Xue Zhang, Miaolin Lai, Yunxi Cheng, Huanxin Chen (2026). Open-set recognition for HVAC fault detection and diagnosis in real-world buildings: A systematic review and deployment roadmap. Building and Environment.DOI
Miaolin Lai, Xue Zhang, Huanxin Chen, Zhaohui Shu, 管海清 (2026). Hierarchical physics-guided graph attention network for interpretable fault diagnosis of variable refrigerant flow systems. Energy and Buildings.DOI
Ashraf M. Zaki, Huanxin Chen, L. Alhems (2025). Machine Learning-Based HVAC Optimization for Energy-Efficient Air Conditioning in Office Buildings: A Data-Driven Study of HVAC Energy Prediction Using Ensemble and Boosting Regression Models. IEEE International Conference on Renewable Energy Research and Applications.DOI
Ashraf M. Zaki, Mohamad E. Zayed, Mohamed H. S. Bargal, A. Saif, Huanxin Chen, S. Rehman, L. Alhems, El-Sadek H. Nour El-deen (2025). Environmental and Energy Performance Analyses of HVAC Systems in Office Buildings Using Boosted Ensembled Regression Trees: Machine Learning Strategy for Energy Saving of Air Conditioning and Lighting Facilities. Chemical engineering research & design.DOI
Minhui Jiang, Huanxin Chen, Chuang Yang (2025). A metro train air conditioning system fault diagnosis method based on explainable artificial intelligence: Considering interpretability and generalization. International journal of refrigeration.DOI
Chuang Yang, Huanxin Chen (2025). Analysis of power consumption influencing factors in different modes of semiconductor factory refrigeration station based on association rule mining. International journal of refrigeration.DOI
Chuang Yang, Shikai Tan, Huanxin Chen (2025). A fault diagnosis strategy for refrigerant leakage of the air conditioning system in high-efficiency internet data centers. Energy and Buildings.DOI
Chao Fan, Huanxin Chen (2025). Research on eXplainable artificial intelligence in the CNN-LSTM hybrid model for energy forecasting. Journal of Building Engineering.DOI
Xue Zhang, Yunxi Cheng, Huanxin Chen, Henda Cheng, Yifei Gao (2025). Refrigerant charge fault diagnosis in VRF systems using Kolmogorov-Arnold networks and their convolutional variants: A comparative analysis with traditional models. Energy and Buildings.DOI
Y. Wang, Hengda Cheng, Huanxin Chen, Mingshu Ye, Yicheng Ren, Chuang Yang (2024). A hybrid model based on wavelet decomposition and LSTM for short-term energy consumption prediction of chillers. Journal of Building Engineering.DOI
Chuang Yang, Qian Liu, Jianxin Zhang, Huanxin Chen, Zhengfei Li, Zhilong Liu, Jianye Chen (2023). Hierarchical fault diagnosis and severity identification method of building air condition systems. Applied Thermal Engineering.DOI
Heng-Da Cheng, Zheng Liu, Luyao Chen, Huanxin Chen (2023). Abnormal energy consumption detection using ensemble model for water chilling unit on HVAC system. Energy and Buildings.DOI
Jianxin Zhang, Yuanyi Xu, Huanxin Chen, Xing Lu (2023). A novel building heat pump system semi-supervised fault detection and diagnosis method under small and imbalanced data. Engineering Applications of Artificial Intelligence.DOI
Wei Gou, Zhaoting Ren, Huanxin Chen, Lu Xing, Zhenxin Zhou, Xingxiang Xia, Jingfeng Shi (2022). Experimental research on the performance and parameters sensitivity analysis of variable refrigerant flow system with common faults imposed in heating mode. Energy and Buildings.DOI
Jianxin Zhang, Zhengfei Li, Huanxin Chen, Heng-Da Cheng, Xing Lu, Yuzhou Wang, Li Zhang (2022). Integrated generative networks embedded with ensemble classifiers for fault detection and diagnosis under small and imbalanced data of building air condition system. Energy and Buildings.DOI
Zhenxin Zhou, Guannan Li, Huanxin Chen, Hanlu Zhong (2021). Fault diagnosis method for building VRF system based on convolutional neural network: Considering system defrosting process and sensor fault coupling. Building and Environment.DOI
Zhenxin Zhou, Huanxin Chen, Guannan Li, Hanlu Zhong, Menghua Zhang, Junfeng Wu (2021). Data-driven fault diagnosis for residential variable refrigerant flow system on imbalanced data environments. International Journal of Refrigeration.DOI
Tanveer Ahmad, Dongdong Zhang, Chao Huang, Hongcai Zhang, Ningyi Dai, Yonghua Song, Huanxin Chen (2021). Artificial intelligence in sustainable energy industry: Status Quo, challenges and opportunities. Journal of Cleaner Production.DOI
Shaobo Sun, Huanxin Chen (2020). Data-driven sensitivity analysis and electricity consumption prediction for water source heat pump system using limited information. Building Simulation.DOI
Zhenxin Zhou, Guannan Li, Jiangyu Wang, Huanxin Chen, Hanlu Zhong, Zihan Cao (2020). A comparison study of basic data-driven fault diagnosis methods for variable refrigerant flow system. Energy and Buildings.DOI
Jiangyu Wang, Huanxin Chen, Yue Yuan, Yao Huang (2020). Corrigendum to “A novel efficient optimization algorithm for parameter estimation of building thermal dynamic models” [Build. Environ. 153 (2019) 233–240]. Building and Environment.DOI
Tanveer Ahmad, Huanxin Chen, Dongdong Zhang, Hongcai Zhang (2020). Smart energy forecasting strategy with four machine learning models for climate-sensitive and non-climate sensitive conditions. Energy.DOI
Dongmei Bi, Mei Yue Jiang, Huanxin Chen, Shanjian Liu, Yaya Liu (2020). Effects of thermal conductivity on the thermal contact resistance between non-conforming rough surfaces: An experimental and modeling study. Applied Thermal Engineering.DOI
Tanveer Ahmad, Huanxin Chen (2019). A review on machine learning forecasting growth trends and their real-time applications in different energy systems. Sustainable Cities and Society.DOI
Zhenxin Zhou, Jiangyu Wang, Huanxin Chen, Wentian Wei, Chengliang Xu (2019). An online compressor liquid floodback fault diagnosis method for variable refrigerant flow air conditioning system. International Journal of Refrigeration.DOI
Hongtao Zhang, Huanxin Chen, Yabin Guo, Jiangyu Wang, Guannan Li, Limei Shen (2019). Sensor fault detection and diagnosis for a water source heat pump air-conditioning system based on PCA and preprocessed by combined clustering. Applied Thermal Engineering.DOI
Jiangyu Wang, Shuai Li, Huanxin Chen, Yue Yuan, Yao Huang (2019). Data-driven model predictive control for building climate control: Three case studies on different buildings. Building and Environment.DOI
Tanveer Ahmad, Huanxin Chen (2019). Deep learning for multi-scale smart energy forecasting. Energy.DOI
Jiangyan Liu, Guannan Li, Bin Liu, Kuining Li, Huanxin Chen (2019). Knowledge discovery of data-driven-based fault diagnostics for building energy systems: A case study of the building variable refrigerant flow system. Energy.DOI
Tanveer Ahmad, Huanxin Chen, Wahab Ali Shah (2019). Effective bulk energy consumption control and management for power utilities using artificial intelligence techniques under conventional and renewable energy resources. International Journal of Electrical Power & Energy Systems.DOI
Jiangyu Wang, Huanxin Chen, Yue Yuan, Yao Huang (2019). A novel efficient optimization algorithm for parameter estimation of building thermal dynamic models. Building and Environment.DOI
Tanveer Ahmad, Huanxin Chen, Yao Huang (2019). Short-Term Energy Prediction for District-Level Load Management Using Machine Learning Based Approaches. Energy Procedia.DOI
Tanveer Ahmad, Huanxin Chen (2018). Nonlinear autoregressive and random forest approaches to forecasting electricity load for utility energy management systems. Sustainable Cities and Society.DOI
Tanveer Ahmad, Huanxin Chen, Jan Shair, Chengliang Xu (2018). Deployment of data-mining short and medium-term horizon cooling load forecasting models for building energy optimization and management. International Journal of Refrigeration.DOI
Tanveer Ahmad, Huanxin Chen (2018). Potential of three variant machine-learning models for forecasting district level medium-term and long-term energy demand in smart grid environment. Energy.DOI
Lu Xing, Liheng Li, Jiakang Gong, Chen Ren, Jiangyan Liu, Huanxin Chen (2018). Daily soil temperatures predictions for various climates in United States using data-driven model. Energy.DOI
Tanveer Ahmad, Huanxin Chen, Ronggeng Huang, Guo Yabin, Jiangyu Wang, Jan Shair, Hafiz Muhammad Azeem Akram, Syed Agha Hassnain Mohsan, Muhammad Zafarullah Kazim (2018). Supervised based machine learning models for short, medium and long-term energy prediction in distinct building environment. Energy.DOI
Fawen Yu, Guannan Li, Huanxin Chen, Yabin Guo, Yue Yuan, Ben Coulton (2018). A VRF charge fault diagnosis method based on expert modification C5.0 decision tree. International Journal of Refrigeration.DOI
Yabin Guo, Jiangyu Wang, Huanxin Chen, Guannan Li, Jiangyan Liu, Chengliang Xu, Ronggeng Huang, Yao Huang (2018). Machine learning-based thermal response time ahead energy demand prediction for building heating systems. Applied Energy.DOI
Tanveer Ahmad, Huanxin Chen, Jan Shair (2018). Water source heat pump energy demand prognosticate using disparate data-mining based approaches. Energy.DOI
Ronggeng Huang, Jiangyan Liu, Huanxin Chen, Zhengfei Li, Jiahui Liu, Guannan Li, Yabin Guo, Jiangyu Wang (2018). An effective fault diagnosis method for centrifugal chillers using associative classification. Applied Thermal Engineering.DOI
Tanveer Ahmad, Huanxin Chen (2018). Utility companies strategy for short-term energy demand forecasting using machine learning based models. Sustainable Cities and Society.DOI
Jiangyu Wang, Guannan Li, Huanxin Chen, Jiangyan Liu, Yabin Guo, Shaobo Sun, Yunpeng Hu (2018). Energy consumption prediction for water-source heat pump system using pattern recognition-based algorithms. Applied Thermal Engineering.DOI
Tanveer Ahmad, Huanxin Chen (2018). Short and medium-term forecasting of cooling and heating load demand in building environment with data-mining based approaches. Energy and Buildings.DOI
Tanveer Ahmad, Huanxin Chen, Yabin Guo, Jiangyu Wang (2018). A comprehensive overview on the data driven and large scale based approaches for forecasting of building energy demand: A review. Energy and Buildings.DOI
Tanveer Ahmad, Huanxin Chen, Jiangyu Wang, Yabin Guo (2017). Review of various modeling techniques for the detection of electricity theft in smart grid environment. Renewable and Sustainable Energy Reviews.DOI
Guannan Li, Huanxin Chen, Yunpeng Hu, Jiangyu Wang, Yabin Guo, Jiangyan Liu, Haorong Li, Ronggeng Huang, Hang Lv, Jiong Li (2017). An improved decision tree-based fault diagnosis method for practical variable refrigerant flow system using virtual sensor-based fault indicators. Applied Thermal Engineering.DOI
Guannan Li, Yunpeng Hu, Huanxin Chen, Jiangyu Wang, Yabin Guo, Jiangyan Liu, Jiong Li (2017). Identification and isolation of outdoor fouling faults using only built-in sensors in variable refrigerant flow system: A data mining approach. Energy and Buildings.DOI
Jiangyu Wang, Guannan Li, Huanxin Chen, Jiangyan Liu, Yabin Guo, Yunpeng Hu, Jiong Li (2016). Liquid floodback detection for scroll compressor in a VRF system under heating mode. Applied Thermal Engineering.DOI
Guannan Li, Yunpeng Hu, Huanxin Chen, Haorong Li, Min Hu, Yabin Guo, Jiangyan Liu, Shaobo Sun, Miao Sun (2016). Data partitioning and association mining for identifying VRF energy consumption patterns under various part loads and refrigerant charge conditions. Applied Energy.DOI
Guannan Li, Yunpeng Hu, Huanxin Chen, Haorong Li, Min Hu, Yabin Guo, Shubiao Shi, Wenju Hu (2016). A sensor fault detection and diagnosis strategy for screw chiller system using support vector data description-based D-statistic and DV-contribution plots. Energy and Buildings.DOI
Guannan Li, Yunpeng Hu, Huanxin Chen, Limei Shen, Haorong Li, Min Hu, Jiangyan Liu, Kaizheng Sun (2015). An improved fault detection method for incipient centrifugal chiller faults using the PCA-R-SVDD algorithm. Energy and Buildings.DOI
Yunpeng Hu, Guannan Li, Huanxin Chen, Haorong Li, Jiangyan Liu (2015). Sensitivity analysis for PCA-based chiller sensor fault detection. International Journal of Refrigeration.DOI
Yunpeng Hu, Huanxin Chen, Guannan Li, Haorong Li, Rong Xu, Jiong Li (2015). A statistical training data cleaning strategy for the PCA-based chiller sensor fault detection, diagnosis and data reconstruction method. Energy and Buildings.DOI
Yunpeng Hu, Huanxin Chen, Junlong Xie, Xiaoshuang Yang, Chen Zhou (2012). Chiller sensor fault detection using a self-Adaptive Principal Component Analysis method. Energy and Buildings.DOI
Hong-Ge Tao, Huanxin Chen, Junlong Xie, Yunpeng Hu (2011). An alternative approach to quantifying fluid flow uniformity based on area-weighted average velocity and mass-weighted average velocity. Energy and Buildings.DOI
Fujiang Chen, Huanxin Chen, Junlong Xie, Zhaohui Shu, Chang Zhang, Yunpeng Hu (2010). Characterizing airflow through fabric air dispersion system using a porous media model. Energy and Buildings.DOI
Xiaojiang Ye, Zhiwei Lian, Chunxiao Jiang, Zhaoxia Zhou, Huanxin Chen (2009). Investigation of indoor environmental quality in Shanghai metro stations, China. Environmental Monitoring and Assessment.DOI
杜海龙，齐朝晖，陈焕新，杨培志（2008）. 水冷热电空调器性能的实验研究. 《流体机械》.
Huanxin Chen (2008). Analysis of Heat Transfer and Fluid Flow in Oil-filled Electric Heater. Building Energy & Environment.
Zihan Cao, Zhenxin Zhou, Huanxin Chen, Jianye Chen (2022). Calculation and Verification of the Energy Saving Potential of Industrial Buildings Based on the Division of Energy Use Modes. SSRN Electronic Journal.DOI