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ABSTRACT This paper presents a surrogate-assisted optimization framework for performance-based fire protection design of confined electrical infrastructure, demonstrated on 65 Fire Dynamics Simulator (FDS) simulations of a distribution room and a cable trench. A cell-by-cell geometry validator revealed that FDS silently discards obstructions, vents, and fire surfaces falling outside the mesh or on solid cells; all 65 inputs were corrected.
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