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‑physical environments. Impact and Relevance The proposed research directly addresses challenges faced by industries deploying AI‑enabled CPS in safety‑critical environments such as transportation, energy
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and how disruption of these processes contributes to congenital heart defects. The project will combine state-of-the-art single-nucleus RNA sequencing, spatial gene expression analysis and molecular
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and how disruption of these processes contributes to congenital heart defects. The project will combine state-of-the-art single-nucleus RNA sequencing, spatial gene expression analysis and molecular
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Sentinel-1, enable rapid large-scale flood detection but face challenges in generalisation, dependence on labelled data, and representation of hydrological processes. Existing UK operational systems combine
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the security robustness, failure modes, and operational risks of AI decision engines in cyber‑physical environments. Impact and Relevance The proposed research directly addresses challenges faced by industries