Projects
Explore my research projects and academic work.
Spatial LLM — Bridging the Gap Between Natural Language and 3D Scans
Technical Manager / Synthesis Project
Mentor: Assoc. Prof. Liangliang Nan; Dr. Shayan Nikoohemat
Sep 2025 – Nov 2025
A chatbot that maps natural language to spatial reasoning on indoor point clouds, integrating language understanding with 2D–3D matching, segmentation, and geometric queries.
Explainable Machine Learning Reveals Parameter Thresholds and Scene-based Adaptation of Tree Configurations
Project Leader / Working Paper
Mentor: Asst.Prof. Wufan Zhao
Jul 2025
Develop a teacher–student pipeline combining ENVI-met simulation labels and gradient-boosted models to predict thermal comfort from 3D tree structure at street scale and derive design-ready guidance.
Post-COVID Cities — Understanding New Dynamics of Travel Behaviour and Activities
Project Leader / Working Paper
Mentor: Asst.Prof. Shuli Luo
Jun 2024 – Oct 2024
Investigated shifts in urban travel behaviours post-COVID in Hong Kong by leveraging Twitter data to capture pre- and post-pandemic mobility trends.
Influences of Multi-scale Built Environments on Commuting Carbon Emissions — Case Study of Xi'an
Participant / National College Student Innovation and Entrepreneurship Training Programme (Country-level)
Mentor: Prof. Xiaoyan Huang
Jun 2022 – May 2023
Analysed how built environments around residences and workplaces impact commuting carbon emissions across income groups at community level in Xi'an.