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Zhen Liu
Tytuł
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Detection of concealed cracks from ground penetrating radar images based on deep learning algorithm
S Li, X Gu, X Xu, D Xu, T Zhang, Z Liu, Q Dong
Construction and Building Materials 273, 121949, 2021
2392021
Application of combining YOLO models and 3D GPR images in road detection and maintenance
Z Liu, W Wu, X Gu, S Li, L Wang, T Zhang
Remote Sensing 13 (6), 1081, 2021
1422021
Automatic pixel-level detection of vertical cracks in asphalt pavement based on GPR investigation and improved mask R-CNN
Z Liu, JKW Yeoh, X Gu, Q Dong, Y Chen, W Wu, L Wang, D Wang
Automation in Construction 146, 104689, 2023
1352023
Automatic recognition of pavement cracks from combined GPR B-scan and C-scan images using multiscale feature fusion deep neural networks
Z Liu, X Gu, J Chen, D Wang, Y Chen, L Wang
Automation in Construction 146, 104698, 2023
1322023
Studies on the validity of strain sensors for pavement monitoring: A case study for a fiber Bragg grating sensor and resistive sensor
Z Liu, X Gu, C Wu, H Ren, Z Zhou, S Tang
Construction and Building Materials 321, 126085, 2022
1012022
GPR-based detection of internal cracks in asphalt pavement: A combination method of DeepAugment data and object detection
Z Liu, X Gu, W Wu, X Zou, Q Dong, L Wang
Measurement 197, 111281, 2022
952022
Automatic detection of pothole distress in asphalt pavement using improved convolutional neural networks
D Wang, Z Liu, X Gu, W Wu, Y Chen, L Wang
Remote Sensing 14 (16), 3892, 2022
922022
Novel YOLOv3 model with structure and hyperparameter optimization for detection of pavement concealed cracks in GPR images
Z Liu, X Gu, H Yang, L Wang, Y Chen, D Wang
IEEE Transactions on Intelligent Transportation Systems 23 (11), 22258-22268, 2022
892022
Automatic detection of asphalt pavement thickness: A method combining GPR images and improved Canny algorithm
L Wang, X Gu, Z Liu, W Wu, D Wang
Measurement 196, 111248, 2022
792022
Analysis of the dynamic responses of asphalt pavement based on full-scale accelerated testing and finite element simulation
Z Liu, X Gu, H Ren, Z Zhou, X Wang, S Tang
Construction and Building Materials 325, 126429, 2022
712022
3D visualization of airport pavement quality based on BIM and WebGL integration
Z Liu, X Gu, Q Dong, S Tu, S Li
Journal of Transportation Engineering, Part B: Pavements 147 (3), 04021024, 2021
652021
Visibility classification and influencing-factors analysis of airport: A deep learning approach
Z Liu, Y Chen, X Gu, JKW Yeoh, Q Zhang
Atmospheric Environment 278, 119085, 2022
632022
Three-dimensional finite element analysis for structural parameters of asphalt pavement: A combined laboratory and field accelerated testing approach
Z Liu, X Gu, H Ren, X Wang, Q Dong
Case Studies in Construction Materials 17, e01221, 2022
582022
Mechanism and performance of graphene modified asphalt: An experimental approach combined with molecular dynamic simulations
Z Liu, X Gu, X Dong, B Cui, D Hu
Case Studies in Construction Materials 18, e01749, 2023
542023
Rutting prediction of asphalt pavement with semi-rigid base: Numerical modeling on laboratory to accelerated pavement testing
Z Liu, X Gu, H Ren
Construction and Building Materials 375, 130903, 2023
522023
Characteristics, mechanisms, and environmental LCA of WMA containing sasobit: An analysis perspective combing viscosity-temperature regression and interface bonding strength
Z Liu, L Sun, X Gu, X Wang, Q Dong, Z Zhou, J Tang
Journal of Cleaner Production 391, 136255, 2023
522023
A fast inference vision transformer for automatic pavement image classification and its visual interpretation method
Y Chen, X Gu, Z Liu, J Liang
Remote Sensing 14 (8), 1877, 2022
522022
Laboratory evaluation of the performance of reclaimed asphalt mixed with composite crumb rubber-modified asphalt: Reconciling relatively high content of RAP and virgin asphalt
Z Liu, Z Zhou, X Gu, L Sun, C Wang
International Journal of Pavement Engineering 24 (1), 2217320, 2023
372023
Assessment of pavement structural conditions and remaining life combining accelerated pavement testing and ground-penetrating radar
Z Liu, Q Yang, X Gu
Remote Sensing 15 (18), 4620, 2023
372023
Performance evaluation of full-scale accelerated pavement using NDT and laboratory tests: A case study in Jiangsu, China
Z Liu, X Gu
Case Studies in Construction Materials 18, e02083, 2023
352023
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