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Li, Shuai / Tan, Yiqiu / Fu, Yongkang / Li, Jilu / Ye, Wanli / Li, Guannan / Liu, Xinye (2024): Effect of phase change materials on thermophysical properties of asphalt mixtures and snow melting performance. Dans: Construction and Building Materials, v. 438 (août 2024).
https://doi.org/10.1016/j.conbuildmat.2024.136968
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Chen, Liang / Li, Guannan / Liu, Jiangyan / Liu, Lamei / Zhang, Chunzhi / Gao, Jiajia / Xu, Chengliang / Fang, Xi / Yao, Zhanpeng (2024): Fault diagnosis for cross-building energy systems based on transfer learning and model interpretation. Dans: Journal of Building Engineering, v. 91 (août 2024).
https://doi.org/10.1016/j.jobe.2024.109424
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Li, Guannan / Chen, Zining / Tan, Yiqiu / Cong, Xinyu / Dong, Yuming / Xiao, Shenqing (2023): Experimental and molecular dynamics simulation of hard asphalt microstructure. Dans: Construction and Building Materials, v. 377 (mai 2023).
https://doi.org/10.1016/j.conbuildmat.2023.131025
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Li, Guannan / Xiong, Chenglong / Gao, Jiajia / Zhu, Hongbing / Wang, Chongchong / Xiao, Junan (2024): Fault detection, diagnosis and calibration of heating, ventilation and air conditioning sensors by combining principal component analysis and improved bayesian inference. Dans: Journal of Building Engineering, v. 82 (avril 2024).
https://doi.org/10.1016/j.jobe.2023.108230
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Li, Guannan / Wu, Yubei / Yan, Chengchu / Fang, Xi / Li, Tao / Gao, Jiajia / Xu, Chengliang / Wang, Zixi (2024): An improved transfer learning strategy for short_term cross-building energy prediction using data incremental. Dans: Building Simulation, v. 17, n. 1 (janvier 2024).
https://doi.org/10.1007/s12273-023-1053-x
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Liu, Jiangyan / Li, Xin / Zhang, Qing / Li, Guannan / Jiang, Zhiyuan / Pang, Yuan (2023): An efficient sensor and thermal coupling fault diagnosis methodology for building energy systems. Dans: Energy and Buildings, v. 296 (octobre 2023).
https://doi.org/10.1016/j.enbuild.2023.113367
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Li, Guannan / Chen, Liang / Fan, Cheng / Li, Tao / Xu, Chengliang / Fang, Xi (2023): Interpretation and explanation of convolutional neural network-based fault diagnosis model at the feature-level for building energy systems. Dans: Energy and Buildings, v. 295 (septembre 2023).
https://doi.org/10.1016/j.enbuild.2023.113326
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Li, Guannan / Wang, Luhan / Shen, Limei / Chen, Liang / Cheng, Hengda / Xu, Chengliang / Li, Fan (2023): Interpretation of convolutional neural network-based building HVAC fault diagnosis model using improved layer-wise relevance propagation. Dans: Energy and Buildings, v. 286 (mai 2023).
https://doi.org/10.1016/j.enbuild.2023.112949
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Li, Guannan / Xiong, Jiahao / Tang, Rui / Sun, Shaobo / Wang, Chongchong (2023): In-situ sensor calibration for building HVAC systems with limited information using general regression improved Bayesian inference. Dans: Building and Environment, v. 234 (avril 2023).
https://doi.org/10.1016/j.buildenv.2023.110161
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Zhu, Jiqing / Lundberg, Joacim / He, Liang / Li, Guannan (2022): Extending the Black diagram of bitumen to three dimensions. Dans: Construction and Building Materials, v. 349 (septembre 2022).
https://doi.org/10.1016/j.conbuildmat.2022.128727
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Zhang, Junjie / Zou, Guilian / Tan, Yiqiu / Liu, Xinhai / Li, Guannan / Zhang, Chao (2022): Investigating the effect of preheating conditions and size effect on asphalt blending in recycled asphalt mixture: New approach based on artificial aggregate and laser scanning confocal microscopy. Dans: Construction and Building Materials, v. 353 (octobre 2022).
https://doi.org/10.1016/j.conbuildmat.2022.129094
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Lv, Huijie / Tan, Yiqiu / Zhang, Derun / Li, Guannan (2022): Differentiation of thixotropy from damage for accurately characterizing fatigue resistance of asphalt binder. Dans: Construction and Building Materials, v. 344 (août 2022).
https://doi.org/10.1016/j.conbuildmat.2022.128225
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Li, Guannan / Tan, Yiqiu / Fu, Yongkang / Liu, Pengfei / Fu, Chaoliang / Oeser, Markus (2022): Density, zero shear viscosity and microstructure analysis of asphalt binder using molecular dynamics simulation. Dans: Construction and Building Materials, v. 345 (août 2022).
https://doi.org/10.1016/j.conbuildmat.2022.128332
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Zhang, Chao / Tan, Yiqiu / Zhang, Linzhuo / Li, Guannan / Zhang, Junjie / Wang, Yanzhu (2021): Developing fragility curves for asphalt mixture to assess the uncertainty of the permanent deformation performance. Dans: Construction and Building Materials, v. 310 (décembre 2021).
https://doi.org/10.1016/j.conbuildmat.2021.125272
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Fang, Xi / Gong, Guangcai / Li, Guannan / Chun, Liang / Peng, Pei / Li, Wenqiang (2021): A general multi-source ensemble transfer learning framework integrate of LSTM-DANN and similarity metric for building energy prediction. Dans: Energy and Buildings, v. 252 (décembre 2021).
https://doi.org/10.1016/j.enbuild.2021.111435
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Li, Guannan / Zhao, Xiaowei / Fan, Cheng / Fang, Xi / Li, Fan / Wu, Yubei (2021): Assessment of long short-term memory and its modifications for enhanced short-term building energy predictions. Dans: Journal of Building Engineering, v. 43 (novembre 2021).
https://doi.org/10.1016/j.jobe.2021.103182
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Li, Guannan / Yao, Qing / Fan, Cheng / Zhou, Chunlin / Wu, Guanghai / Zhou, Zhenxin / Fang, Xi (2021): An explainable one-dimensional convolutional neural networks based fault diagnosis method for building heating, ventilation and air conditioning systems. Dans: Building and Environment, v. 203 (octobre 2021).
https://doi.org/10.1016/j.buildenv.2021.108057
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Li, Guannan / Zheng, Yue / Liu, Jiangyan / Zhou, Zhenxin / Xu, Chengliang / Fang, Xi / Yao, Qing (2021): An improved stacking ensemble learning-based sensor fault detection method for building energy systems using fault-discrimination information. Dans: Journal of Building Engineering, v. 43 (novembre 2021).
https://doi.org/10.1016/j.jobe.2021.102812
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Zhou, Zhenxin / Li, Guannan / Chen, Huanxin / Zhong, Hanlu (2021): Fault diagnosis method for building VRF system based on convolutional neural network: Considering system defrosting process and sensor fault coupling. Dans: Building and Environment, v. 195 (mai 2021).
https://doi.org/10.1016/j.buildenv.2021.107775
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Liu, Jiangyan / Li, Kuining / Liu, Bin / Li, Guannan (2020): Improvement of the energy evaluation methodology of individual office building with dynamic energy grading system. Dans: Sustainable Cities and Society, v. 58 (juillet 2020).
https://doi.org/10.1016/j.scs.2020.102133
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Meng, Anxin / Xing, Chao / Tan, Yiqiu / Li, Guannan / Li, Jilu / Lv, Huijie (2020): Investigation on the distributing behaviors of clogging particles in permeable asphalt mixtures from the microstructure perspective. Dans: Construction and Building Materials, v. 263 (décembre 2020).
https://doi.org/10.1016/j.conbuildmat.2020.120531
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Zhou, Zhenxin / Li, Guannan / Wang, Jiangyu / Chen, Huanxin / Zhong, Hanlu / Cao, Zihan (2020): A comparison study of basic data-driven fault diagnosis methods for variable refrigerant flow system. Dans: Energy and Buildings, v. 224 (octobre 2020).
https://doi.org/10.1016/j.enbuild.2020.110232
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Li, Guannan / Hu, Yunpeng / Chen, Huanxin / Shen, Limei / Li, Haorong / Hu, Min / Liu, Jiangyan / Sun, Kaizheng (2016): An improved fault detection method for incipient centrifugal chiller faults using the PCA-R-SVDD algorithm. Dans: Energy and Buildings, v. 116 (mars 2016).
https://doi.org/10.1016/j.enbuild.2015.12.045
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Guo, Yabin / Li, Guannan / Chen, Huanxin / Hu, Yunpeng / Li, Haorong / Xing, Lu / Hu, Wenju (2017): An enhanced PCA method with Savitzky-Golay method for VRF system sensor fault detection and diagnosis. Dans: Energy and Buildings, v. 142 (mai 2017).
https://doi.org/10.1016/j.enbuild.2017.03.026
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Li, Guannan / Hu, Yunpeng / Chen, Huanxin / Wang, Jiangyu / Guo, Yabin / Liu, Jiangyan / Li, Jiong (2017): Identification and isolation of outdoor fouling faults using only built-in sensors in variable refrigerant flow system: A data mining approach. Dans: Energy and Buildings, v. 146 (juillet 2017).
https://doi.org/10.1016/j.enbuild.2017.04.041
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Hu, Min / Chen, Huanxin / Shen, Limei / Li, Guannan / Guo, Yabin / Li, Haorong / Li, Jiong / Hu, Wenju (2018): A machine learning bayesian network for refrigerant charge faults of variable refrigerant flow air conditioning system. Dans: Energy and Buildings, v. 158 (janvier 2018).
https://doi.org/10.1016/j.enbuild.2017.10.012
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Li, Guannan / Hu, Yunpeng (2018): Improved sensor fault detection, diagnosis and estimation for screw chillers using density-based clustering and principal component analysis. Dans: Energy and Buildings, v. 173 (août 2018).
https://doi.org/10.1016/j.enbuild.2018.05.025
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Liu, Jiangyan / Shi, Daliang / Li, Guannan / Xie, Yi / Li, Kuining / Liu, Bin / Ru, Zhipeng (2020): Data-driven and association rule mining-based fault diagnosis and action mechanism analysis for building chillers. Dans: Energy and Buildings, v. 216 (juin 2020).
https://doi.org/10.1016/j.enbuild.2020.109957
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Li, Guannan / Hu, Yunpeng (2019): An enhanced PCA-based chiller sensor fault detection method using ensemble empirical mode decomposition based denoising. Dans: Energy and Buildings, v. 183 (janvier 2019).
https://doi.org/10.1016/j.enbuild.2018.10.013
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Meng, Anxin / Xing, Chao / Tan, Yiqiu / Xiao, Shenqing / Li, Jilu / Li, Guannan (2020): Investigation on clogging characteristics of permeable asphalt mixtures. Dans: Construction and Building Materials, v. 264 (décembre 2020).
https://doi.org/10.1016/j.conbuildmat.2020.120273