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研究领域

（1）智慧健康城市；（2）建筑节能技术；（3）气候适应性城市；（4）人工智能辅助建筑设计。

代表性科研项目

1.海尔-清华联合研发项目—基于真实场景的个性化热舒适需求感知研究，在研，参与。

2.海尔-清华联合研发项目—脑机接口服务康养总体工作计划，在研，参与。

3.小米2025科研专项—面向个性化舒适体验的体感控制研究，在研，参与。

4.中国博士后科学基金面上资助—老年人步行积极性导向的街道环境舒适性评估及优化—以老旧街巷型社区为例（项目编号：2024M76693），已结题，主持。

5.深圳市稳定支持项目—基于二维图纸的高性能人居设计智能辅助方法研究，已结题，参与。

6.香港理工大学博士研究项目—Developing a Decision-Making Framework for Planning a Healthy Urban Street，已结题，主持。

代表性科研成果

（一）论文

1.Ma Xintong, Zeng Tiancheng, de Dear Richard, Xie Yongxin, Yuan Chao, & Lu Shuai*. 2025. Active route choice to minimize pedestrian thermal discomfort in a high-density subtropical city.Sustainable Cities and Society, 106697.（第一作者，中科院SCI 1区Top）

2.ZhongJin , LiPeilin , LuoRan , …,MaXintong* & LuShuai. 2025. EnergAI: A Large Language Model-Driven Generative Design Method for Early-Stage Building Energy Optimization.Energies,18(22), 5921.（通讯作者，中科院SCI 4区）

3.Zeng Tiancheng,Ma Xintong, Luo Yilu, Yin Jun, Ji Yuxin & Lu Shuai*. 2025. Improving Outdoor Thermal Environmental Quality through Kinetic Canopy Empowered by Machine Learning and Control Algorithms.Building Simulation.（中科院SCI 1区Top）

4.Ma Xintong, Chau, Chi Kwan*, Leung, Tsz Ming, & Yung, Ester Hiu Kwan. 2025. Effect of Urban Street Morphology on Pedestrian Comfort during Recreational Walks in Hong Kong.Journal of Urban Planning and Development, 151(1), 1–16.（第一作者，中科院SCI 3区）

5.Luo Yilu,Ma Xintong, Li Jinming, Jinmin, Wang Chunxiao, de Dear Richard & Lu Shuai*. 2024. Outdoor Space Design and its Effect on Mental Work Performance in a Subtropical Climate.Building and Environment, 112470.（中科院SCI 1区Top）

6.Ma Xintong, Zeng Tiancheng, Zhang Miao, Zeng Pengyu, Lin Borong & Lu Shuai*. 2024. Street Microclimate Prediction Based on Transformer Model and Street View Image in High-Density Urban Areas.Building and Environment, 112490.（第一作者，中科院SCI 1区Top）

7.Yu Tintao, Li Junjie, Jin Yichun, Wu Weirong,Ma Xintong, Xu Weiguo & Lu Shuai*. 2024. Machine learning prediction on spatial and environmental perception and work efficiency using electroencephalography including cross-subject scenarios.Journal of Building Engineering, 111644.（中科院SCI 2区Top刊，ESI高被引论文）

8.Ma Xintong, Chau, Chi Kwan*, Lu Shuai, Leung Tsz Ming & Hangxin Li. 2024. Modelling the effects of neighbourhood and street geometry on pedestrian thermal comfort in Hong Kong.Architectural Science Review.（第一作者，中科院AHCI 3区）

9.Ma Xintong, Leung Tse Ming, Chau Chi Kwan*, Yung, Ester Hiu Kwan. 2022. Analyzing the influence of urban morphological features on pedestrian thermal comfort.Urban Climate, 44, 101192.（第一作者，中科院SCI 2区）

10.Ma Xintong, Chau, Chi Kwan*, Lai, Hung Kit Joseph. 2021. Critical factors influencing the comfort evaluation for recreational walking in urban street environments.Cities, 116, 103286.（第一作者，中科院SSCI 1区Top）

11.杨舒婷,叶天震*,马欣桐,由世俊. 2021.波纹丝网型太阳能空气集热器热性能特性研究.太阳能学报, 42(6).（北大核心期刊）

12.Zhang Huan,Ma Xintong, You Shijun, Wang Yaran, Zheng Xuejing, Ye Tianzhen, Zheng Wandong & Wei Shen. 2018. Mathematical modeling and performance analysis of a solar air collector with slit-perforated corrugated plate.Solar Energy, 167, 147–157.（中科院SCI 2区）