| Prediction of maximum surface settlement caused by earth pressure balance (EPB) shield tunneling with ANN methods RP Chen, P Zhang, X Kang, ZQ Zhong, Y Liu, HN Wu Soils and Foundations 59 (2), 284-295, 2019 | 195 | 2019 |
| Hybrid meta-heuristic and machine learning algorithms for tunneling-induced settlement prediction: A comparative study P Zhang, HN Wu, RP Chen, THT Chan Tunnelling and Underground Space Technology 99, 103383, 2020 | 161 | 2020 |
| Real-time analysis and regulation of EPB shield steering using Random Forest P Zhang, RP Chen, HN Wu Automation in Construction 106, 102860, 2019 | 157 | 2019 |
| Prediction of shield tunneling-induced ground settlement using machine learning techniques R Chen, P Zhang, H Wu, Z Wang, Z Zhong Frontiers of Structural and Civil Engineering 13 (6), 1363-1378, 2019 | 143 | 2019 |
| A novel hybrid surrogate intelligent model for creep index prediction based on particle swarm optimization and random forest P Zhang, ZY Yin, YF Jin, THT Chan Engineering Geology 265, 105328, 2020 | 141 | 2020 |
| Deformation and stress characteristics of existing twin tunnels induced by close-distance EPBS under-crossing RP Chen, XT Lin, X Kang, ZQ Zhong, Y Liu, P Zhang, HN Wu Tunnelling and Underground Space Technology 82, 468-481, 2018 | 119 | 2018 |
| A novel feature selection method based on global sensitivity analysis with application in machine learning-based prediction model P Zhang Applied Soft Computing 85, 105859, 2019 | 101 | 2019 |
| Intelligent modelling of clay compressibility using hybrid meta-heuristic and machine learning algorithms P Zhang, ZY Yin, YF Jin, THT Chan, FP Gao Geoscience Frontiers 12 (1), 441-452, 2021 | 95 | 2021 |
| A critical evaluation of machine learning and deep learning in shield-ground interaction prediction P Zhang, HN Wu, RP Chen, T Dai, FY Meng, HB Wang Tunnelling and Underground Space Technology 106, 103593, 2020 | 91 | 2020 |
| State-of-the-art review of machine learning applications in constitutive modeling of soils P Zhang, ZY Yin, YF Jin Archives of Computational Methods in Engineering 28 (5), 3661-3686, 2021 | 82 | 2021 |
| An AI‐based model for describing cyclic characteristics of granular materials P Zhang, ZY Yin, YF Jin, GL Ye International Journal for Numerical and Analytical Methods in Geomechanics …, 2020 | 77 | 2020 |
| Bayesian neural network-based uncertainty modelling: application to soil compressibility and undrained shear strength prediction P Zhang, ZY Yin, YF Jin Canadian Geotechnical Journal 59 (4), 546-557, 2022 | 63 | 2022 |
| A novel deep learning-based modelling strategy from image of particles to mechanical properties for granular materials with CNN and BiLSTM P Zhang, ZY Yin Computer Methods in Applied Mechanics and Engineering 382, 113858, 2021 | 61 | 2021 |
| Reinforcement learning based optimizer for improvement of predicting tunneling-induced ground responses P Zhang, H Li, QP Ha, ZY Yin, RP Chen Advanced Engineering Informatics 45, 101097, 2020 | 57 | 2020 |
| Success and challenges in predicting TBM penetration rate using recurrent neural networks F Shan, X He, DJ Armaghani, P Zhang, D Sheng Tunnelling and Underground Space Technology 130, 104728, 2022 | 55 | 2022 |
| Physics-Informed Multifidelity Residual Neural Networks for Hydromechanical Modeling of Granular Soils and Foundation Considering Internal Erosion P Zhang, ZY Yin, YF Jin, J Yang, B Sheil Journal of Engineering Mechanics 148 (4), 04022015, 2022 | 47 | 2022 |
| Machine Learning-Based Modelling of Soil Properties for Geotechnical Design: Review, Tool Development and Comparison P Zhang, ZY Yin, YF Jin Archives of Computational Methods in Engineering 29, 1229-1245, 2022 | 44 | 2022 |
| An AIoT-based system for real-time monitoring of tunnel construction P Zhang, RP Chen, T Dai, ZT Wang, K Wu Tunnelling and Underground Space Technology 109, 103766, 2021 | 42 | 2021 |
| Ground settlement induced by tunneling crossing interface of water-bearing mixed ground: A lesson from Changsha, China P Zhang, RP Chen, HN Wu, Y Liu Tunnelling and Underground Space Technology 96, 103224, 2020 | 42 | 2020 |
| Modelling the mechanical behaviour of soils using machine learning algorithms with explicit formulations P Zhang, ZY Yin, YF Jin, XF Liu Acta Geotechnica 17 (4), 1403-1422, 2022 | 41 | 2022 |
