Research Fellow · Materials Modeling

Jing Lyu 吕静

First-principles modeling of defects, interfaces, and phase transitions in functional oxides and semiconductor surfaces.

Research Fellow · National University of Singapore

Jing Lyu
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About

I am a Research Fellow at the National University of Singapore with five years of R&D experience rooted in semiconductor surface science, with deep expertise in atomic-scale thin film growth, surface metallization, and phase transition mechanisms on semiconductor substrates.

My work applies first-principles computation (DFT, AIMD, MLIP), informed by prior experimental experience in UHV-STM, MBE, and PVD, to diagnose root causes of process-level challenges such as interfacial diffusion, defect formation, and phase instability — and translate computational insight into actionable experimental strategy.

Additional strengths include ferroelectric / piezoelectric defect engineering and surface / interface modification for performance optimization of electrode materials. I am currently building DFT-to-MLIP fine-tuning pipelines with CHGNet to accelerate simulation of ferroelectric phase transitions.

I obtained my Ph.D. in Chemistry from NUS under Prof. Xu Guoqin (Fellow, Singapore National Academy of Science), M.Eng. from Xi'an Jiaotong University under Prof. Lou Xiaojie, and B.Sc. in Materials Physics from Sichuan University under Prof. Wu Jiagang.

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Research Directions

Three threads running through my work — centered on computational insight and focused on mechanism rather than correlation.

Computational Materials & AI4Science

First-principles DFT, AIMD, and machine-learning interatomic potentials (DeepMD, CHGNet) for complex materials systems — from defect supercells to phase transitions to electrode interfaces.

VASPCHGNetAIMDNEBDFT+U

Ferroelectric & Piezoelectric Engineering

Designing ferroelectric and piezoelectric materials and exploring their applications in sensors and electrode interface modification for next-generation batteries. Focus on defect dipoles, oxygen-vacancy coupling, and phase-boundary engineering.

BiFeO₃PZTLiCoO₂MXeneDefect dipoles

Semiconductor Surface Science

Growth mechanisms, electric-field-induced structural phase transitions, and electronic property modulation of low-dimensional systems on Ge(001) and related substrates. STM tip-driven nanowire switching demonstrated experimentally.

UHV-STMMBEPVDGe(001)Nanowires
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Selected Publications

A selection of recent first / corresponding-author work. Full list on Google Scholar →

# equal contribution  ·  * corresponding author

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Experience & Education

2025.11 – Present

Research Fellow

National University of Singapore

Independent computational research on ferroelectric and luminescent materials. Building DFT-to-MLIP fine-tuning workflows.

2023.03 – 2025.03

Research Fellow

NUS Chongqing Research Institute

Led DFT theoretical guidance for electrode interface modification projects. Co-supervised graduate students. Published 9 SCI papers as first / corresponding author in this period.

2018.08 – 2022.10

Ph.D. in Chemistry (Semiconductor Surface Science)

National University of Singapore

Advisor: Prof. Xu Guoqin (Fellow, Singapore National Academy of Science). Co-trained at A*STAR Institute of High Performance Computing (2019–2022). Cu/Au/Pt ultrathin films and nanowire self-assembly on Ge(001) via UHV-STM, MBE/PVD, and DFT.

2015.09 – 2018.07

M.Eng. in Materials Science & Engineering

Xi'an Jiaotong University

Advisor: Prof. Lou Xiaojie. Oxygen vacancy control and defect dipole engineering in BiFeO₃-based lead-free ferroelectric ceramics.

2011.09 – 2015.06

B.Sc. in Materials Physics

Sichuan University

Advisor: Prof. Wu Jiagang. Recommended for postgraduate study without examination.

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Skills & Recognition

Experimental

UHV-STMMBEPVD Ceramic sinteringElectrode preparation Hydrothermal synthesisSolid-state sintering

Computational

VASPQuantum EspressoCP2K GaussianMaterials Studio CHGNetDeepMD

Programming & Tools

PythonLinux DFT workflow automation MLIP training pipelines

Design

Adobe IllustratorPhotoshopCinema 4D Scientific figure design

Honors & Awards

  • 2018–2022 NUS Ph.D. Research Scholarship
  • 2017 National Scholarship for Graduate Students, Ministry of Education, China
  • 2017 Outstanding Graduate Student Model, Xi'an Jiaotong University
  • 2015 Outstanding Graduate of Sichuan Province
  • 2013, 2014 National Encouragement Scholarship, Ministry of Education, China
  • 2012 National Scholarship, Ministry of Education, China
  • 2012 First-Class Comprehensive Scholarship, Sichuan University
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Notes & Writing

Notes and short essays will be added here.

Coming soon

Notes in preparation

This space is reserved for future research notes and writing.

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Get in touch

Open to research collaborations, industry roles in computational materials / process engineering, and conversations about the future of AI for materials discovery.