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Author

Tanishq Jain

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Open access Aug 2026

Hybrid intelligence for green hydrogen: physics-based simulation and machine learning in proton exchange membrane water electrolyzer modeling

This research introduces a hybrid modeling methodology that unifies physics-based simulations in MATLAB with machine learning algorithms for accurate performance prediction of PEM water electrolyzers. The MATLAB model, grounded in electrochemical theory, was independently validated against experimental polarization...

Tanishq Jain, Jay Pandey · 1 citation
Open access Aug 2026

Beyond the Tumor Signature: Investigating Global Mammographic Context in Machine-Learning–Assisted Breast Imaging

Artificial intelligence (AI) is increasingly studied for mammographic image analysis, but model performance depends on preprocessing, dataset design, and evaluation choices. This study tested whether focusing a traditional machine-learning pipeline on an annotated lesion improves classification of benign versus maligna...

Tanishq Jain · 0 citations

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