樊成亮｜广州大学｜学者主页

2026

A SHAP-enhanced physics-informed neural network for interpretable and high accuracy prediction of neighborhood thermal environments

Huihui He, Yongbo Cui, Chengliang Fan, Xiaoqing Zhou

Sustainable Cities and Society

DOI

2026

Toward heat mitigation II: Effect of rooftop photovoltaics on summertime near-surface air temperature and building cooling energy demand across local climate zones

Yundan Liao, Dongyu Lian, Simin Yang, Chengliang Fan

Energy and Buildings

DOI

2026

Physics-informed deep learning model for predicting outdoor temperature field incorporating building anthropogenic heat emission

Xiang Zhu, Haonan Lin, Xiaoqing Zhou, Chengliang Fan, Yongbo Cui, Yaru Xu

Building and Environment

DOI

2026

Coupled impact of air-conditioning anthropogenic heat and building cooling energy consumption in high-density old urban neighborhoods

Simin Yang, Yunfei Ding, Chengliang Fan, Wanling Lin, Dongyu Lian, Yundan Liao

Building and Environment

DOI

2026

Feedback Effects of Air-Conditioning Anthropogenic Heat on Cooling Energy Consumption in Residential Buildings: A CFD–EnergyPlus Co-Simulation Study

Chengliang Fan, Jie Chen, Peng Yu

Buildings

DOI

2026

Heat Risk Assessment and Mitigation Strategies for Old Residential Communities

Lisi Kuang, Lan Yang, Chengliang Fan

Atmosphere

DOI

2026

Impacts of block morphological evolution on thermal environment during urbanization: Application of random forest and SHAP method

Ying Zhang, Xiaoyang Xiang, Zhihong Zhai, Yun-Fei Ding, Jing-Tao Liu, Chengliang Fan

Sustainable cities and society

DOI

2025

基于LCA的大型商业综合体建筑运维阶段碳排放计算研究

许鹏鹏，聂志琪，廖云丹，罗展鹏，樊成亮，殷帅

《制冷与空调》

DOI

2025

热湿气候下数据中心蒸发预冷系统适用性及影响因子分析

杨志超，樊成亮，廖云丹

《制冷与空调》

DOI

2025

基于多准则决策分析的高校校园绿化空间环境效益评价研究

邓思敏，周孝清，崔永博，樊成亮

《建筑科学》

DOI

2025

An improved model of indoor overheating degree that integrates weather and building parameters for thermal resilience evaluation

Xiang Wei Zhu, Xiaoqing Zhou, Yongbo Cui, Chengliang Fan

Indoor and Built Environment

DOI

2025

Application of attention mechanism-convolutional neural network-long and short-term memory neural network-based model in load forecasting of dedicated outdoor air systems

Yongbo Cui, Wenhao Zhang, Xiaoqing Zhou, Chengliang Fan, Youyan Chi

Journal of Building Engineering

DOI

2025

Archetype Identification and Energy Consumption Prediction for Old Residential Buildings Based on Multi-Source Datasets

Chengliang Fan, Rude Liu, Yundan Liao

Buildings

DOI

2025

Integrating bottom-up energy model with urban parameterization for fine-scale anthropogenic heat estimation

Yichuan Chen, Chengliang Fan, Yuanyue Nie, Huixian Wu, Yingfen Zhu, Yundan Liao, Haoran Li, Liuyang Wu, Minjing Lao

Case Studies in Thermal Engineering

DOI

2025

How does anthropogenic heat emissions from buildings affect urban heat island intensity? Based on neighborhood scale and urban scale analysis

Xiaoqing Zhou, Yongbo Cui, Chengliang Fan, Yundan Liao, Xiang Wei Zhu

Urban Climate

DOI

2025

Assessing the impact of land use changes on urban heat risk under different development scenarios: A case study of Guangzhou in China

Binwei Zou, Chengliang Fan, Jianjun Li, Mo Wang, Yundan Liao, Xiaoqing Zhou

Sustainable Cities and Society

DOI

2025

Optimizing glass roof design for green buildings by evaluating co-benefit of indoor daylighting and cooling load

Yundan Liao, Simin Yang, Jie Dong, Yuan Gu, Chengliang Fan

Indoor and Built Environment

DOI

2025

Decoupling prediction of cooling load and optimizing control for dedicated outdoor air systems by using a hybrid artificial neural network method

Yongbo Cui, Chengliang Fan, Wenhao Zhang, Xiaoqing Zhou

Case Studies in Thermal Engineering

DOI

2025

Investigating the impact of operating parameters on the energy efficiency of evaporative precooling systems in data centers in hot and humid climates

Yundan Liao, Fei Liao, Gongsheng Huang, Chengliang Fan

Journal of Building Engineering

DOI

2025

How do urban-rural and regional summer heat exposures evolve? A case study of 301 cities in China from 2000 to 2020

Binwei Zou, Chengliang Fan, Mo Wang, Jianjun Li, Xiaoqing Zhou, Yundan Liao

Building and Environment

DOI

2024

Modelling future land use land cover changes and their impacts on urban heat island intensity in Guangzhou, China

Xiaoyang Xiang, Zhihong Zhai, Chengliang Fan, Yunfei Ding, Lifei Ye, Jiangbo Li

Journal Of Environmental Management，Vol. 366

DOI

2024

Changes in Concurrent Meteorological Extremes of Rainfall and Heat under Divergent Climatic Trajectories in the Guangdong-Hong Kong-Macao Greater Bay Area

Mo Wang, Zijing Chen, Dongqing Zhang, Ming Liu, Haojun Yuan, Biyi Chen, Qiuyi Rao, Shiqi Zhou, Yuankai Wang, Jianjun Li, Chengliang Fan, Soon Keat Tan

Sustainability，Vol. 160, No. 50

DOI

2024

基于噪声和风环境改善的居住区建筑布局优化研究——以广东省广州市某居住区为例

龙思彤，樊成亮

《住宅产业》

2024

[Review] The Application of Rain Gardens in Urban Environments: A Bibliometric Review

Mo Wang, Ji'an Zhuang, Chuanhao Sun, Lie Wang, Menghan Zhang, Chengliang Fan, Jianjun Li

Land

DOI

2024

Developing a co-benefits evaluation model to optimize greening coverage designs on university campuses in hot and humid areas

Xiaoqing Zhou, Simin Deng, Yongbo Cui, Chengliang Fan

Energy and Buildings

DOI

2024

Analysis of green belt designs in mitigating anthropogenic heat emission from buildings by considering cooling efficiency and nurture costs

Yongbo Cui, Chengliang Fan, Xiaoqing Zhou, Yundan Liao

Indoor and Built Environment

DOI

2024

Influence of view factors on outdoor thermal comfort of residential areas in hot-humid regions

Li Li, Jiayi Hong, Mingtao Ma, Chengliang Fan, Xiu Xiong, Yue Pang

International Journal of Biometeorology

DOI

2024

Optimized resilience coupled with cost-effectiveness for grey and green infrastructure: A case study in a historical and cultural area, Guangzhou, China

Chuanhao Sun, Qiuyi Rao, Ziheng Xiong, Ming Liu, Yulu Liu, Chengliang Fan, Jianjun Li, Soon Keat Tan, Mo Wang, Dongqing Zhang

Ecological Indicators

DOI

2024

Quantifying the Influence of Different Block Types on the Urban Heat Risk in High-Density Cities

Binwei Zou, Chengliang Fan, Jianjun Li

Buildings

DOI

2024

Evaluation of energy performance and ecological benefit of free-cooling system for data centers in worldwide climates

Chengliang Fan, Binwei Zou, Yundan Liao, Xiaoqing Zhou

Sustainable Cities and Society

DOI

2024

Exploring the relationship between air temperature and urban morphology factors using machine learning under local climate zones

Chengliang Fan, Binwei Zou, Jianjun Li, Mo Wang, Yundan Liao, Xiaoqing Zhou

Case Studies in Thermal Engineering

DOI

2023

A novel machine learning-based model predictive control framework for improving the energy efficiency of air-conditioning systems

Sihao Chen, Puxian Ding, Guang Ting Zhou, Xiaoqing Zhou, Xiaoqing Zhou, Jing Li, Liangzhu Leon Wang, Huijun Wu, Chengliang Fan, Jiangbo Li

Energy and Buildings

DOI

2023

Design optimization and energy performance evaluation of a dedicated outdoor air system with dual cooling sources

Chengliang Fan, Guang Ting Zhou, Xiaoqing Zhou, Lixing Ding

Applied Thermal Engineering

DOI

2022

基于方程的数据中心制冷机房建模与能效评估

樊成亮，邹煜凯

《山西建筑》

DOI

2022

空调系统内外分区研究的进展与展望

樊成亮，张文豪

《山西建筑》

DOI

2022

基于韧性的建筑气候设计理念与技术体系探析

邹煜凯，樊成亮

《建筑与文化》

2022

Model-based predictive control optimization of chiller plants with water-side economizer system

Chengliang Fan, Xiaoqing Zhou

Energy and Buildings

DOI

2021

空调制冷机房耦合水侧节能系统建模及优化控制

樊成亮

《广州大学》

2021

An online physical-based multiple linear regression model for building’s hourly cooling load prediction

Sihao Chen, Xiaoqing Zhou, Guang Ya Zhou, Chengliang Fan, Puxian Ding, Qiliang Chen

Energy and Buildings

DOI

2021

Modelica-Based Modeling and Simulation of District Cooling Systems: A Case Study

K. Hinkelman, Jing Wang, W. Zuo, A. Gautier, M. Wetter, Chengliang Fan, N. Long

Applied Energy

DOI

2021

Open-source Modelica models for the control performance simulation of chiller plants with water-side economizer

Chengliang Fan, Kathryn Hinkelman, Yangyang Fu, Wangda Zuo, Sen Huang, Chengnan Shi, Nasim A. Mamaghani, Cary A. Faulkner, Xiaoqing Zhou

Applied Energy

DOI

2020

Improving cooling load prediction reliability for HVAC system using Monte-Carlo simulation to deal with uncertainties in input variables

Chengliang Fan, Yundan Liao, Guang Ya Zhou, Xiaoqing Zhou, Yunfei Ding

Energy and Buildings

DOI

2019

基于鲁棒性分析的制冷机组序列控制优化设计方法

廖云丹，丁云飞，樊成亮，蔡镇兵

《建筑节能(中英文)》

2019

Analysis of hourly cooling load prediction accuracy with data-mining approaches on different training time scales

Chengliang Fan, Yunfei Ding, Yundan Liao

Sustainable Cities and Society

DOI

2019

Cooling load prediction and optimal operation of HVAC systems using a multiple nonlinear regression model

Chengliang Fan, Yunfei Ding

Energy and Buildings

DOI

2018

基于NM-BIN模型的既有建筑节能改造分析

樊成亮，丁云飞，刘龙斌

《建筑热能通风空调》

2018

NM-BIN模型在热湿地区建筑能耗评价中的应用研究

樊成亮，丁云飞，廖云丹

《建筑节能(中英文)》

2018

中央空调系统制冷机组群控研究综述

蔡镇兵，廖云丹，樊成亮，丁云飞

《建筑热能通风空调》

2018

Development of a cooling load prediction model for air-conditioning system control of office buildings

Chengliang Fan, Yundan Liao, Yunfei Ding

International Journal of Low-Carbon Technologies

DOI

2018

An improved ARX model for hourly cooling load prediction of office buildings in different climates

Chengliang Fan, Yundan Liao, Yunfei Ding

MATEC Web of Conferences

DOI

精选作品

期刊论文

A SHAP-enhanced physics-informed neural network for interpretable and high accuracy prediction of neighborhood thermal environments

Toward heat mitigation II: Effect of rooftop photovoltaics on summertime near-surface air temperature and building cooling energy demand across local climate zones

Physics-informed deep learning model for predicting outdoor temperature field incorporating building anthropogenic heat emission

Coupled impact of air-conditioning anthropogenic heat and building cooling energy consumption in high-density old urban neighborhoods

Feedback Effects of Air-Conditioning Anthropogenic Heat on Cooling Energy Consumption in Residential Buildings: A CFD–EnergyPlus Co-Simulation Study

Heat Risk Assessment and Mitigation Strategies for Old Residential Communities

Impacts of block morphological evolution on thermal environment during urbanization: Application of random forest and SHAP method

基于LCA的大型商业综合体建筑运维阶段碳排放计算研究

热湿气候下数据中心蒸发预冷系统适用性及影响因子分析

基于多准则决策分析的高校校园绿化空间环境效益评价研究

An improved model of indoor overheating degree that integrates weather and building parameters for thermal resilience evaluation

Application of attention mechanism-convolutional neural network-long and short-term memory neural network-based model in load forecasting of dedicated outdoor air systems

Archetype Identification and Energy Consumption Prediction for Old Residential Buildings Based on Multi-Source Datasets

Integrating bottom-up energy model with urban parameterization for fine-scale anthropogenic heat estimation

How does anthropogenic heat emissions from buildings affect urban heat island intensity? Based on neighborhood scale and urban scale analysis

Assessing the impact of land use changes on urban heat risk under different development scenarios: A case study of Guangzhou in China

Optimizing glass roof design for green buildings by evaluating co-benefit of indoor daylighting and cooling load

Decoupling prediction of cooling load and optimizing control for dedicated outdoor air systems by using a hybrid artificial neural network method

Investigating the impact of operating parameters on the energy efficiency of evaporative precooling systems in data centers in hot and humid climates

How do urban-rural and regional summer heat exposures evolve? A case study of 301 cities in China from 2000 to 2020

Modelling future land use land cover changes and their impacts on urban heat island intensity in Guangzhou, China

Changes in Concurrent Meteorological Extremes of Rainfall and Heat under Divergent Climatic Trajectories in the Guangdong-Hong Kong-Macao Greater Bay Area

基于噪声和风环境改善的居住区建筑布局优化研究——以广东省广州市某居住区为例

[Review] The Application of Rain Gardens in Urban Environments: A Bibliometric Review

Developing a co-benefits evaluation model to optimize greening coverage designs on university campuses in hot and humid areas

Analysis of green belt designs in mitigating anthropogenic heat emission from buildings by considering cooling efficiency and nurture costs

Influence of view factors on outdoor thermal comfort of residential areas in hot-humid regions

Optimized resilience coupled with cost-effectiveness for grey and green infrastructure: A case study in a historical and cultural area, Guangzhou, China

Quantifying the Influence of Different Block Types on the Urban Heat Risk in High-Density Cities

Evaluation of energy performance and ecological benefit of free-cooling system for data centers in worldwide climates

Exploring the relationship between air temperature and urban morphology factors using machine learning under local climate zones

A novel machine learning-based model predictive control framework for improving the energy efficiency of air-conditioning systems

Design optimization and energy performance evaluation of a dedicated outdoor air system with dual cooling sources

基于方程的数据中心制冷机房建模与能效评估

空调系统内外分区研究的进展与展望

基于韧性的建筑气候设计理念与技术体系探析

Model-based predictive control optimization of chiller plants with water-side economizer system

空调制冷机房耦合水侧节能系统建模及优化控制

An online physical-based multiple linear regression model for building’s hourly cooling load prediction

Modelica-Based Modeling and Simulation of District Cooling Systems: A Case Study

Open-source Modelica models for the control performance simulation of chiller plants with water-side economizer

Improving cooling load prediction reliability for HVAC system using Monte-Carlo simulation to deal with uncertainties in input variables

基于鲁棒性分析的制冷机组序列控制优化设计方法

Analysis of hourly cooling load prediction accuracy with data-mining approaches on different training time scales

Cooling load prediction and optimal operation of HVAC systems using a multiple nonlinear regression model

基于NM-BIN模型的既有建筑节能改造分析

NM-BIN模型在热湿地区建筑能耗评价中的应用研究

中央空调系统制冷机组群控研究综述

Development of a cooling load prediction model for air-conditioning system control of office buildings

An improved ARX model for hourly cooling load prediction of office buildings in different climates

预印本

Optimizing Microclimate Field Measurements: A New Quantitative Method for Assessing the Representativeness of Measurement Points

研究方向