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Open access Sep 2026

Ensemble Calibration of Tunnel Deformation in Weak Rock Masses

This study evaluates the mechanical behavior of weak and heterogeneous rock masses along the Honaz Tunnel (SW Türkiye) through 2D finite-element simulations. To address the extreme prediction scatter of classical empirical equations in weak formations, an ensemble-based calibration framework was developed by averaging...

E. Karakaplan, Devrim Alkaya · 0 citations
Open access Aug 2026

Numerical analysis and regression-based performance prediction of MHD water-based ternary hybrid nanofluid flow and heat transfer in a finned cavity

This study numerically investigates forced convection heat transfer and entropy generation of a water-based ternary hybrid nanofluid (Fe3O4 + CuO + MoS2) inside a two-dimensional square cavity containing three circular hot fins, under the influence of a direction-dependent magnetic field (\documentclass[12pt]{minimal}...

M. Altanji, Usman, A. Alburaikan et al. · 0 citations
Open access Sep 2026

Thermal analysis and CFD-assisted machine learning prediction of temperature fields in direct-contact membrane distillation using darts game optimization

In this study, three regression techniques—multi-layer perceptron (MLP), Gaussian process regression (GPR), and weighted least squares (WLS)—were evaluated to predict the spatial temperature distribution, \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb}...

Ahmed B. Khoshaim, N. Abu-Hamdeh, A. Aljinaidi · 0 citations

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