Jiale Liu

Jiale Liu

PhD Student

The University of Edinburgh

Research Interests

AI for Science
Data-Driven Modelling of Complex Dynamics
Intelligent Engineering Systems
LLMs and Autonomous Agents

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)

News

2026-02
Two of my papers on LLM-based frameworks for industrial fault diagnosis have been accepted by IEEE Transactions on Cybernetics and IEEE Transactions on Reliability, respectively 🎉
2025-11
Check out my open-source project PRISM, an academic homepage builder based on this site
2025-09
My work on wafer composite defect recognition has been accepted by ISA Transactions 🎉
2025-09
Starting my PhD at The University of Edinburgh