Nanophotonics and Machine Learning: Concepts, Fundamentals, and Applications

This book bridges the gap between nanophotonics and artificial intelligence (AI) by utilizing AI-assisted device design and providing novel computing platforms for AI. It covers optical antennas, metamaterials, metasurfaces, and machine learning paradigms and deep learning algorithms, and surveys inverse techniques for device design, AI-enabled applications, and nanophotonic platforms for AI. It is essential reading for graduate students, academic researchers, and industry professionals.

Format: Hardback
Length: 178 pages
Publication date: 28 March 2023
Publisher: Springer International Publishing AG

This groundbreaking book is a pioneering effort that seamlessly connects the rapidly converging domains of nanophotonics and artificial intelligence (AI). While artificial intelligence techniques, particularly machine learning, have undergone a remarkable transformation across numerous scientific fields, nanophotonics stands out as a unique realm that harnesses the power of AI-assisted device design while offering innovative computing platforms for AI. This comprehensive volume is designed to cater to both researchers in nanophotonics who seek to leverage AI methodologies and scholars in the computing community who are in pursuit of novel photonics-based hardware.

The book begins by introducing the reader to the fundamental concepts and specific topics of relevance from both nanophotonics and AI, encompassing optical antennas, metamaterials, metasurfaces, and various other photonic devices on one hand, and diverse machine learning paradigms and deep learning algorithms on the other. It then proceeds to provide a comprehensive survey of inverse techniques for device design, AI-enabled applications in nanophotonics, and nanophotonic platforms for AI.

By delving into these diverse aspects, the book serves as an indispensable resource for graduate students, academic researchers, and industry professionals from both sides of this rapidly evolving, interdisciplinary field. It equips them with the knowledge and tools necessary to navigate the complexities of this rapidly advancing domain and contribute to its continued growth and development.

In summary, this groundbreaking book is a testament to the power of collaboration and innovation, bridging the gap between nanophotonics and AI to unlock new frontiers of research and technology. It is a must-read for anyone interested in advancing the boundaries of knowledge and pushing the limits of what is possible in this exciting and rapidly evolving field.

Weight: 459g
Dimension: 235 x 155 (mm)
ISBN-13: 9783031204722
Edition number: 1st ed. 2023