prior to this, I obtained dual Bachelor of Engineering degrees with Honours in Communication Engineering and First Class Honours in Electronics & Electrical Engineering, respectively from the University of Electronic Science and Technology of China (UESTC) and the University of Glasgow.
I aim to develop the next generation of intelligent physical and engineering systems to support the fundamental understanding of complex dynamics and drive automated decision-making processes. By designing and integrating machine learning-assisted optimization, deep learning, and LLM-based frameworks, I strive to address large-scale and data-intensive challenges in scientific discovery and engineering workflows, such as handling large-scale neutron spectroscopy data in condensed matter physics, diagnosing faults in industrial systems, and automating the electronic design process.
Selected Publications
View All →Wafer Composite Defect Recognition Framework based on Residual Dynamic Perception Network with Asymmetric Multi-Label Loss
Jiale Liu, Huan Wang†
ISA Transactions
A Brain-Inspired Energy-Efficient Wide Spiking Residual Attention Framework for Intelligent Fault Diagnosis
Jiale Liu, Huan Wang†
Reliability Engineering & System Safety
QGFORMER: Quantum-Classical Hybrid Transformer Architecture for Gravitational Wave Detection
Jiaxiang Hu, Jiale Liu†
2023 20th International Computer Conference on Wavelet Active Media Technology and Information Processing (ICCWAMTIP)
