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出版商:
Springer
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出版日期:
2024-10-05
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售價:
$7,030
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貴賓價:
9.5 折
$6,679
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語言:
英文
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頁數:
451
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裝訂:
Quality Paper - also called trade paper
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ISBN:
3031366468
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ISBN-13:
9783031366468
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相關分類:
Machine Learning
商品描述
Machine learning (ML) approaches have been extensively and successfully employed in various areas, like in economics, medical predictions, face recognition, credit card fraud detection, and spam filtering. There is clearly also the potential that ML techniques developed in Engineering and the Sciences will drastically increase the possibilities of analysis and accelerate the design to analysis time. With the use of ML techniques, coupled to conventional methods like finite element and digital twin technologies, new avenues of modeling and simulation can be opened but the potential of these ML techniques needs to still be fully harvested, with the methods developed and enhanced. The objective of this book is to provide an overview of ML in Engineering and the Sciences presenting fundamental theoretical ingredients with a focus on the next generation of computer modeling in Engineering and the Sciences in which the exciting aspects of machine learning are incorporated. The book is of value to any researcher and practitioner interested in research or applications of ML in the areas of scientific modeling and computer aided engineering.
商品描述(中文翻譯)
機器學習（ML）方法已廣泛且成功地應用於各個領域，例如經濟學、醫療預測、人臉識別、信用卡詐騙檢測和垃圾郵件過濾。顯然，工程和科學領域中開發的機器學習技術有潛力大幅增加分析的可能性並加速設計到分析的時間。透過將機器學習技術與有限元素法和數位雙胞胎技術等傳統方法結合，可以開啟新的建模和模擬途徑，但這些機器學習技術的潛力仍需充分挖掘，並持續發展和增強相關方法。本書的目的是提供機器學習在工程和科學領域的概述，介紹基本的理論成分，並專注於下一代工程和科學中的計算建模，其中融入了機器學習的激動人心的方面。本書對任何對科學建模和計算輔助工程領域中機器學習的研究或應用感興趣的研究者和實務工作者都具有價值。
作者簡介
Timon Rabczuk is Professor of Computational Mechanics at Bauhaus University Weimar. He has published more than 650 articles and 2 books. Timon is editor in Chief of CMC-Computers, Materials and Continua, associate editor of International Journal of Impact Engineering, Applied Physics A, International Journal of Mechanics and Materials in Design, Underground Space, Defense Technology and executive editor of FSCE-Frontiers of Structural and Civil Engineering. He is a member of the European Academy of Sciences and Arts. His research interests include Computational Science, Integrated Computational Materials Engineering and the numerical solution of partial differential equations. Klaus-Jürgen Bathe is Professor of Mechanical Engineering at the Massachusetts Institute of Technology. Professor Bathe is also the Founder of the company ADINA R & D recently acquired by Bentley Systems. He has published numerous articles, six textbooks, two books onhis life experiences, and is an Editor-in-Chief of the international journal Computers and Structures. He has been honored by the ASME, ASCE, U.S. National Academy of Engineering, through three awards at M.I.T., and through many honorary doctorates for his teaching, his pioneering and widely used fundamental contributions in computational mechanics, and for bridging the world between Academia and Industry.
作者簡介(中文翻譯)
Timon Rabczuk 是包豪斯大學維瑪的計算力學教授。他已發表超過 650 篇文章和 2 本書籍。Timon 是 CMC-Computers, Materials and Continua 的主編，並擔任 International Journal of Impact Engineering、Applied Physics A、International Journal of Mechanics and Materials in Design、Underground Space、Defense Technology 的副編輯，以及 FSCE-Frontiers of Structural and Civil Engineering 的執行編輯。他是歐洲科學與藝術學院的成員。他的研究興趣包括計算科學、綜合計算材料工程以及偏微分方程的數值解法。
Klaus-Jürgen Bathe 是麻省理工學院的機械工程教授。Bathe 教授也是 ADINA R & D 公司的創始人，該公司最近被 Bentley Systems 收購。他已發表大量文章、六本教科書、兩本關於他生活經歷的書籍，並擔任國際期刊 Computers and Structures 的主編。他曾獲得 ASME、ASCE、美國國家工程院的三項獎項，以及多個榮譽博士學位，以表彰他在教學、計算力學的開創性和廣泛應用的基本貢獻，以及在學術界與產業界之間架起橋樑的努力。
