Nanostructured interfaces integrated with unsupervised intelligence to mitigate global polycrisis complexities

doi:10.1016/j.cis.2026.103970

Nanostructured interfaces integrated with unsupervised intelligence to mitigate global polycrisis complexities

2026-06-09

0

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AI

V

Vishal Chaudhary *

S

Somphoach Saichaemchan

DOI：10.1016/j.cis.2026.103970

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• Nanostructured sensors generate nonlinear, high-dimensional response manifolds. • Clustering, PCA, ICA, and autoencoders stabilize and interpret material responses. • Constraint-integrated models embed physical laws into learning for realistic decision making. • Edge/federated frameworks enable scalable autonomous sensing for the future sensor intelligence ecosystem.

Nanostructured interfaces integrated with unsupervised intelligence to mitigate global polycrisis complexities

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