An Introduction to Materials Informatics: Advanced Machine Learning
暫譯: 材料資訊學導論：進階機器學習

Zhang, Tongyi

An Introduction to Materials Informatics: Advanced Machine Learning
  • 出版商: Springer
  • 出版日期: 2026-06-28
  • 售價: $5,620
  • 貴賓價: 9.5 折 $5,339
  • 語言: 英文
  • 頁數: 905
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 981956090X
  • ISBN-13: 9789819560905
  • 相關分類: Machine Learning

    • 海外代購書籍(需單獨結帳)

商品描述

This book introduces how the rapid advancement of artificial intelligence（AI） is transforming the field of materials informatics, viz., AI] materials. Around the world, self-driving materials laboratories and robotic systems--the "hard foundation" of this field--are emerging with remarkable speed. At the same time, a diverse array of AI-driven algorithms and computational tools--the "soft foundation"--are accelerating materials discovery and design. In particular, the development of large materials models has been significantly propelled by large language models. We are now entering the AI era, where AI for science (AI4S), AI for engineering (AI4E), and AI for materials (AI4M) are extremely important aspects. In this context, it is essential to equip materials scientists, engineers, and students with a solid understanding of fundamental and advanced AI methods and algorithms and their applications in materials science and engineering.

商品描述(中文翻譯)

這本書介紹了人工智慧（AI）快速進步如何改變材料資訊學的領域，即 AI 材料。全球範圍內，自動駕駛材料實驗室和機器人系統——這個領域的「硬基礎」——正以驚人的速度出現。與此同時，各種基於 AI 的演算法和計算工具——「軟基礎」——正在加速材料的發現和設計。特別是，大型材料模型的發展受到大型語言模型的顯著推動。我們現在正進入 AI 時代，其中科學的 AI（AI4S）、工程的 AI（AI4E）和材料的 AI（AI4M）是極其重要的方面。在這個背景下，為材料科學家、工程師和學生提供對基本和進階 AI 方法及演算法的扎實理解，以及它們在材料科學和工程中的應用，變得至關重要。

作者簡介

Tongyi Zhang, is Expert in the interdisciplinary area of materials science and engineering and solid mechanics. He received his Ph.D. in 1985 in materials physics from the University of Science and Technology Beijing, China. He was Research Fellow of the Alexander von Humboldt Foundation, 1986-1988, Germany; Postdoctoral Fellow, 1988-1990, University of Rochester; and Associate Research Scientist, 1990-1993, Yale University. From 1993 to 2015, he worked at the Hong Kong University of Science and Technology, as Lecturer, Associate Professor, Professor, Chair Professor, and Fang Professor of Engineering.

He is the founding dean of Materials Genome Institute, Shanghai University, the founding director of the Materials Genome Engineering division in the Chinese Materials Research Society (CMRS), and the founding director of the Guangzhou Municipal Key Laboratory of Materials Informatics. Currently he is doing his best to promote Materials Genome Engineering, Materials/Mechanics Informatics and AI+materials, especially, materials AI labs, materials AI computations, and materials large multimodal model.

He is the Vice President of the International Congress on Fracture, the Honorary President of the Chinese Society for Corrosion and Protection, and was the Vice President of the Far East and Oceanic Fracture Society. He is the founding Editor-in-Chief of Journal of Materials Informatics and was the Editor-in-Chief of Science China Technological Sciences 2018-2022. He became Fellow of International Congress on Fracture in 2013, Fellow of the Hong Kong Academy of Engineering Sciences in 2012, Member of Chinese Academy of Sciences in 2011, Senior Research Fellow of Croucher Foundation, Hong Kong, in 2003, Fellow of ASM International, USA, in 2001. He received the awards including the 2024 outstanding contribution award to materials genome engineering, China, the 2018 Prize for Scientific and Technological Progress from the HLHL Foundation, the Second Prizes of 2007 and 1987 State Natural Science Award, China, and the 1988 National Award for Young Scientists, China.

作者簡介(中文翻譯)

張同義是材料科學與工程及固體力學的跨學科專家。他於1985年在中國北京科技大學獲得材料物理博士學位。1986年至1988年，他是德國亞歷山大·馮·洪堡基金會的研究員；1988年至1990年，擔任羅切斯特大學的博士後研究員；1990年至1993年，擔任耶魯大學的副研究科學家。從1993年到2015年，他在香港科技大學任教，擔任講師、副教授、教授、講座教授及工程方教授。

他是上海大學材料基因組研究所的創始院長，中國材料研究學會（CMRS）材料基因工程部門的創始主任，以及廣州市材料資訊重點實驗室的創始主任。目前，他全力推廣材料基因工程、材料/力學資訊及AI+材料，特別是材料AI實驗室、材料AI計算及材料大型多模態模型。

他是國際斷裂會議的副主席，中國腐蝕與防護學會的名譽主席，並曾擔任遠東及海洋斷裂學會的副主席。他是《材料資訊期刊》的創始主編，並於2018年至2022年擔任《科學中國技術科學》的主編。他於2013年成為國際斷裂會議的院士，2012年成為香港工程科學院的院士，2011年成為中國科學院的會員，2003年成為香港Croucher基金會的高級研究員，2001年成為美國ASM International的院士。他獲得的獎項包括2024年中國材料基因工程傑出貢獻獎、2018年HLHL基金會科學技術進步獎、2007年及1987年國家自然科學獎的二等獎，以及1988年中國青年科學家國家獎。

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