Nanophotonics and Machine Learning: Concepts, Fundamentals, and Applications

Yao, Kan, Zheng, Yuebing

Nanophotonics and Machine Learning: Concepts, Fundamentals, and Applications
  • 出版商: Springer
  • 出版日期: 2024-03-29
  • 售價: $4,690
  • 貴賓價: 9.5 折 $4,456
  • 語言: 英文
  • 頁數: 178
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031204751
  • ISBN-13: 9783031204753
  • 相關分類: 光電子學 Photonics、Machine Learning

    • 海外代購書籍(需單獨結帳)

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商品描述

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.

作者簡介

Yuebing Zheng:

Yuebing Zheng is an Associate Professor of Mechanical Engineering and Materials Science & Engineering at the University of Texas at Austin, USA, directing Zheng Research Group. He is holding the Temple Foundation Endowed Teaching Fellowship in Engineering #2. Yuebing received his Ph.D. in Engineering Science and Mechanics (with Prof. Tony Jun Huang) from the Pennsylvania State University, USA, in 2010. He was a postdoctoral researcher in Chemistry and Biochemistry (with Prof. Paul S. Weiss) at the University of California, Los Angeles from 2010 to 2013. His research group innovates optical manipulation and measurement for biological and nanoscale world. He received University Co-op Research Excellence Award for Best Paper, Materials Today Rising Star Award, NIH Director's New Innovator Award, NASA Early Career Faculty Award, ONR Young Investigator Award, and Beckman Young Investigator Award.

Kan Yao is currently a postdoctoral fellow in the University of Texas at Austin. He received his PhD degree in Electrical Engineering in 2017 from Northeastern University (Boston, USA), where he worked with Prof. Yongmin Liu. Before the enrollment in a PhD program, he spent 3 years in Chinese Academy of Sciences as a research assistant and in Soochow University (Suzhou, China) as a visiting scholar. Kan obtained bachelor's and master's degrees from the University of Science and Technology of China (2006) and Chinese Academy of Sciences (2009), respectively. His research interests include nanophotonics, plasmonics, metamaterials and metasurfaces, light-matter interactions, transformation optics, and other topics concerning field/wave phenomena.

作者簡介(中文翻譯)

鄭月冰（Yuebing Zheng）：
鄭月冰是美國德克薩斯大學奧斯汀分校（University of Texas at Austin）機械工程和材料科學與工程學的副教授，並指導著鄭研究小組（Zheng Research Group）。他擁有Temple基金會工程教學獎學金（Temple Foundation Endowed Teaching Fellowship in Engineering #2）。鄭月冰於2010年在美國賓夕法尼亞州立大學（Pennsylvania State University）獲得工程科學與力學博士學位（在Tony Jun Huang教授指導下）。他在2010年至2013年期間在加利福尼亞大學洛杉磯分校（University of California, Los Angeles）的化學和生物化學領域（在Paul S. Weiss教授指導下）擔任博士後研究員。他的研究小組創新了生物和納米尺度世界的光學操作和測量技術。他曾獲得大學合作社研究卓越獎（University Co-op Research Excellence Award）最佳論文獎、Materials Today新星獎（Rising Star Award）、NIH主任新創者獎（NIH Director's New Innovator Award）、NASA早期職業教職員獎（NASA Early Career Faculty Award）、ONR年輕研究員獎（ONR Young Investigator Award）和Beckman年輕研究員獎（Beckman Young Investigator Award）。

姚侃（Kan Yao）目前是德克薩斯大學奧斯汀分校的博士後研究員。他於2017年在美國東北大學（Northeastern University）獲得電機工程博士學位，期間在Yongmin Liu教授指導下進行研究。在攻讀博士學位之前，他在中國科學院擔任研究助理，並在中國蘇州蘇州大學作為訪問學者待了3年。姚侃分別於2006年和2009年在中國科學技術大學和中國科學院獲得學士和碩士學位。他的研究興趣包括納米光子學、等離子體學、超材料和超表面、光與物質的相互作用、變換光學以及其他與場/波現象相關的主題。

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