Application of LSTM approach for modelling stress–strain behaviour of soil N Zhang, SL Shen, A Zhou, YF Jin Applied Soft Computing 100, 106959, 2021 | 136 | 2021 |
Evaluation of effect of basal geotextile reinforcement under embankment loading on soft marine deposits N Zhang, SL Shen, HN Wu, JC Chai, YS Xu, ZY Yin Geotextiles and Geomembranes 43 (6), 506-514, 2015 | 103 | 2015 |
Tunneling induced geohazards in mylonitic rock faults with rich groundwater: A case study in Guangzhou N Zhang, JS Shen, A Zhou, A Arulrajah Tunnelling and Underground Space Technology 74, 262-272, 2018 | 101 | 2018 |
Enhancement of neural networks with an alternative activation function tanhLU SL Shen, N Zhang, A Zhou, ZY Yin Expert Systems with Applications 199, 117181, 2022 | 88 | 2022 |
Measurement and prediction of tunnelling-induced ground settlement in karst region by using expanding deep learning method N Zhang, A Zhou, Y Pan, SL Shen Measurement 183, 109700, 2021 | 82 | 2021 |
Modelling the performance of EPB shield tunnelling using machine and deep learning algorithms SS Lin, SL Shen, N Zhang, A Zhou Geoscience Frontiers 12 (5), 101177, 2021 | 82 | 2021 |
Investigation on performance of neural networks using quadratic relative error cost function N Zhang, SL Shen, A Zhou, YS Xu IEEE access 7, 106642-106652, 2019 | 81 | 2019 |
Geological formation and geo-hazards during subway construction in Guangzhou DJ Ren, SL Shen, WC Cheng, N Zhang, ZF Wang Environmental Earth Sciences 75, 1-14, 2016 | 81 | 2016 |
Real-time prediction of shield moving trajectory during tunnelling using GRU deep neural network N Zhang, N Zhang, Q Zheng, YS Xu Acta Geotechnica 17 (4), 1167-1182, 2022 | 71 | 2022 |
Time-series prediction of shield movement performance during tunneling based on hybrid model SS Lin, N Zhang, A Zhou, SL Shen Tunnelling and Underground Space Technology 119, 104245, 2022 | 67 | 2022 |
Real-time dynamic earth-pressure regulation model for shield tunneling by integrating GRU deep learning method with GA optimization MY Gao, N Zhang, SL Shen, A Zhou IEEE Access 8, 64310-64323, 2020 | 63 | 2020 |
Risk evaluation of excavation based on fuzzy decision-making model SS Lin, N Zhang, A Zhou, SL Shen Automation in Construction 136, 104143, 2022 | 58 | 2022 |
Risk and impacts on the environment of free-phase biogas in Quaternary deposits along the coastal region of Shanghai YS Xu, HN Wu, JS Shen, N Zhang Ocean Engineering 137, 129-137, 2017 | 58 | 2017 |
A data-driven method to model stress-strain behaviour of frozen soil considering uncertainty KQ Li, ZY Yin, N Zhang, Y Liu Cold Regions Science and Technology 213, 103906, 2023 | 40 | 2023 |
Investigation of a large ground collapse and countermeasures during mountain tunnelling in Hangzhou: a case study N Zhang, JS Shen, C Lin, A Arulrajah, JC Chai Bulletin of Engineering Geology and the Environment 78, 991-1003, 2019 | 36 | 2019 |
A PINN-based modelling approach for hydromechanical behaviour of unsaturated expansive soils KQ Li, ZY Yin, N Zhang, J Li Computers and Geotechnics 169, 106174, 2024 | 31 | 2024 |
An enhanced deep learning method for accurate and robust modelling of soil stress–strain response N Zhang, A Zhou, YF Jin, ZY Yin, SL Shen Acta Geotechnica 18 (8), 4405-4427, 2023 | 31 | 2023 |
Comprehensive environmental impact evaluation for concrete mixing station (CMS) based on improved TOPSIS method SS Lin, SL Shen, N Zhang, A Zhou Sustainable Cities and Society 69, 102838, 2021 | 30 | 2021 |
Evaluation of the uplift behavior of plate anchor in structured marine clay N Zhang, HN Wu, JSL Shen, T Hino, ZY Yin Marine Georesources & Geotechnology 35 (6), 758-768, 2017 | 27 | 2017 |
Numerical evaluation of segmental tunnel lining with voids in outside backfill JX Zhang, N Zhang, A Zhou, SL Shen Underground Space 7 (5), 786-797, 2022 | 26 | 2022 |