Data Science for Civil Engineering: A Beginner's Guide
暫譯: 土木工程數據科學：初學者指南
Jain, Rakesh K., Dhotre, Prashant Shantaram, Mane, Deepak Tatyasaheb
- 出版商: CRC
- 出版日期: 2023-05-10
- 售價: $3,160
- 貴賓價: 9.5 折 $3,002
- 語言: 英文
- 頁數: 236
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032327804
- ISBN-13: 9781032327808
-
相關分類:
Data Science
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book explains use of data science-based techniques for modeling and providing optimal solutions to complex problems in civil engineering. It discusses civil engineering problems like air, water and land pollution, climate crisis, transportation infrastructures, traffic and travel modes, mobility services, and so forth. Divided into two sections, the first one deals with the basics of data science and essential mathematics while the second section covers pertinent applications in structural and environmental engineering, construction management, and transportation.
Features:
- Details information on essential mathematics required to implement civil engineering applications using data science techniques.
- Discusses broad background of data science and its fundamentals.
- Focusses on structural engineering, transportation systems, water resource management, geomatics, and environmental engineering.
- Includes python programming libraries to solve complex problems.
- Addresses various real-world applications of data science based civil engineering use cases.
This book aims at senior undergraduate students in Civil Engineering and Applied Data Science.
商品描述(中文翻譯)
這本書解釋了基於數據科學的技術在土木工程中建模和提供複雜問題的最佳解決方案的使用。它討論了土木工程問題，如空氣、水和土地污染、氣候危機、交通基礎設施、交通和旅行模式、流動性服務等。全書分為兩個部分，第一部分處理數據科學的基本概念和必要的數學知識，而第二部分涵蓋結構工程和環境工程、建設管理以及交通運輸中的相關應用。
特色：
- 詳細介紹了實施土木工程應用所需的基本數學，以使用數據科學技術。
- 討論了數據科學的廣泛背景及其基本原理。
- 專注於結構工程、交通系統、水資源管理、地理資訊科學和環境工程。
- 包含用於解決複雜問題的 Python 程式庫。
- 涉及數據科學在土木工程中的各種現實應用案例。
這本書的目標讀者是土木工程和應用數據科學的高年級本科生。
作者簡介
Dr. Rakesh K. Jain obtained his Ph.D in Civil Engineering specialization in Wireless Communication from Rajiv Gandhi Technical University, Bhopal (MP), India . Currently, he is working as Director of JSPM's Rajarshi Shahu College of Engineering, Tathawade, Pune. He has more than 35 years of teaching, industry and research experience. He worked as a Principal of Dr. D.Y. Patil Institute of Technology, Pune, India for almost 10 years. Prior to this designation, he had worked as Lecturer, Assistant Professor, and Head of Civil Engineering at D. Y. Patil College of Engineering, Pune, India. Apart from being an academician, he worked in an Industry as a Site Engineer with Matrix Engineers, Pune, India.
He has been working as an Expert Member of Civil Engineering Program in the Expert Committee for accreditation by NBA, New Delhi since last 5 years. He has published more than 75 research publications and 5 authored books to his credit by CRC Press. He has 5 patents to his credit. He is a recognized Ph. D guide of SSPU, Pune and 6 students have successfully defended their Ph.D.
Dr. Prashant Shantaram Dhotre has completed his doctorate degree in Computer Science and Engineering from Aalborg University, Denmark in 2017. Currently, he is working as Professor in the Department of Information Technology at MIT Art, Design and Technology (MIT ADT) University, Pune, India. He has more than 18 years of teaching and research experience. He has 40 publications in International Journals and Conferences. He has authored 8 books like "Internet of Things Integrated Augmented Reality" (Springer Nature Press), "Context-aware Pervasive Systems and Application" (Springer Nature Press), "Theory of Computations", "Data Structures", and "Machine Learning'' (Technical Publication). A special book chapter was published in a book titled "Cyber Security and Privacy: Bridging the Gap'', from River Publication in Europe. His two chapters have been published in a book titled "Handbook on ICT in Developing Countries: Next Generation ICT Technologies'' from River Publication in Europe. His research interests include Algorithms, Privacy, Internet of Things and Turing Machine. He has visited a few countries like Denmark, France, Sweden, Germany, Norway, China, and UAE.
Dr. Deepak Tatyasaheb Mane has completed his doctorate degree in Computer Science and Engineering from Swami Ramanand Marathwada University in 2019. He has more than 15.8 years of teaching and research experience. He has published 20 research papers in reputed international journals and has authored four Techmax publication books like "Principles of Programming Languages, "Fundamental of Programming Languages", "Programming Paradigms", and "Machine. His main research interest focuses on Machine Learning, Pattern classification, Supervised Clustering and Neural Network.
Dr. Parikshit Narendra Mahalle is a senior member IEEE and is Professor and Head of Department of Artificial Intelligence and Data Science at Vishwakarma Institute of Information Technology, Pune, India. He completed his Ph. D from Aalborg University, Denmark and continued as Post Doc Researcher at CMI, Copenhagen, Denmark. He has 22 + years of teaching and research experience. He has 9 patents, 200+ research publications (Google Scholar citations-2150 plus, H index-22 and Scopus Citations are 1100 plus with H index -15) and authored/edited 40+ books with CRC Press and other publishers. He is editor in chief for IGI Global -International Journal of Rough Sets and Data Analysis, Associate Editor for IGI Global - International Journal of Synthetic Emotions, Inter-science International Journal of Grid and Utility Computing, member-Editorial Review Board for IGI Global - International Journal of Ambient Computing and Intelligence. His research interests are Machine Learning, Data Science, Algorithms, Internet of Things, Identity Management and Security.
作者簡介(中文翻譯)
拉克什·K·賈因博士（Dr. Rakesh K. Jain）於印度博帕爾的拉吉夫·甘地技術大學（Rajiv Gandhi Technical University）獲得土木工程專攻無線通信的博士學位。目前，他擔任普納的JSPM拉賈爾希·沙胡工程學院（Rajarshi Shahu College of Engineering, Tathawade, Pune）院長。他擁有超過35年的教學、產業和研究經驗。他曾在印度普納的D.Y.帕蒂爾技術學院（Dr. D.Y. Patil Institute of Technology）擔任校長近10年。在此之前，他曾擔任印度普納D.Y.帕蒂爾工程學院的講師、助理教授及土木工程系主任。除了學術工作外，他還曾在印度普納的Matrix Engineers擔任工地工程師。
他在過去五年中擔任新德里NBA認證專家委員會的土木工程項目專家成員。他已發表超過75篇研究論文，並由CRC Press出版5本著作。他擁有5項專利。他是普納SSPU的認可博士生導師，已有6名學生成功完成博士學位答辯。
普拉尚特·尚塔拉姆·多特雷博士（Dr. Prashant Shantaram Dhotre）於2017年在丹麥奧爾堡大學（Aalborg University）獲得計算機科學與工程的博士學位。目前，他在印度普納的MIT藝術、設計與技術大學（MIT Art, Design and Technology University）擔任資訊技術系教授。他擁有超過18年的教學和研究經驗。他在國際期刊和會議上發表了40篇論文。他著有8本書籍，如《物聯網整合擴增實境》（Internet of Things Integrated Augmented Reality，Springer Nature Press）、《情境感知的普遍系統與應用》（Context-aware Pervasive Systems and Application，Springer Nature Press）、《計算理論》（Theory of Computations）、《資料結構》（Data Structures）和《機器學習》（Machine Learning，Technical Publication）。他在一本名為《網絡安全與隱私：彌合差距》（Cyber Security and Privacy: Bridging the Gap）的書中發表了一個特別章節，該書由歐洲的River Publication出版。他的兩個章節也發表在一本名為《發展中國家的ICT手冊：下一代ICT技術》（Handbook on ICT in Developing Countries: Next Generation ICT Technologies）的書中，該書同樣由歐洲的River Publication出版。他的研究興趣包括算法、隱私、物聯網和圖靈機。他曾訪問過丹麥、法國、瑞典、德國、挪威、中國和阿聯酋等國家。
迪帕克·塔提亞薩赫布·馬內博士（Dr. Deepak Tatyasaheb Mane）於2019年在斯瓦米·拉曼南德·馬拉瑟瓦達大學（Swami Ramanand Marathwada University）獲得計算機科學與工程的博士學位。他擁有超過15.8年的教學和研究經驗。他在知名國際期刊上發表了20篇研究論文，並著有四本Techmax出版的書籍，如《程式語言原理》（Principles of Programming Languages）、《程式語言基礎》（Fundamental of Programming Languages）、《程式設計範式》（Programming Paradigms）和《機器》（Machine）。他的主要研究興趣集中在機器學習、模式分類、監督式聚類和神經網絡。
帕里克希特·納倫德拉·馬哈勒博士（Dr. Parikshit Narendra Mahalle）是IEEE的資深會員，並擔任印度普納的維什瓦卡爾瑪資訊技術學院（Vishwakarma Institute of Information Technology）人工智慧與數據科學系的教授及系主任。他在丹麥奧爾堡大學獲得博士學位，並在丹麥哥本哈根的CMI擔任博士後研究員。他擁有超過22年的教學和研究經驗。他擁有9項專利，發表了200多篇研究論文（Google Scholar引用2150次以上，H指數22，Scopus引用1100次以上，H指數15），並與CRC Press及其他出版商共同編著了40多本書籍。他是IGI Global《粗集與數據分析國際期刊》（International Journal of Rough Sets and Data Analysis）的主編，IGI Global《合成情感國際期刊》（International Journal of Synthetic Emotions）的副編輯，Inter-science《網格與公用計算國際期刊》（International Journal of Grid and Utility Computing）的副編輯，並擔任IGI Global《環境計算與智慧國際期刊》（International Journal of Ambient Computing and Intelligence）的編輯審查委員會成員。他的研究興趣包括機器學習、數據科學、算法、物聯網、身份管理和安全性。
