Submerged vanes are passive river-training structures used to redirect near-bed flow, generate secondary circulation, and regulate sediment transport without causing large flow obstruction. This study presents a systematic hydraulic characterization and geometrical optimization of a corrugated Larsen type sheet pile su...
Muhammad Asif, Norio Tanaka, Ghulam Murtaza· The Physics of Fluids· 0 citations
Developing preparative chromatographic methods for multicomponent mixtures under nonisothermal conditions is difficult: mechanistic, physics-based models are accurate but computationally expensive, whereas data-driven surrogates are fast but often opaque and physically uninterpretable. We address this tension with an i...
Muhammad Bilal, S. Haq, Muhammad Asif et al.· ACS Omega· 1 citation
The results demonstrate that high apparent predictive accuracy is insufficient for responsible data-driven geopolymer mixture design; optimization outputs should be filtered through leakage-aware validation, regional reliability diagnosis, explainable feature attribution, and applicability-domain screening before being...
Muhammad Saeed, Marie Abak, M. N. Mahmud et al.· Scientia. Technology, Scienc...· 0 citations
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