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This book investigates in detail the deep learning (DL) techniques
in electromagnetic (EM) near-field scattering problems, assessing
its potential to replace traditional numerical solvers in real-time
forecast scenarios. Studies on EM scattering problems have
attracted researchers in various fields, such as antenna design,
geophysical exploration and remote sensing. Pursuing a holistic
perspective, the book introduces the whole workflow in utilizing
the DL framework to solve the scattering problems. To achieve
precise approximation, medium-scale data sets are sufficient in
training the proposed model. As a result, the fully trained
framework can realize three orders of magnitude faster than the
conventional FDFD solver. It is worth noting that the 2D and 3D
scatterers in the scheme can be either lossless medium or metal,
allowing the model to be more applicable. This book is intended for
graduate students who are interested in deep learning with
computational electromagnetics, professional practitioners working
on EM scattering, or other corresponding researchers.
This book investigates in detail the deep learning (DL) techniques
in electromagnetic (EM) near-field scattering problems, assessing
its potential to replace traditional numerical solvers in real-time
forecast scenarios. Studies on EM scattering problems have
attracted researchers in various fields, such as antenna design,
geophysical exploration and remote sensing. Pursuing a holistic
perspective, the book introduces the whole workflow in utilizing
the DL framework to solve the scattering problems. To achieve
precise approximation, medium-scale data sets are sufficient in
training the proposed model. As a result, the fully trained
framework can realize three orders of magnitude faster than the
conventional FDFD solver. It is worth noting that the 2D and 3D
scatterers in the scheme can be either lossless medium or metal,
allowing the model to be more applicable. This book is intended for
graduate students who are interested in deep learning with
computational electromagnetics, professional practitioners working
on EM scattering, or other corresponding researchers.
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