41 citations · 45 across the 5 of their papers we have counts for
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stat.ML2023
Physics informed WNO
Navaneeth N, Tapas Tripura, Souvik Chakraborty
Deep neural operators are recognized as an effective tool for learning solution operators of complex partial differential equations (PDEs). As compared to laborious analytical and…
stat.ML2022★ 1 cited
Koopman operator for time-dependent reliability analysis
Navaneeth N., Souvik Chakraborty
Time-dependent structural reliability analysis of nonlinear dynamical systems is non-trivial; subsequently, scope of most of the structural reliability analysis methods is limited…
stat.ML2021★ 41 cited
Surrogate assisted active subspace and active subspace assisted surrogate -- A new paradigm for high dimensional structural reliability analysis
Navaneeth N., Souvik Chakraborty
Performing reliability analysis on complex systems is often computationally expensive. In particular, when dealing with systems having high input dimensionality, reliability estima…