A Primer on Machine Learning Applications in Civil Engineering
暫譯: 土木工程中機器學習應用入門
Deka, Paresh Chandra
- 出版商: CRC
- 出版日期: 2019-11-07
- 售價: $4,490
- 貴賓價: 9.5 折 $4,266
- 語言: 英文
- 頁數: 280
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 113832339X
- ISBN-13: 9781138323391
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相關分類:
Machine Learning
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相關主題
商品描述
Machine learning has undergone rapid growth in diversification and practicality, and the repertoire of techniques has evolved and expanded. The aim of this book is to provide a broad overview of the available machine-learning techniques that can be utilized for solving civil engineering problems. The fundamentals of both theoretical and practical aspects are discussed in the domains of water resources/hydrological modeling, geotechnical engineering, construction engineering and management, and coastal/marine engineering. Complex civil engineering problems such as drought forecasting, river flow forecasting, modeling evaporation, estimation of dew point temperature, modeling compressive strength of concrete, ground water level forecasting, and significant wave height forecasting are also included.
Features
- Exclusive information on machine learning and data analytics applications with respect to civil engineering
- Includes many machine learning techniques in numerous civil engineering disciplines
- Provides ideas on how and where to apply machine learning techniques for problem solving
- Covers water resources and hydrological modeling, geotechnical engineering, construction engineering and management, coastal and marine engineering, and geographical information systems
- Includes MATLAB(R) exercises
商品描述(中文翻譯)
機器學習在多樣性和實用性方面經歷了快速增長，技術的範疇也不斷演變和擴展。本書的目的是提供一個廣泛的概述，介紹可用於解決土木工程問題的機器學習技術。書中討論了水資源/水文模型、岩土工程、建築工程與管理以及海岸/海洋工程等領域的理論和實踐基礎。還包括了複雜的土木工程問題，例如乾旱預測、河流流量預測、蒸發建模、露點溫度估算、混凝土抗壓強度建模、地下水位預測以及顯著波高預測等。
特色
- 提供有關土木工程的機器學習和數據分析應用的獨家資訊
- 包含許多土木工程學科中的機器學習技術
- 提供如何以及在哪裡應用機器學習技術以解決問題的想法
- 涵蓋水資源和水文模型、岩土工程、建築工程與管理、海岸和海洋工程以及地理資訊系統
- 包含 MATLAB(R) 練習
作者簡介
Paresh Chandra Deka earned a bachelor's in civil engineering at the National Institute of Technology, Silchar, Assam, India, and a PhD at the Indian Institute of Technology, Guwahati, specializing in hydrological modeling. Dr. Deka served on the faculty at the School of Postgraduate Studies at Arbaminch University, Ethiopia from 2005 to 2008 and as visiting faculty in 2012 at the Asian Institute of Technology, Bangkok, Thailand. He has supervised 10 PhD scholars as well as 5 current PhD scholars. He has supervised 40 master's theses as well as 4 current master's students. His research area is soft computing applications in water resources engineering and management.
Dr. Deka has published 4 books, 5 book chapters, and more than 40 international journal papers. He is a visiting faculty member doing short-term research interaction at Purdue University, Indiana. With more than 28 years of teaching experience, he is currently a professor in the Department of Applied Mechanics and Hydraulics at the National Institute of Technology, Surathkal, Karnataka, India.
作者簡介(中文翻譯)
Paresh Chandra Deka 在印度阿薩姆邦的西爾查爾國立技術學院獲得土木工程學士學位，並在印度印度理工學院古瓦哈提獲得專攻水文模型的博士學位。Deka 博士於 2005 年至 2008 年在埃塞俄比亞阿爾巴敏奇大學的研究生院任教，並於 2012 年在泰國曼谷的亞洲科技大學擔任訪問教員。他指導過 10 位博士生以及 5 位現任博士生，並指導過 40 篇碩士論文以及 4 位現任碩士生。他的研究領域是水資源工程與管理中的軟計算應用。
Deka 博士已出版 4 本書籍、5 篇書章以及超過 40 篇國際期刊論文。他是印第安納州普渡大學的訪問教員，進行短期研究互動。擁有超過 28 年的教學經驗，他目前是印度卡納塔克邦蘇拉特卡爾國立技術學院應用力學與水力學系的教授。
