Nanophotonics and Machine Learning: Concepts, Fundamentals, and Applications
暫譯: 奈米光子學與機器學習：概念、基礎與應用
Yao, Kan, Zheng, Yuebing
- 出版商: Springer
- 出版日期: 2024-03-29
- 售價: $4,290
- 貴賓價: 9.5 折 $4,076
- 語言: 英文
- 頁數: 178
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3031204751
- ISBN-13: 9783031204753
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相關分類:
光電子學 Photonics、Machine Learning
海外代購書籍(需單獨結帳)
相關主題
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.
商品描述(中文翻譯)
這本書是同類型中的第一本，填補了納米光子學與人工智慧（AI）這兩個日益相互聯繫的領域之間的鴻溝。雖然人工智慧技術，特別是機器學習，已經徹底改變了許多科學研究的不同領域，但納米光子學卻擁有特殊的地位，因為它同時受益於AI輔助的設備設計，同時為AI提供了新穎的計算平台。本書旨在幫助希望利用AI技術的納米光子學研究者，以及尋求基於光子學的新硬體的計算社群研究者。書中引導讀者了解納米光子學和AI的相關一般概念和特定主題，包括光學天線、超材料、超表面及其他光子設備，另一方面則涵蓋不同的機器學習範式和深度學習算法。接著，書中全面調查了設備設計的反向技術、納米光子學中的AI應用，以及用於AI的納米光子平台。本書將成為研究生、學術研究者和來自這個快速發展的跨學科領域的行業專業人士的重要讀物。
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)
Yuebing Zheng：
Yuebing Zheng 是美國德克薩斯州奧斯汀大學機械工程及材料科學與工程的副教授，負責 Zheng 研究小組。他擔任工程學 #2 的 Temple Foundation 受贈教學獎學金。Yuebing 於 2010 年在美國賓夕法尼亞州立大學獲得工程科學與力學博士學位（指導教授：Tony Jun Huang）。他於 2010 年至 2013 年在加州大學洛杉磯分校擔任化學與生物化學的博士後研究員（指導教授：Paul S. Weiss）。他的研究小組專注於生物和納米尺度世界的光學操控與測量創新。他曾獲得大學合作研究卓越獎最佳論文獎、Materials Today 新星獎、NIH 總監新創獎、NASA 早期職業教師獎、ONR 年輕研究者獎及 Beckman 年輕研究者獎。
Kan Yao 目前是德克薩斯州奧斯汀大學的博士後研究員。他於 2017 年在美國東北大學獲得電機工程博士學位，指導教授為 Yongmin Liu。在攻讀博士學位之前，他在中國科學院擔任研究助理三年，並在蘇州大學（中國蘇州）擔任訪問學者。Kan 分別於 2006 年和 2009 年獲得中國科學技術大學的學士學位和中國科學院的碩士學位。他的研究興趣包括納米光子學、等離子體學、超材料與超表面、光與物質的相互作用、變換光學及其他與場/波現象相關的主題。
