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Suhib O. A. Amro

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Open access Aug 2026

AI-Enabled Generative Design Digital Twin Framework for Net-Zero Building Optimization Across European Climate Zones

This research presents an AI-enabled generative design optimization framework that facilitates concurrent multi-objective optimization of architectural design, structural efficiency, and energy performance, and facilitates substantial decarbonization of the built environment.

Suhib O. A. Amro, S. Naimi, Changiz Ahbab · 0 citations
Open access Aug 2026

A Machine-Learning-Enhanced Geospatial Framework for Sustainable and Disaster-Resilient Infrastructure: Multi-Hazard Societal Impact Assessment in Sudan

Sudan faces riverine flooding along the Blue Nile and chronic drought across Darfur–Kordofan, yet no national assessment integrates both hazards with social vulnerability to support sustainable and climate-resilient development. This study develops a Societal Impact Index (SII) for Sudan’s eighteen states using a terra...

Ahmed Y. A. Musstafa, S. Naimi, Ismail S. A. Aburqaq et al. · 0 citations

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