by Sawyer D. Campbell, Douglas H. Werner
Advances in Electromagnetics Empowered by Artificial Intelligence and Deep Learning
Authoritative reference on the state of the art in the field with additional coverage of important foundational concepts
Advances
in Electromagnetics Empowered by Artificial Intelligence and Deep
Learning presents cutting-edge research advances in the rapidly growing
areas in optical and RF electromagnetic device modeling, simulation, and
inverse-design. The text provides a comprehensive treatment of the
field on subjects ranging from fundamental theoretical principles and
new technological developments to state-of-the-art device design, as
well as examples encompassing a wide range of related sub-areas. The
content of the book covers all-dielectric and metallodielectric optical
metasurface deep learning-accelerated inverse-design, deep neural
networks for inverse scattering, applications of deep learning for
advanced antenna design, and other related topics.
To
aid in reader comprehension, each chapter contains 10-15 illustrations,
including prototype photos, line graphs, and electric field plots.
Contributed to by leading research groups in the field, sample topics
covered in Advances in Electromagnetics Empowered by Artificial
Intelligence and Deep Learning include:
- Optical
and photonic design, including generative machine learning for photonic
design and inverse design of electromagnetic systems
- RF
and antenna design, including artificial neural networks for parametric
electromagnetic modeling and optimization and analysis of uniform and
non-uniform antenna arrays
- Inverse
scattering, target classification, and other applications, including
deep learning for high contrast inverse scattering of electrically large
structures
Advances in
Electromagnetics Empowered by Artificial Intelligence and Deep Learning
is a must-have resource on the topic for university faculty, graduate
students, and engineers within the fields of electromagnetics, wireless
communications, antenna/RF design, and photonics, as well as researchers
at large defense contractors and government laboratories.
