About
I am a Research Assistant Professor in the Department of Mechanical and Aerospace Engineering at The Hong Kong University of Science and Technology. I received my Ph.D. in Mechanical Engineering from HKUST in 2024, and my M.Eng. and B.Eng. degrees from Huazhong University of Science and Technology.
My research develops multiscale and AI-assisted models for energy storage and conversion systems, with a focus on heat and mass transport in fuel cells, batteries, and water electrolyzers. I am particularly interested in connecting pore-scale structure, transport physics, and data-driven optimization to guide high-performance electrochemical devices.
My work has appeared in journals including Nature Communications, Science Bulletin, ACS Energy Letters, Applied Energy, and International Journal of Heat and Mass Transfer.
Latest News
- 2025 Our paper Electrode Net: tailoring deep learning with signed distance field for fast and accurate multiscale design of porous electrodes was accepted by Science Bulletin.
- 2025 Our paper Artificial-intelligence-guided design of ordered gas diffusion layers for high-performing fuel cells via Bayesian machine learning was accepted by Nature Communications.
- 2024 I received my Ph.D. in Mechanical Engineering from HKUST.
Featured Publications
Artificial-intelligence-guided design of ordered gas diffusion layers for high-performing fuel cells via Bayesian machine learning
Nature Communications, 16, Article 6528, 2025.
Electrode Net: tailoring deep learning with signed distance field for fast and accurate multiscale design of porous electrodes
Science Bulletin, 71(1), 137-147, 2026.
Modeling proton exchange membrane fuel cells with platinum-group-metal-free catalysts
Applied Energy, 360, Article 122765, 2024.
A multiscale model for proton exchange membrane fuel cells with order-structured catalyst layers
International Journal of Heat and Mass Transfer, 195, Article 123092, 2022.
Publications
Full HKUST list2026
- Interfacial catalysis in lithium salt decomposition: Impacts on lithium metal battery performance. Future Batteries, 9, Article 100155.
- Electrode Net: tailoring deep learning with signed distance field for fast and accurate multiscale design of porous electrodes. Science Bulletin, 71(1), 137-147.
- Interfacial resistance and electric field modulation at the Nafion membrane-electrolyte interface in vanadium redox flow batteries. International Journal of Heat and Mass Transfer, 264, Article 128766.
- Single-atom catalyzed formation of inorganic-rich SEI/CEI for durable anode-free solid-state lithium metal batteries. Energy and Environmental Science, 19(1), 284-298.
2025
- Artificial-intelligence-guided design of ordered gas diffusion layers for high-performing fuel cells via Bayesian machine learning. Nature Communications, 16(1), Article 6528.
- Developing Quasi-Solid-State Ether-Based Electrolytes with Trifluorotoluylation Ionic Liquids for High Voltage Lithium Metal Batteries. Advanced Materials, 37(28), Article 2501006.
- Electrolyte/electrode interphase regulation with methylthiolation ionic liquids for high-voltage quasi-solid-state Li metal batteries. Science Advances, 11(46), Article eadz5203.
- Engineering d-p Orbital Hybridization in a Single-Atom-Based Solid-State Electrolyte for Lithium-Metal Batteries. Angewandte Chemie International Edition, 64(7), Article e202419367.
- Engineering Molecule-Designed In Situ Polymerization on Al-Doped Molecular-Sieve Framework Enables Robust Quasi-Solid-State Lithium Batteries. Advanced Functional Materials, 35(7), Article 2415298.
- Machine-Learning-Guided Screening of Advantageous Solvents for Solid Polymer Electrolytes in Lithium Metal Batteries. Nano Letters, 25(19), 7801-7809.
- SOC gradient-based passive safety design: a chessboard-inspired structural configuration for mitigating thermal runaway propagation in lithium-ion battery packs. eTransportation, 26, Article 100487.
- Upgrading Ion Migration and Interface Chemistry via a Cyano-Containing COF in a Single-Ion Conductive Polymer toward High-Voltage Lithium-Metal Batteries. Journal of the American Chemical Society, 147(29), 25896-25909.
2024
- A reduced-order thermal runaway network model for predicting thermal propagation of lithium-ion batteries in large-scale power systems. Applied Energy, 373, Article 123955.
- Effect of High Local Diffusive Mass Transfer on Acidic Oxygen Reduction of Pt Catalysis. Journal of the Electrochemical Society, 171(6), Article 064509.
- In Situ Growth of 2D Metal-Organic Framework Ion Sieve Interphase for Reversible Zinc Anodes. Energy and Environmental Materials, 7(6), Article e12769.
- Modeling proton exchange membrane fuel cells with platinum-group-metal-free catalysts. Applied Energy, 360, Article 122765.
- Quadrilateral-Patterned Perforated Gas Diffusion Layers Boost the Performance of Fuel Cells. ACS Energy Letters, 9(4), 1710-1716.
Earlier
- 2022A multiscale model for proton exchange membrane fuel cells with order-structured catalyst layers. International Journal of Heat and Mass Transfer, 195, Article 123092.
- 2022Modeling proton exchange membrane fuel cells with fiber-based microporous layers. International Journal of Heat and Mass Transfer, 198, Article 123398.
- 2021Effect of spectral selective transmittance on the performance of concentrated solar thermochemical cycles. Journal of Tsinghua University, 61(12), 1389-1396.
- 2020Rapid oxide sintering by concentrated solar power: A case study of lanthanum calcium ferrite. Ceramics International, 46(4), 5465-5468.
- 2020Performance study of a solar methane reforming thermochemical complementary power generation system. Journal of Engineering Thermophysics, 41(2), 261-265.
- 2019Ultrahigh temperature processing by concentrated solar energy with accurate temperature measurement. Applied Thermal Engineering, 150, 1337-1344.
Education
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2020 - 2024
Ph.D. in Mechanical Engineering, The Hong Kong University of Science and Technology
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2017 - 2020
M.Eng. in Thermal Engineering, Huazhong University of Science and Technology
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2013 - 2017
B.Eng. in Energy and Power Engineering, Huazhong University of Science and Technology