An MLP surrogate of CFD embedded in a particle filter estimates methane source location and emission rate in transient atmospheric flows, with accuracy close to full CFD but at far lower per-evaluation cost.
The interacting multiple model algorithm for systems with Markovian switching coefficients.IEEE Transactions on Automatic Control, 33(8):780– 783, 2002
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Deep Learning Surrogates for Real-Time Gas Emission Inversion
An MLP surrogate of CFD embedded in a particle filter estimates methane source location and emission rate in transient atmospheric flows, with accuracy close to full CFD but at far lower per-evaluation cost.