Data Science for Civil Engineering: A Beginner's Guide

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.

本書介紹了使用數據科學技術對土木工程中的複雜問題進行建模和提供最佳解決方案的方法。它討論了土木工程中的問題，如空氣、水和土地污染、氣候危機、交通基礎設施、交通和出行方式、移動服務等等。本書分為兩部分，第一部分介紹了數據科學和基本數學的基礎知識，第二部分涵蓋了結構和環境工程、施工管理和交通等相關應用。

特點：
- 詳細介紹了實施土木工程應用的基本數學知識。
- 討論了數據科學的廣泛背景和基本原理。
- 重點關注結構工程、交通系統、水資源管理、測繪學和環境工程。
- 使用Python編程庫解決複雜問題。
- 探討了基於數據科學的土木工程應用案例的各種實際應用。

本書面向土木工程和應用數據科學的高年級本科生。

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.

Dr. Rakesh K. Jain在印度Bhopal（MP）的Rajiv Gandhi Technical University取得了專攻無線通信的土木工程博士學位。目前，他擔任JSPM的Rajarshi Shahu College of Engineering的院長，位於印度普內的Tathawade。他擁有超過35年的教學、工業和研究經驗。他曾在印度普內的Dr. D.Y. Patil Institute of Technology擔任校長近10年。在此之前，他曾在印度普內的D. Y. Patil College of Engineering擔任講師、助理教授和土木工程系主任。除了學者身份外，他還曾在印度普內的Matrix Engineers擔任現場工程師。

自過去5年以來，他一直擔任印度新德里國家評審委員會（NBA）的土木工程專業專家委員會的專家成員。他已發表了75多篇研究論文和5本由CRC Press出版的專著。他擁有5項專利。他是普內SSPU的認可博士導師，已有6名學生成功通過博士論文答辯。

Dr. Prashant Shantaram Dhotre於2017年從丹麥奧爾堡大學獲得計算機科學和工程博士學位。目前，他在印度普內的MIT Art, Design and Technology (MIT ADT) University的資訊技術系擔任教授。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。他撰寫了8本書，如《物聯網集成擴增實境》（Springer Nature Press）、《上下文感知的普遍系統和應用》（Springer Nature Press）、《計算理論》、《數據結構》和《機器學習》（Technical Publication）。他在歐洲的River Publication出版的書籍《網絡安全與隱私：彌合差距》中發表了一個特別的章節。他的兩章節已發表在歐洲的River Publication出版的書籍《發展中國家的ICT手冊：下一代ICT技術》中。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。

Dr. Deepak Tatyasaheb Mane於2019年從Swami Ramanand Marathwada University獲得計算機科學和工程博士學位。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，並撰寫了四本Techmax出版的書籍，如《編程語言原理》、《編程語言基礎》、《編程範式》和《機器學習》。他的主要研究興趣集中在機器學習、模式分類、監督聚類和神經網絡。

Dr. Parikshit Narendra Mahalle是IEEE的高級會員，並擔任印度普內的Vishwakarma Institute of Information Technology的人工智能和數據科學系主任。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22年以上的教學和研究經驗。他擁有9項專利，200多篇研究論文（Google Scholar引用超過2150次，H指數為22，Scopus引用超過1100次，H指數為15），並編著/編輯了40多本由CRC Press和其他出版商出版的書籍。他是IGI Global - International Journal of Rough Sets and Data Analysis的主編，IGI Global - International Journal of Synthetic Emotions的副編輯，Inter-science International Journal of Grid and Utility Computing的副編輯，以及IGI Global - 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、數據科學和人工智能。