Investigation on Performance of Neural Networks Using Quadratic Relative Error Cost Function. - Ning Zhang 034; Shuilong Shen; Annan Zhou; Ye-Shuang Xu (IEEE Access, 2019)

Prediction Model of Shield Performance During Tunneling via Incorporating Improved Particle Swarm Optimization Into ANFIS. - Khalid Elbaz; Shuilong Shen; Wen-Juan Sun; Zhen-Yu Yin 001; Annan Zhou (IEEE Access, 2020)

Real-Time Dynamic Earth-Pressure Regulation Model for Shield Tunneling by Integrating GRU Deep Learning Method With GA Optimization. - Mingyu Gao; Ning Zhang 034; Shuilong Shen; Annan Zhou (IEEE Access, 2020)

Application of LSTM approach for modelling stress-strain behaviour of soil. - Ning Zhang 034; Shuilong Shen; Annan Zhou; Yin-Fu Jin (Appl. Soft Comput., 2021)

Analysis of Factors Influencing the Lake Area on the Tibetan Plateau Using an Eigenvector Spatial Filtering Based Spatially Varying Coefficient Model. - Zhexin Xiong; Yumin Chen 001; Huangyuan Tan; Qishan Cheng; Annan Zhou (Remote. Sens., 2021)

An Enhanced Double-Filter Deep Residual Neural Network for Generating Super Resolution DEMs. - Annan Zhou; Yumin Chen 001; John P. Wilson; Heng Su; Zhexin Xiong; Qishan Cheng (Remote. Sens., 2021)

Novel model for risk identification during karst excavation. - Song-Shun Lin; Shuilong Shen; Annan Zhou; Ye-Shuang Xu (Reliab. Eng. Syst. Saf., 2021)

Enhancement of neural networks with an alternative activation function tanhLU. - Shuilong Shen; Ning Zhang 034; Annan Zhou; Zhen-Yu Yin 001 (Expert Syst. Appl., 2022)

A novel improved Harris Hawks optimization algorithm coupled with ELM for predicting permeability of tight carbonates. - Navid Kardani; Abidhan Bardhan; Bishwajit Roy; Pijush Samui; Majidreza Nazem; Danial Jahed Armaghani; Annan Zhou (Eng. Comput., 2022)

A novel technique based on the improved firefly algorithm coupled with extreme learning machine (ELM-IFF) for predicting the thermal conductivity of soil. - Navid Kardani; Abidhan Bardhan; Pijush Samui; Majidreza Nazem; Annan Zhou; Danial Jahed Armaghani (Eng. Comput., 2022)

Estimating Regional PM2.5 Concentrations in China Using a Global-Local Regression Model Considering Global Spatial Autocorrelation and Local Spatial Heterogeneity. - Heng Su; Yumin Chen 001; Huangyuan Tan; Annan Zhou; Guodong Chen; Yuejun Chen (Remote. Sens., 2022)

A news picture geo-localization pipeline based on deep learning and street view images. - Tianyou Chu; Yumin Chen 001; Heng Su; Zhenzhen Xu; Guodong Chen; Annan Zhou (Int. J. Digit. Earth, 2022)

Physics-informed deep neural network for modeling the chloride diffusion in concrete. - Wafaa Mohamed Shaban; Khalid Elbaz; Annan Zhou; Shuilong Shen (Eng. Appl. Artif. Intell., 2023)

A cloud model-based approach for risk analysis of excavation system. - Shuilong Shen; Song-Shun Lin; Annan Zhou (Reliab. Eng. Syst. Saf., 2023)

An Enhanced Residual Feature Fusion Network Integrated with a Terrain Weight Module for Digital Elevation Model Super-Resolution. - Guodong Chen; Yumin Chen 001; John P. Wilson; Annan Zhou; Yuejun Chen; Heng Su (Remote. Sens., 2023)

Safety assessment of excavation system via TOPSIS-based MCDM modelling in fuzzy environment. - Song-Shun Lin; Annan Zhou; Shuilong Shen (Appl. Soft Comput., 2023)

A multi-terrain feature-based deep convolutional neural network for constructing super-resolution DEMs. - Annan Zhou; Yumin Chen 001; John P. Wilson; Guodong Chen; Wankun Min; Rui Xu (Int. J. Appl. Earth Obs. Geoinformation, 2023)

Harnessing fuzzy logic for building structural health during large diameter tunnelling in urban area. - Pierre Guy Atangana Njock; Shuilong Shen; Annan Zhou; Zhenyu Yin 001; Yi Zeng (Eng. Appl. Artif. Intell., 2024)

Automated detection and quantification of leakage areas in shield tunnel linings using laser scanning data and deep learning network. - Hao-Yuan Liang; Shuilong Shen; Annan Zhou; Wei-Wei Zhao (Eng. Appl. Artif. Intell., 2025)

Physics-based self-adaptive algorithm for estimating the long-term performance of concrete shrinkage. - Wafaa Mohamed Shaban; Shuilong Shen; Ayat Gamal Ashour; Annan Zhou; Khalid Elbaz (Eng. Appl. Artif. Intell., 2025)

The KAN-MHA model: A novel physical knowledge based multi-source data-driven adaptive method for airfoil flow field prediction. - Siyao Yang; Kun Lin; Annan Zhou (J. Comput. Phys., 2025)

Risk assessment of tunnel segment uplift during construction based on variable weight-cloud model. - Haoze Wu; Shuilong Shen; Annan Zhou (Reliab. Eng. Syst. Saf., 2026)