Concepedia

A composite neural network that learns from multi-fidelity data: Application to function approximation and inverse PDE problems

Xuhui Meng, George Em Karniadakis

Journal of Computational Physics · 2019 · 684 citations · 43 references

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References

43

A Closed‐form Equation for Predicting the Hydraulic Conductivity of Unsaturated Soils

Martinus Th. van Genuchten · Soil Science Society of America Journal · 1980 · 27.4K citations

, , +17

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

Maziar Raissi, Paris Perdikaris, George Em Karniadakis · Journal of Computational Physics · 2018 · 16.9K citations · Full text

, , +16

Surfaces generated by moving least squares methods

Peter Lancaster, K. Šalkauskas · Mathematics of Computation · 1981 · 2.5K citations · Full text

, , +11

Developing joint probability distributions of soil water retention characteristics

Robert F. Carsel, Rudolph S. Parrish · Water Resources Research · 1988 · 2.4K citations

, , +17

Dynamical Systems and Turbulence

Floris Takens · Medical Entomology and Zoology · 1981 · 2.1K citations

, , +12