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Md. Istiak Adnan

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#machine learning Preprint Oct 2026

A Physics-Informed Hybrid Forward-Inverse Machine Learning Framework for High-Dimensional Sparse Recipe Reconstruction

High-dimensional sparse recipe formulation in process industries involves nonlinear association of various covariates, bounded by sparsity constraints and multi-criteria tolerances. Traditional physics-based classical methods (such as Kubelka-Munk) fail to generate sparse candidate recipes properly due to their simplif...

M. Fuad, Md. Istiak Adnan, Ridwan Al Aziz · 0 citations

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