Guannan Li

发表

Fault diagnosis of refrigerant charge based on Decision Tree for variable refrigerant flow air-conditioning system

Huanxin Chen, Jiangyu Wang, Haorong Li, 2016 .

Development of a virtual variable-speed compressor power sensor for variable refrigerant flow air conditioning system

Guannan Li, Yunpeng Hu, Limei Shen, 2017 .

Extending the virtual refrigerant charge sensor (VRC) for variable refrigerant flow (VRF) air conditioning system using data-based analysis methods

Jiong Li, Huanxin Chen, Guannan Li, 2016 .

Investigating thermostat sensor offset impacts on operating performance and thermal comfort of three different HVAC systems in Wuhan, China

Guannan Li, Yunpeng Hu, Qing-guo Yao, 2022, Case Studies in Thermal Engineering.

Performance evaluation of short-term cross-building energy predictions using deep transfer learning strategies

Jiangyan Liu, Guannan Li, Xi Fang, 2022, Energy and Buildings.

Validation of virtual sensor-assisted Bayesian inference-based in-situ sensor calibration strategy for building HVAC systems

Guannan Li, Jiahao Xiong, Shaobo Sun, 2022, Building Simulation.

A comparison study of basic data-driven fault diagnosis methods for variable refrigerant flow system

Huanxin Chen, Guannan Li, Jiangyu Wang, 2020 .

Improvement of the energy evaluation methodology of individual office building with dynamic energy grading system

Jiangyan Liu, Guannan Li, Kuining Li, 2020 .

An improved decision tree-based fault diagnosis method for practical variable refrigerant flow system using virtual sensor-based fault indicators

Jiong Li, Jiangyan Liu, Huanxin Chen, 2018 .

A sensor fault detection and diagnosis strategy for screw chiller system using support vector data description-based D-statistic and DV-contribution plots

Min Hu, Huanxin Chen, Guannan Li, 2016 .

An improved fault detection method for incipient centrifugal chiller faults using the PCA-R-SVDD algorithm

Min Hu, Huanxin Chen, Jiangyan Liu, 2016 .

An explainable one-dimensional convolutional neural networks based fault diagnosis method for building heating, ventilation and air conditioning systems

Guannan Li, Cheng Fan, Yao Qing, 2021 .

Evaluation of the energy performance of variable refrigerant flow systems using dynamic energy benchmarks based on data mining techniques

Jiangyan Liu, Huanxin Chen, Guannan Li, 2017 .

Assessment of long short-term memory and its modifications for enhanced short-term building energy predictions

Guannan Li, Zhao Xiaowei, Cheng Fan, 2021 .

Fault diagnosis method for building VRF system based on convolutional neural network: Considering system defrosting process and sensor fault coupling

Guannan Li, Huanxin Chen, Hanlu Zhong, 2021 .

Machine learning-based thermal response time ahead energy demand prediction for building heating systems

Huanxin Chen, Jiangyan Liu, Ronggeng Huang, 2018, Applied Energy.

A hybrid deep transfer learning strategy for short term cross-building energy prediction

Xi Fang, Guangcai Gong, Guannan Li, 2021 .

Quantitative evaluation of the building energy performance based on short-term energy predictions

Jiangyan Liu, Guannan Li, Kuining Li, 2021 .

An energy performance evaluation methodology for individual office building with dynamic energy benchmarks using limited information

Jiahui Liu, Jiangyan Liu, Huanxin Chen, 2017 .

Deep learning-based fault diagnosis of variable refrigerant flow air-conditioning system for building energy saving

Tanveer Ahmad, Huanxin Chen, Jiangyan Liu, 2018, Applied Energy.

Optimized neural network-based fault diagnosis strategy for VRF system in heating mode using data mining

Huanxin Chen, Guannan Li, Yabin Guo, 2017 .

Sensor fault detection and diagnosis for a water source heat pump air-conditioning system based on PCA and preprocessed by combined clustering

Hongtao Zhang, Yabin Guo, Guannan Li, 2019, Applied Thermal Engineering.

Improved sensor fault detection, diagnosis and estimation for screw chillers using density-based clustering and principal component analysis

Guannan Li, Yunpeng Hu, Guannan Li, 2018, Energy and Buildings.

Optimization of support vector regression model based on outlier detection methods for predicting electricity consumption of a public building WSHP system

Huanxin Chen, Guannan Li, Yabin Guo, 2017 .

A statistical training data cleaning strategy for the PCA-based chiller sensor fault detection, diagnosis and data reconstruction method

Jiong Li, Huanxin Chen, Guannan Li, 2016 .

Transfer learning-based strategies for fault diagnosis in building energy systems

Jiangyan Liu, Guannan Li, Kuining Li, 2021 .

An improved stacking ensemble learning-based sensor fault detection method for building energy systems using fault-discrimination information

Jiangyan Liu, Guannan Li, Zhenxin Zhou, 2021 .

An experimental study of the behavior of a model variable refrigerant flow system with common faults

Huanxin Chen, Lu Xing, Guannan Li, 2021, Applied Thermal Engineering.

Performance evaluation of sequence-to-sequence-Attention model for short-term multi-step ahead building energy predictions

Tao Li, Jiangyan Liu, Guannan Li, 2022, Energy.

Interpretation and explanation of convolutional neural network-based fault diagnosis model at the feature-level for building energy systems

Tao Li, Guannan Li, Xi Fang, 2023, Energy and Buildings.

Case Study: Impacts of Air-Conditioner Air Supply Strategy on Thermal Environment and Energy Consumption in Offices Using BES–CFD Co-Simulation

Jiajia Gao, Guannan Li, Xi Fang, 2023, Sensors.

Interpretation of convolutional neural network-based building HVAC fault diagnosis model using improved layer-wise relevance propagation

Limei Shen, Guannan Li, Luhan Wang, 2023, Energy and Buildings.

Chiller sensor fault detection based on empirical mode decomposition threshold denoising and principal component analysis

Guannan Li, Qianjun Mao, Yunpeng Hu, 2018, Applied Thermal Engineering.

A statistical-based online cross-system fault detection method for building chillers

Jiangyan Liu, Kuining Li, Chuang Wu, 2022, Building Simulation.

Data-driven and association rule mining-based fault diagnosis and action mechanism analysis for building chillers

Jiangyan Liu, Guannan Li, Kuining Li, 2020, Energy and Buildings.

Data-driven fault diagnosis for residential variable refrigerant flow system on imbalanced data environments

Guannan Li, Huanxin Chen, Hanlu Zhong, 2021 .

Transferability investigation of a Sim2Real deep transfer learning framework for cross-building energy prediction

P. Peng, Guannan Li, Xi Fang, 2023, Energy and Buildings.

Review on Fault Detection and Diagnosis Feature Engineering in Building Heating, Ventilation, Air Conditioning and Refrigeration Systems

Guannan Li, Xi Fang, Yunpeng Hu, 2021, IEEE Access.

An expert rule-based fault diagnosis strategy for variable refrigerant flow air conditioning systems

Yue Yuan, Tanveer Ahmad, Huanxin Chen, 2019, Applied Thermal Engineering.

A hybrid ICA-BPNN-based FDD strategy for refrigerant charge faults in variable refrigerant flow system

Huanxin Chen, Guannan Li, Wenju Hu, 2017 .

Comparative study on deep transfer learning strategies for cross-system and cross-operation-condition building energy systems fault diagnosis

Jiangyan Liu, Guannan Li, Xi Fang, 2022, Energy.

A general multi-source ensemble transfer learning framework integrate of LSTM-DANN and similarity metric for building energy prediction

Guangcai Gong, Guannan Li, Xi Fang, 2021, Energy and Buildings.

Knowledge discovery of data-driven-based fault diagnostics for building energy systems: A case study of the building variable refrigerant flow system

Bin Liu, Jiangyan Liu, Huanxin Chen, 2019, Energy.

A robust online refrigerant charge fault diagnosis strategy for VRF systems based on virtual sensor technique and PCA-EWMA method

Jiong Li, Huanxin Chen, Jiangyan Liu, 2017 .

A novel efficient SVM-based fault diagnosis method for multi-split air conditioning system's refrigerant charge fault amount

Jiong Li, Huanxin Chen, Jiangyan Liu, 2016 .

A Spatial-Temporal Layer-Wise Relevance Propagation method for improving interpretability and prediction accuracy of LSTM building energy prediction

Guannan Li, Xi Fang, Chengliang Xu, 2022, Energy and Buildings.

An enhanced PCA method with Savitzky-Golay method for VRF system sensor fault detection and diagnosis

Huanxin Chen, Guannan Li, Yabin Guo, 2017 .

Cross temporal-spatial transferability investigation of deep reinforcement learning control strategy in the building HVAC system level

G. Gong, P. Peng, Guannan Li, 2022, Energy.

An enhanced PCA-based chiller sensor fault detection method using ensemble empirical mode decomposition based denoising

Guannan Li, Yunpeng Hu, Guannan Li, 2019, Energy and Buildings.

An effective fault diagnosis method for centrifugal chillers using associative classification

Jiahui Liu, Huanxin Chen, Jiangyan Liu, 2018 .

Energy consumption prediction for water-source heat pump system using pattern recognition-based algorithms

Huanxin Chen, Jiangyan Liu, Guannan Li, 2018 .

In-situ sensor calibration for building HVAC systems with limited information using general regression improved Bayesian inference

Chongchong Wang, Guannan Li, Shaobo Sun, 2023, Building and Environment.

An efficient sensor and thermal coupling fault diagnosis methodology for building energy systems

Jiangyan Liu, Guannan Li, Qing Zhang, 2023, Energy and Buildings.

Identification and isolation of outdoor fouling faults using only built-in sensors in variable refrigerant flow system: A data mining approach

Jiong Li, Jiangyan Liu, Huanxin Chen, 2017 .

Sensitivity analysis for PCA-based chiller sensor fault detection

Huanxin Chen, Jiangyan Liu, Guannan Li, 2016 .

A machine learning bayesian network for refrigerant charge faults of variable refrigerant flow air conditioning system

Min Hu, Jiong Li, Huanxin Chen, 2018 .

Data partitioning and association mining for identifying VRF energy consumption patterns under various part loads and refrigerant charge conditions

Miao Sun, Min Hu, Huanxin Chen, 2017 .

A VRF charge fault diagnosis method based on expert modification C5.0 decision tree

Huanxin Chen, Yue Yuan, Yabin Guo, 2018, International Journal of Refrigeration.

Liquid floodback detection for scroll compressor in a VRF system under heating mode

Jiong Li, Huanxin Chen, Jiangyan Liu, 2017 .

A refrigerant charge fault detection method for variable refrigerant flow (VRF) air-conditioning systems

Huanxin Chen, Jiangyan Liu, Guannan Li, 2016 .

A thermal response time ahead energy demand prediction strategy for building heating system using machine learning methods

Huanxin Chen, Guannan Li, Yabin Guo, 2017 .