23 citations · 90 across the 41 of their papers we have counts for
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physics.geo-ph2025★ 2 cited
A Critical Assessment of PINNs and Operator Learning for Geotechnical Engineering
Krishna Kumar
Scientific machine learning (SciML) offers neural-network alternatives to numerical workflows in geotechnical engineering. This paper benchmarks multi-layer perceptrons (MLPs), phy…
physics.geo-ph2025★ 9 cited
Runout of liquefaction-induced tailings dam failure: Influence of earthquake motions and residual strength
Brent Sordo, Ellen Rathje, Krishna Kumar
This study utilizes a hybrid Finite Element Method (FEM) and Material Point Method (MPM) to investigate the runout of liquefaction-induced flow slide failures. The key inputs to th…