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platform for life-cycle sustainability assessment in the built environment, supporting policy-aligned decision-making across energy, carbon and cost metrics. The researcher will be based within the Civil
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scientific contribution. The main task is to design and validate an Innovation Topology Embedding: a compact representation built from persistent-homology summaries, higher-order Laplacian features and
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