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Stochastics for generative modeling and applications to inverse problems — NSF Award to University of California-Irvine (CA, $209,

Modern society increasingly relies on technologies that use waves to see inside complex environments that cannot be observed directly. Medical imaging, seismic exploration, remote sensing, and astronomical imaging all depend on interpreting how waves propagate through complicated materials in order to detect hidden str

Award titleStochastics for generative modeling and applications to inverse problems
Award ID2606808
AwardeeUniversity of California-Irvine
CityIRVINE
StateCA
Amount obligated$209,660
Principal investigatorKnut Solna
ProgramAPPLIED MATHEMATICS
Start date08/01/2026
AbstractModern society increasingly relies on technologies that use waves to see inside complex environments that cannot be observed directly. Medical imaging, seismic exploration, remote sensing, and astronomical imaging all depend on interpreting how waves propagate through complicated materials in order to detect hidden structures or abnormalities. This project will develop new mathematical and artificial intelligence (AI) methodologies that will make such imaging technologies more accurate, reliable
SourceNSF Awards

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