Yongxin Lyu Pronounce My Name

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Hi! I am a recent PhD graduate in computational materials science from UNSW Sydney. My research centers on high-throughput atomistic simulations, data-driven methods, and interpretable machine learning to explore the vast chemical space of functional materials.

At UNSW, I’m part of Professor Tom Wu’s group. My research focuses on inverse design of 2D perovskites using machine learning and first-principles calculations.

Previously, I completed my BSc and MPhil in Applied Physics at the Hong Kong Polytechnic University, where I explored 2D materials using multiscale simulation methods in Professor Jianhua Hao’s group.

I’m passionate about making scientific ideas more accessible and finding creative ways to communicate my research. Outside of science, I enjoy practicing yoga, swimming in the ocean, and working on various handcrafted projects.

latest posts

selected publications

  1. Lyu2025Fingerprinting.png
    Fingerprinting organic molecules for the inverse design of two-dimensional hybrid perovskites with target energetics
    Yongxin Lyu, Yifan Zhou, Yu Zhang, and 8 more authors
    Manuscript under revision, 2025
  2. Wu2021Large.png
    Large-scale growth of few-layer two-dimensional black phosphorus
    Zehan Wu, Yongxin Lyu, Yi Zhang, and 6 more authors
    Nature Materials, 2021
  3. Lyu2019Observation.png
    Observation and theoretical analysis of near-infrared luminescence from CVD grown lanthanide Er doped monolayer MoS_2 triangles
    Yongxin Lyu, Zehan Wu, Weng Fu Io, and 1 more author
    Applied Physics Letter, 2019