Intelligent Computational Paradigms in Earthquake Engineering
暫譯: 地震工程中的智能計算範式
Nikos D. Lagaros
- 出版商: IGI Global
- 出版日期: 2007-02-01
- 售價: $4,380
- 貴賓價: 9.5 折 $4,161
- 語言: 英文
- 頁數: 462
- 裝訂: Hardcover
- ISBN: 1599040999
- ISBN-13: 9781599040998
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相關分類:
Machine Learning
海外代購書籍(需單獨結帳)
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相關主題
商品描述
"The enormous advances in computational hardware and software resources over the last fifteen years resulted in the development of non-conventional data processing and simulation methods. Among these methods artificial intelligence (AI) has been mentioned as one of the most eminent approaches to the so-called intelligent methods of information processing that present a great potential for engineering applications. Intelligent Computational Paradigms in Earthquake Engineering contains contributions that cover a wide spectrum of very important real-world engineering problems, and explore the implementation of neural networks for the representation of structural responses in earthquake engineering. This book assesses the efficiency of seismic design procedures and describes the latest findings in intelligent optimal control systems and their applications in structural engineering. Intelligent Computational Paradigms in Earthquake Engineering presents the application of learning machines, artificial neural networks and support vector machines as highly-efficient pattern recognition tools for structural damage detection. It includes an AI-based evaluation of bridge structures using life-cycle cost principles that considers seismic risk, and emphasizes the use of AI methodologies in a geotechnical earthquake engineering application. "
商品描述(中文翻譯)
在過去十五年中,計算硬體和軟體資源的巨大進步促成了非傳統數據處理和模擬方法的發展。在這些方法中,人工智慧(AI)被提及為所謂智能信息處理方法中最突出的途徑之一,這些方法在工程應用中展現了巨大的潛力。《地震工程中的智能計算範式》包含了涵蓋非常重要的現實工程問題的貢獻,並探討了神經網絡在地震工程中結構反應表示的實施。這本書評估了抗震設計程序的效率,並描述了智能最優控制系統的最新研究成果及其在結構工程中的應用。《地震工程中的智能計算範式》展示了學習機器、人工神經網絡和支持向量機作為高效的模式識別工具在結構損傷檢測中的應用。它包括基於AI的橋樑結構評估,使用生命週期成本原則考慮抗震風險,並強調在地質工程地震工程應用中使用AI方法論。
