Nanophotonics and Machine Learning

2023-03-21 Science

Author : Kan Yao
Release : 2023-03-21
Genre : Science
Kind : eBook
Book Rating : 722/5 ( reviews)

Book Synopsis Nanophotonics and Machine Learning by : Kan Yao

Download or read book Nanophotonics and Machine Learning written by Kan Yao. This book was released on 2023-03-21. Available in PDF, EPUB and Kindle. Book excerpt: This book, the first of its kind, bridges the gap between the increasingly interlinked fields of nanophotonics and artificial intelligence (AI). While artificial intelligence techniques, machine learning in particular, have revolutionized many different areas of scientific research, nanophotonics holds a special position as it simultaneously benefits from AI-assisted device design whilst providing novel computing platforms for AI. This book is aimed at both researchers in nanophotonics who want to utilize AI techniques and researchers in the computing community in search of new photonics-based hardware. The book guides the reader through the general concepts and specific topics of relevance from both nanophotonics and AI, including optical antennas, metamaterials, metasurfaces, and other photonic devices on the one hand, and different machine learning paradigms and deep learning algorithms on the other. It goes on to comprehensively survey inverse techniques for device design, AI-enabled applications in nanophotonics, and nanophotonic platforms for AI. This book will be essential reading for graduate students, academic researchers, and industry professionals from either side of this fast-developing, interdisciplinary field.

Nanophotonics and Machine Learning

2023-03-27 Science

Author : Kan Yao
Release : 2023-03-27
Genre : Science
Kind : eBook
Book Rating : 735/5 ( reviews)

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Book Synopsis Nanophotonics and Machine Learning by : Kan Yao

Download or read book Nanophotonics and Machine Learning written by Kan Yao. This book was released on 2023-03-27. Available in PDF, EPUB and Kindle. Book excerpt: This book, the first of its kind, bridges the gap between the increasingly interlinked fields of nanophotonics and artificial intelligence (AI). While artificial intelligence techniques, machine learning in particular, have revolutionized many different areas of scientific research, nanophotonics holds a special position as it simultaneously benefits from AI-assisted device design whilst providing novel computing platforms for AI. This book is aimed at both researchers in nanophotonics who want to utilize AI techniques and researchers in the computing community in search of new photonics-based hardware. The book guides the reader through the general concepts and specific topics of relevance from both nanophotonics and AI, including optical antennas, metamaterials, metasurfaces, and other photonic devices on the one hand, and different machine learning paradigms and deep learning algorithms on the other. It goes on to comprehensively survey inverse techniques for device design, AI-enabled applications in nanophotonics, and nanophotonic platforms for AI. This book will be essential reading for graduate students, academic researchers, and industry professionals from either side of this fast-developing, interdisciplinary field.

Intelligent Nanotechnology

2022-10-26 Technology & Engineering

Author : Yuebing Zheng
Release : 2022-10-26
Genre : Technology & Engineering
Kind : eBook
Book Rating : 417/5 ( reviews)

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Book Synopsis Intelligent Nanotechnology by : Yuebing Zheng

Download or read book Intelligent Nanotechnology written by Yuebing Zheng. This book was released on 2022-10-26. Available in PDF, EPUB and Kindle. Book excerpt: Intelligent Nanotechnology: Merging Nanoscience and Artificial Intelligence provides an overview of advances in science and technology made possible by the convergence of nanotechnology and artificial intelligence (AI). Sections focus on AI-enhanced design, characterization and manufacturing and the use of AI to improve important material properties, with an emphasis on mechanical, photonic, electronic and magnetic properties. Designing benign nanomaterials through the prediction of their impact on biology and the environment is also discussed. Other sections cover the use of AI in the acquisition and analysis of data in experiments and AI technologies that have been enhanced through nanotechnology platforms. Final sections review advances in applications enabled by the merging of nanotechnology and artificial intelligence, including examples from biomedicine, chemistry and automated research. Includes recent advances on AI-enhanced design, characterization and the manufacturing of nanomaterials Reviews AI technologies that have been enabled by nanotechnology Discusses potentially world-changing applications that could ensue as a result of merging these two fields

Fourier Modal Method and Its Applications in Computational Nanophotonics

2012-03-05 Science

Author : Hwi Kim
Release : 2012-03-05
Genre : Science
Kind : eBook
Book Rating : 386/5 ( reviews)

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Book Synopsis Fourier Modal Method and Its Applications in Computational Nanophotonics by : Hwi Kim

Download or read book Fourier Modal Method and Its Applications in Computational Nanophotonics written by Hwi Kim. This book was released on 2012-03-05. Available in PDF, EPUB and Kindle. Book excerpt: Most available books on computational electrodynamics are focused on FDTD, FEM, or other specific technique developed in microwave engineering. In contrast, Fourier Modal Method and Its Applications in Computational Nanophotonics is a complete guide to the principles and detailed mathematics of the up-to-date Fourier modal method of optical analysis. It takes readers through the implementation of MATLAB® codes for practical modeling of well-known and promising nanophotonic structures. The authors also address the limitations of the Fourier modal method. Features Provides a comprehensive guide to the principles, methods, and mathematics of the Fourier modal method Explores the emerging field of computational nanophotonics Presents clear, step-by-step, practical explanations on how to use the Fourier modal method for photonics and nanophotonics applications Includes the necessary MATLAB codes, enabling readers to construct their own code Using this book, graduate students and researchers can learn about nanophotonics simulations through a comprehensive treatment of the mathematics underlying the Fourier modal method and examples of practical problems solved with MATLAB codes.

Neuromorphic Photonics

2017-05-08 Science

Author : Paul R. Prucnal
Release : 2017-05-08
Genre : Science
Kind : eBook
Book Rating : 244/5 ( reviews)

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Book Synopsis Neuromorphic Photonics by : Paul R. Prucnal

Download or read book Neuromorphic Photonics written by Paul R. Prucnal. This book was released on 2017-05-08. Available in PDF, EPUB and Kindle. Book excerpt: This book sets out to build bridges between the domains of photonic device physics and neural networks, providing a comprehensive overview of the emerging field of "neuromorphic photonics." It includes a thorough discussion of evolution of neuromorphic photonics from the advent of fiber-optic neurons to today’s state-of-the-art integrated laser neurons, which are a current focus of international research. Neuromorphic Photonics explores candidate interconnection architectures and devices for integrated neuromorphic networks, along with key functionality such as learning. It is written at a level accessible to graduate students, while also intending to serve as a comprehensive reference for experts in the field.

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