Concepedia

Non destructive Eddy Currents inversion using Artificial Neural Networks and data augmentation

Romain Cormerais, Roberto Longo, Aroune Duclos, Guillaume Wasselynck, Gérard Berthiau

NDT & E International · 2022 · 23 citations · 30 references

Concepts

ComputingEarth SciencesElectrical EngineeringComputational ElectromagneticsMachine LearningDeep LearningElectromagnetic Inverse ProblemsNeural NetworksArtificial Neural Network SurrogatesData AugmentationData InversionEddy Current CorrectionEddy CurrentsInversionsMachine Learning-based Inversion

References

30

An Algorithm for Least-Squares Estimation of Nonlinear Parameters

Donald W. Marquardt · Journal of the Society for Industrial and Applied Mathematics · 1963 · 30.4K citations

Natural Sciences, Computational Engineering, Optimization +11

Training feedforward networks with the Marquardt algorithm

Martin Hagan, Mohammad Bagher Menhaj · IEEE Transactions on Neural Networks · 1994 · 7.7K citations

Computing, Computer Science, Algorithms +14

Learning Deep Architectures for AI

Yoshua Bengio · Foundations and Trends® in Machine Learning · 2009 · 6.9K citations

Computing, Computer Science, Artificial Intelligence +7

A New Method of Interpolation and Smooth Curve Fitting Based on Local Procedures

Hiroshi Akima · Journal of the ACM · 1970 · 2.1K citations · Full text

Architecture, Computer Science, Mathematics +11

Review of Metamodeling Techniques in Support of Engineering Design Optimization

G. Gary Wang, S. Shan · Journal of Mechanical Design · 2006 · 1.7K citations

Architecture, Computational Engineering, Design +10