Chaobo Zhang

发表

Problem of data imbalance in building energy load prediction: Concept, influence, and solution

Tingting Li, Yang Zhao, Chaobo Zhang, 2021 .

A data mining-based method for revealing occupant behavior patterns in using mechanical ventilation systems of Dutch dwellings

W Wim Zeiler, G Gert Boxem, Tingting Li, 2019, Energy and Buildings.

A general multi agent-based distributed framework for optimal control of building HVAC systems

Yang Zhao, Pengyue Ma, Chaobo Zhang, 2022, Journal of Building Engineering.

Artificial intelligence-based fault detection and diagnosis methods for building energy systems: Advantages, challenges and the future

Yang Zhao, Xuejun Zhang, Tingting Li, 2019, Renewable and Sustainable Energy Reviews.

A review of data mining technologies in building energy systems: Load prediction, pattern identification, fault detection and diagnosis

Zihao Wang, Yang Zhao, Junyang Li, 2020 .

Elastic weight consolidation-based adaptive neural networks for dynamic building energy load prediction modeling

Yang Zhao, Chaobo Zhang, Tingting Li, 2022, Energy and Buildings.

A generic prediction interval estimation method for quantifying the uncertainties in ultra-short-term building cooling load prediction

Yang Zhao, Tingting Li, Junyang Li, 2020 .

Analytic hierarchy process-based fuzzy post mining method for operation anomaly detection of building energy systems

Tingting Li, Yang Zhao, Chaobo Zhang, 2021, Energy and Buildings.

A hybrid deep learning-based method for short-term building energy load prediction combined with an interpretation process

Yang Zhao, Qi Chen, Tingting Li, 2020 .

Federated learning-based short-term building energy consumption prediction method for solving the data silos problem

Xuejun Zhang, Yang Zhao, Chaobo Zhang, 2021, Building Simulation.

A knowledge-guided and data-driven method for building HVAC systems fault diagnosis

Yang Zhao, Chaobo Zhang, Xuejun Zhang, 2021, Building and Environment.

A proactive fault detection and diagnosis method for variable-air-volume terminals in building air conditioning systems

Shuqin Chen, Xuejun Zhang, Jingchao Lu, 2019, Energy and Buildings.

Probabilistic graphical models in energy systems: A review

Kai Zhou, Tingting Li, Yang Zhao, 2021, Building Simulation.

Causal discovery and inference-based fault detection and diagnosis method for heating, ventilation and air conditioning systems

Xuejun Zhang, Yang Zhao, Yazhou Zhao, 2022, Building and Environment.

A hierarchical object oriented Bayesian network-based fault diagnosis method for building energy systems

Xuejun Zhang, Yang Zhao, Chaobo Zhang, 2022, Applied Energy.

Federated learning-based short-term building energy consumption prediction method for solving the data silos problem

Xuejun Zhang, Yang Zhao, Chaobo Zhang, 2021, Building Simulation.

An uncertainty-tolerant robust distributed control strategy for building cooling water systems considering measurement uncertainties

Yang Zhao, Wenkai Zhang, Zemao Huang, 2023, Journal of Building Engineering.

A multi agent-based optimal control method for combined cooling and power systems with thermal energy storage

Yang Zhao, Chaobo Zhang, Zihao Wang, 2021, Building Simulation.

Clustering compression-based computation-efficient calibration method for digital twin modeling of HVAC system

Yang Zhao, Yiwen Zhang, Chaobo Zhang, 2023, Building Simulation.

Graph convolutional networks-based method for estimating design loads of complex buildings in the preliminary design stage

Yang Zhao, Jie Lu, Chaobo Zhang, 2022, Applied Energy.

A semantic model-based fault detection approach for building energy systems

Xuejun Zhang, Yang Zhao, Chaobo Zhang, 2021, Building and Environment.

Generative pre-trained transformers (GPT)-based automated data mining for building energy management: Advantages, limitations and the future

Jie Lu, Yang Zhao, Chaobo Zhang, 2023, Energy and Built Environment.

Automated data mining framework for building energy conservation aided by generative pre-trained transformers (GPT)

Chaobo Zhang, Jian Zhang, Yang Zhao, 2024, Energy and Buildings.

Causal discovery-based external attention in neural networks for accurate and reliable fault detection and diagnosis of building energy systems

Xuejun Zhang, Yang Zhao, Chaobo Zhang, 2022, Building and Environment.

A real-time abnormal operation pattern detection method for building energy systems based on association rule bases

Tingting Li, Yang Zhao, Chaobo Zhang, 2021, Building Simulation.

A comprehensive investigation of knowledge discovered from historical operational data of a typical building energy system

Yang Zhao, Chaobo Zhang, Xuejun Zhang, 2021 .

An improved association rule mining-based method for revealing operational problems of building heating, ventilation and air conditioning (HVAC) systems

Yang Zhao, Tingting Li, Xue Xue, 2019, Applied Energy.

An air handling unit fault isolation method by producing additional diagnostic information proactively

Tingting Li, Xuejun Zhang, Chaobo Zhang, 2021 .

Domain-specific large language models for fault diagnosis of heating, ventilation, and air conditioning systems by labeled-data-supervised fine-tuning

Chaobo Zhang, Jian Zhang, Yang Zhao, 2022, Applied Energy.