A CSP-based Sketch-to-Layout agent produces fabrication-ready modular photobioreactor configurations from sketches at 95.5% success on 15x15 grids, paired with a weakly supervised CNN-attention pipeline for algae vitality tracking aligned to 14-day cycles.
A Space Layout Design Model for Concept Generation Using Function -Based Spatial Planning and Structure Dynamic Deployment
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Sketch-to-Layout: A Human-Centric Computational Agent for Constraint-Aware Synthesis of Modular Photobioreactors
A CSP-based Sketch-to-Layout agent produces fabrication-ready modular photobioreactor configurations from sketches at 95.5% success on 15x15 grids, paired with a weakly supervised CNN-attention pipeline for algae vitality tracking aligned to 14-day cycles.