Author

Summaiya Unnisa Begum

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#artificial intelligence Preprint Sep 2026

Artificial Intelligence for Energy Optimization in Data Centers

CLEAR-DC is set out, a framework coupling a control-policy branch to a workload-demand branch through an explicit elasticity term, reads out net rather than direct benefit, and emits a schema-conformant record covering energy, carbon, water, embodied share and validation venue.

M. Ullah, Summaiya Unnisa Begum, Mohammed N. Ullah · 0 citations

#machine learning Preprint Sep 2026

Toward Explainable and Policy-Aware AI for Carbon Credit Price Prediction: A Research Framework for Emerging Carbon Markets

This work distil ten recurring gaps into an impact-feasibility matrix and proposes EPA-CarbonNet, a six-layer architecture that fuses market series with policy text by cross-attention and calibrated intervals alongside policy-attributed explanations.

Summaiya Unnisa Begum, Mohammed N. Ullah, Mohammed Abdul Ghani Khan · 0 citations