Identifying cost-effective indigenous building materials that minimise heat penetration through walls is critical for indoor thermal comfort in low-income rural housing in hot-dry climates, where summer temperatures routinely exceed 45 C. We present a two-stage computational framework for thermal ranking of five low-co...
Muhammad Akbar Khan, Fahim Raees, Ubaida Fatima· arXiv.org· 0 citations
Comparative analysis with XGBoost, Random Forest, Gradient Boosting, and Support Vector Machine confirmed the capability of the proposed DNN model for capturing complex behavior non-linear relationships in Ti-Alloys data.
Muhammad Shahmir Saif, Muhammad Ali Siddiqui, Fahim Raees· Scientific Reports· 1 citation
A key finding is an RFF–eikonal joint design constraint: at low bandwidth, weak eikonal regularization distorts the signed-distance field and underperforms the tanh baseline, whereas higher bandwidth is compatible with moderate regularization and yields the global best result.
Muhammad Akbar Khan, Fahim Raees· Machine Learning: Science an...· 2 citations
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