Forecasting tunnel geology, construction time and costs using machine learning methods. - Arsalan Mahmoodzadeh; Mokhtar Mohammadi; Ako Daraei; Hunar Farid Hama Ali; Abdulqadir Ismail Abdullah; Nawzad Kameran Al-Salihi (Neural Comput. Appl., 2021)

Forecasting tunnel boring machine penetration rate using LSTM deep neural network optimized by grey wolf optimization algorithm. - Arsalan Mahmoodzadeh; Hamid Reza Nejati; Mokhtar Mohammadi; Hawkar Hashim Ibrahim; Shima Rashidi; Tarik Ahmed Rashid (Expert Syst. Appl., 2022)

An optimized equation based on the gene expression programming method for estimating tunnel construction costs considering a variety of variables and indexes. - Arsalan Mahmoodzadeh; Hamid Reza Nejati (Appl. Soft Comput., 2023)