Toward the automation of mechanized tunneling “exploring the use of big data analytics for ground forecast in TBM tunnels”

S Mostafa, RL Sousa, HH Einstein - Tunnelling and Underground Space …, 2024 - Elsevier
Automation of construction machines has grown rapidly in recent years as a response to the
need to increase productivity, increase construction safety, decrease costs, and overcome …

Enhancing ground classification models for TBM tunneling: Detecting label errors in datasets

S Mostafa, RL Sousa - Computers and Geotechnics, 2024 - Elsevier
Abstract Tunnel Boring Machine (TBM) construction, particularly with closed-face TBMs,
faces uncertainties due to the inability of the operator to directly observe the ground ahead …