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Deterministic, Stochastic, and Deep Learning Methods for Computational Electromagnetics

Language EnglishEnglish
Book Hardback
Book Deterministic, Stochastic, and Deep Learning Methods for Computational Electromagnetics Wei Cai
Libristo code: 46638717
Publishers Springer, Berlin, April 2025
This book provides a well-balanced and comprehensive picture based on clear physics, solid mathemati... Full description
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This book provides a well-balanced and comprehensive picture based on clear physics, solid mathematical formulation, and state-of-the-art useful numerical methods (deterministic, stochastic, deep neural network machine learning) for computer simulations of electromagnetic and transport processes in biology, microwave and optical wave devices, and nano-electronics.  Computational research has become strongly influenced by interaction from many different areas including biology, physics, chemistry, engineering, etc.  A well-balanced approach addressing the interconnection among mathematical algorithms (in deterministic, stochastic and machine learning approaches) and physical foundation and application is much needed to prepare graduate students and researchers in applied mathematics and sciences and engineering for innovative advanced computational research in many applications areas, such as biomolecular solvation in solvents, radar wave scattering, the interaction of lights with electrons in metallic materials, quantum dots, electronic structure,  current flows in nano-electronics, and microchip designs, etc.

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About the book

Full name Deterministic, Stochastic, and Deep Learning Methods for Computational Electromagnetics
Author Wei Cai
Language English
Binding Book - Hardback
Date of issue 2025
Number of pages 550
EAN 9789819600991
Libristo code 46638717
Publishers Springer, Berlin
Weight 1064
Dimensions 155 x 235
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