Data-Driven Environmental Intelligence
暫譯: 數據驅動的環境智慧

這本書對於混合智能技術及其變體在環境數據中心系統中的應用進行了廣泛的討論，通常以批次處理為指導。書中回顧了從批次處理中收集、處理和分析數據的基本概念，隨後回顧了可以在這方面使用的智能工具和技術。這本書還將涵蓋新穎的智能算法，以有效管理環境污染數據，並符合現有標準。

這本書：

- 介紹了解決環境污染所需的新穎混合智能技術，以促進全球環境的福祉。
- 檢視與最先進的方法論相關的最新混合智能技術和算法，用於監測和減輕環境污染。
- 介紹從工業廢水中去除重金屬、酚類、偶氮和非偶氮染料的技術。
- 探索綠色合成納米過濾器及其在環境數據管理中的應用。
- 說明納米顆粒水平的統計預測，以控制媒介生物種群和基於物聯網的混合智能環境管理。

本書主要針對電機工程、電機與通訊工程、計算機科學與工程以及環境工程領域的高年級本科生、研究生和學術研究人員撰寫。

Siddhartha Bhattacharyya earned his Bachelor's in Physics, Bachelor's in Optics and Optoelectronics, and Master's in Optics and Optoelectronics from the University of Calcutta, India, in 1995, 1998, and 2000, respectively. He completed his PhD in Computer Science and Engineering from Jadavpur University, India, in 2008. He also received the PhD (Habilitation) degree from VSB Technical University of Ostrava, Czech Republic, in 2023. He is the recipient of the University Gold Medal from the University of Calcutta for his Master's. He is the recipient of several coveted awards, including the Distinguished HoD Award and Distinguished Professor Award conferred by the Computer Society of India, Mumbai Chapter, India, in 2017, the Honorary Doctorate Award (D. Litt.) from The University of South America, and the Southeast Asian Regional Computing Confederation (SEARCC) International Digital Award ICT Educator of the Year in 2017. He has been appointed as the ACM Distinguished Speaker for 2018-2020. He was inducted into the People of ACM Hall of Fame by ACM, the USA, in 2020. He has been appointed as the IEEE Computer Society Distinguished Visitor for 2021-2024. He has been elected as a full foreign member of the Russian Academy of Natural Sciences (RANS) and the Russian Academy of Engineering (REA). He has been elected a full fellow of The Royal Society for Arts, Manufacturers and Commerce (RSA), London, UK. He is currently serving as a Senior Researcher in the faculty of electrical engineering and computer science at VSB Technical University of Ostrava, Czech Republic. He is also serving as the Scientific Advisor of Algebra Bernays University, Zagreb, Croatia. Before this, he served as the Principal of Rajnagar Mahavidyalaya, Rajnagar, Birbhum. He served as a Professor in the Department of Computer Science and Engineering of Christ University, Bangalore. He was the Principal of RCC Institute of Information Technology, Kolkata, India, from 2017-2019. He has also served as a Senior Research Scientist in the Faculty of Electrical Engineering and Computer Science of VSB Technical University of Ostrava, Czech Republic, from 2018 to 2019. Before this, he was a Professor of Information Technology at the RCC Institute of Information Technology, Kolkata, India. He served as the Head of the Department from March 2014 to December 2016. Before this, he was an Associate Professor of Information Technology at RCC Institute of Information Technology, Kolkata, India, from 2011-2014. Before that, he served as an Assistant Professor in Computer Science and Information Technology at the University Institute of Technology, The University of Burdwan, India, from 2005-2011. He was a Lecturer in Information Technology at Kalyani Government Engineering College, India, from 2001 to 2005. He is a co-author of 6 books and the co-editor of 106 books and has more than 400 research publications in international journals and conference proceedings to his credit. He has two PCTs and 20 patents to his credit. He has been a member of several national and international conferences' organizing and technical program committees. He is the founding Chair of several international conferences like International Conference on Research in Computational Intelligence and Communication Networks (ICRCICN), International Symposium on Signal and Image Processing (ISSIP), Doctoral Symposium on Intelligence Enabled Research (DoSIER), the International Conference on Human-Centric Smart Computing (ICHCSC), International Conference on Computers, Information Processing and Advanced Education (CIPAE), International Conference on Intelligent Systems and Human Machine Collaboration ICISHMC), and Doctoral Symposium on Human Centered Computing (HUMAN). He was the General Chair of several international conferences like WCNSSP 2016 (Chiang Mai, Thailand), ICACCP (2017, 2019) (Sikkim, India), ICICC 2018 (New Delhi, India), ICICC 2019 (Ostrava, Czech Republic, and WIN 6.0 2025 (Kolkata, India. He is the Associate Editor of several reputed journals, including Applied Soft Computing, IEEE Access, Evolutionary Intelligence, and IET Quantum Communications. He is the editor of the International Journal of Pattern Recognition Research and the founding Editor-in-Chief of the International Journal of Hybrid Intelligence, Inderscience. He has guest-edited several issues of several international journals. He is serving as the Series Editor of the IGI Global Book Series Advances in Information Quality and Management (AIQM), De Gruyter Book Series(s) Frontiers in Computational Intelligence (FCI) and Intelligent Biomedical Data Analysis (IBDA), Computational Intelligence and Applications, Quantum Machine Intelligence, Intelligent Data Driven Technology for Sustainable Environment, and Advances in Disruptive Technologies and Generative Artificial Intelligence, Hybrid Computational Intelligence for Pattern Analysis and Understanding, and Tracts on Human Centered Computing. His research interests include hybrid intelligence, pattern recognition, multimedia data processing, social networks, and quantum computing. He is a life fellow of the Optical Society of India (OSI), India, a life fellow of the International Society of Research and Development (ISRD), UK, a fellow of the Institution of Engineering and Technology (IET), UK, a fellow of Institute of Electronics and Telecommunication Engineers (IETE), India, a fellow of Institution of Engineers (IEI), India, and a fellow of the Soft Computing Research Society (SCRS), India. He is also a senior member of the Institute of Electrical and Electronics Engineers (IEEE), USA, the International Institute of Engineering and Technology (IETI), Hong Kong, and the Association for Computing Machinery (ACM), USA. He is the founding President of the Asia-Pacific Artificial Intelligence Association (AAIA), Kolkata, and the Immediate Past Chairman of the IEEE Computational Intelligence Society, Kolkata Chapter. He is a life member of the Cryptology Research Society of India (CRSI), Computer Society of India (CSI), Indian Society for Technical Education (ISTE), Indian Unit for Pattern Recognition and Artificial Intelligence (IUPRAI), Center for Education Growth and Research (CEGR), Integrated Chambers of Commerce and Industry (ICCI), and Association of Leaders and Industries (ALI). He is a member of the Institution of Engineering and Technology (IET), UK, International Rough Set Society, International Association for Engineers (IAENG), Hong Kong, Computer Science Teachers Association (CSTA), USA, International Association of Academicians, Scholars, Scientists and Engineers (IAASSE), USA, Institute of Doctors Engineers and Scientists (IDES), India, The International Society of Service Innovation Professionals (ISSIP) and The Society of Digital Information and Wireless Communications (SDIWC). He is also a certified Chartered Engineer of the Institution of Engineers (IEI), India. He is on the Board of Directors of the International Institute of Engineering and Technology (IETI), Hong Kong.

Jan Platos received a Ph.D. degree in Computer Science in 2006. Since 2017, he has been the Head of the Department of Computer Science, Faculty of Electrical Engineering and Computer Science, VSB-TUO. He has co-authored more than 200 scientific articles published in proceedings and journals. His citation report consists of 338 citations and an H-index of 10 on the Web of Science, 800 citations and an H-index of 14 on Scopus, and 1213 citations and an H-index of 17 on Google Scholar. His primary fields of interest are text processing, data compression, bioinspired algorithms, information retrieval, data mining, data structures, and data prediction.

Soumyadip Dhar holds his B.E.; M.E., and PhD degrees from The University of Burdwan and MAKAUT, respectively. He also holds the position of Associate Professor in the department of IT of the RCC Institute of Information Technology, Kolkata, India. His current research interest includes Image/video processing& analysis, soft computing, computer vision, machine intelligence, and data security. He has contributed to several prestigious journals, international conferences, and edited books.

Naba Kumar Mondal, a distinguished academician in Environmental Science at The University of Burdwan, West Bengal, is renowned for his dedicated service to education, research, and environmental advocacy. Prof. Mondal successfully conducted twelve (12) major projects funded by various organizations. Till now, nineteen (19) scholars have received their Ph.D. degrees under the direct supervision of Prof. Mondal. The main research areas, like water pollution and remediation, nanoparticle synthesis and application, indoor air pollution, and mobile phone radiation, were conducted in Prof. Mondal's laboratory. Apart from the research activities, Prof. Mondal also discharges his responsibility as a potential reviewer of many international peer-reviewed journals.

Ivan Zelinka is currently working at the Technical University of Ostrava (VSB-TU), Faculty of Electrical Engineering and Computer Science. He graduated consequently at the Technical University in Brno (1995 - MSc.), UTB in Zlin (2001 - PhD), and again at the Technical University in Brno (2004 - assoc. prof.) and VSB-TU (2010 - professor). Before his academic career, he was employed as a telecommunications technician, computer specialist (HW+SW), and a Commercial Bank (computer and LAN supervisor). During his career at UTB, he proposed and opened 7 different lectures. He has also been invited for lectures at numerous universities in different EU countries, plus the role of the keynote speaker at the Global Conference on Power, Control and Optimization in Bali, Indonesia (2009), Interdisciplinary Symposium on Complex Systems (2011), Halkidiki, Greece, and IWCFTA 2012, Dalian, China. ICAISC Poland, INTELS Russia. His expertise is mainly unconventional algorithms and cybersecurity. He is and was the responsible supervisor of 3 grants of fundamental research of the Czech grant agency GAČR, co-supervisor of the grant FRVS - Laboratory of parallel computing. He was also working on numerous grants and two EU projects as a member of the team (FP5 - RESTORM) and supervisor (FP7 - PROMOEVO) of the Czech team and supervisor of international research (funded by the TACR agency) focused on the security of mobile devices (Czech - Vietnam). Currently, he is a professor at the Department of Computer Science and in total, he has been the supervisor of more than 40 MSc. and 25 Bc. diploma thesis. Ivan Zelinka is also the supervisor of doctoral students, including students from abroad. He was awarded the Siemens Award for his PhD thesis, as well as by the journal Software News for his book about artificial intelligence. Ivan Zelinka is a member of the British Computer Society, Editor in Chief of the book series: Emergence, Complexity and Computation (http: //www.springer.com/series/10624), Editorial Board of Saint Petersburg State University Studies in Mathematics, and a few international program committees of various conferences and international journals. He is the author of journal articles as well as of books in the Czech and English languages, and one of three founders of the TC IEEE on big data http: //ieeesmc.org/about-smcs/history/2014-archives/44-about-smcs/history/2014/technical-committees/204-big-data-computing/. He is also the head of the research group NAVY http: //navy.cs.vsb.cz.

Jyoti Sekhar Banerjee is currently serving as the Head of the Department in the Computer Science and Engineering (AI & ML) Department at the Bengal Institute of Technology, Kolkata, India. He is also the Professor-in-Charge, R&D and Consultancy Cell & Nodal Officer of the IPR Cell of BIT. Since 2024, he has also worked as a Remote Researcher on the Internet of Things & Applications Lab (ITHACA) at the Department of Electrical and Computer Engineering, University of Western Macedonia, Greece. He is the former Remote Research Fellow of the Cognitive Computing and Brain Informatics Research Group (CCBI) at Nottingham Trent University (NTU), UK. Dr. Banerjee did his Post-Doctoral Fellowship at Nottingham Trent University, UK, in the Department of Computer Science. He also completed the Post Graduate Diploma in IPR & TBM from MAKAUT, WB. He has teaching and research experience spanning 20 years and has completed one IEI-funded project. He is a member of the CSI, IEEE, ISTE, IEI, ISOC, IAENG, and a fellow of IETE. He is the present Secretary-cum-Treasurer of the ISTE WB Section and Secretary of the IETE, Kolkata Centre. He is the Immediate Past Secretary of the Computer Society of India, Kolkata Chapter. Dr. Banerjee is also elected as the Vice Chairman Cum Chairman Elect in Computer Society of India, Kolkata Chapter for the year 2025-2027.

Abhijit Das has received his B.Tech. (IT) from the University of Kalyani, M. Tech. (IT) from the University of Calcutta and Ph.D. (Engineering) from the Department of CSE, Jadavpur University, India. Dr Das has over 20 years of Teaching and Research Experience and more than 60 publications and five edited books of international repute. Presently, he is serving as a Professor in the Department of IT, RCC Institute of Information Technology, Kolkata, India. He had been the Head of the Department of IT (Jan 2018- Jan 2020) and has convened various committees at an institutional level. Prof. Das has organized and chaired various international conferences, workshops, and seminars. He has served as a resource person in various institutes and universities and television channels at the state and national levels. Currently, six scholars are working with him on different research topics like IoT, e-Waste Management, Data Science, Quantum Computing, Object Oriented Categorization, etc. Dr Das has published 10 patents (2 granted) and 11 copyrights to date. He serves as a reviewer for many reputed journals and is a professional member of IETE (Fellow), IEEE (Senior Member), ACM (Senior Member), and CSI (Life Member). Abhijit is a professional singer, lyricist, and composer as well, and frequently performs in All India Radio Kolkata, Doordarshan Kolkata, and in various private television channels in India, and has more than 30 music albums, singles, and title tracks to his credit.

西達爾塔·巴塔查里亞（Siddhartha Bhattacharyya）於1995年、1998年和2000年分別在印度加爾各答大學獲得物理學學士、光學與光電學學士及光學與光電學碩士學位。他於2008年在印度賈達夫普大學獲得計算機科學與工程博士學位。2023年，他又在捷克共和國奧斯特拉瓦技術大學獲得博士（Habilitation）學位。他因其碩士學位獲得加爾各答大學的金獎獎章。他還獲得多項重要獎項，包括2017年由印度計算機學會孟買分會頒發的傑出系主任獎和傑出教授獎、南美大學的榮譽博士學位（D. Litt.），以及2017年東南亞區域計算機聯盟（SEARCC）頒發的國際數位獎ICT年度教育者獎。他被任命為2018-2020年ACM傑出演講者，並於2020年被美國ACM納入名人堂。他被任命為2021-2024年IEEE計算機學會的傑出訪客。他被選為俄羅斯自然科學院（RANS）和俄羅斯工程院（REA）的外籍全職會員，並被選為英國倫敦皇家藝術、製造和商業學會（RSA）的全職院士。目前，他在捷克共和國奧斯特拉瓦技術大學電氣工程與計算機科學系擔任高級研究員，同時擔任克羅地亞薩格勒布阿爾吉布拉·伯奈斯大學的科學顧問。在此之前，他曾擔任比爾布姆的拉吉納格爾大學（Rajnagar Mahavidyalaya）校長，並在班加羅爾的基督大學計算機科學與工程系擔任教授。他於2017年至2019年擔任印度加爾各答RCC信息技術學院的校長，並於2018年至2019年擔任捷克共和國奧斯特拉瓦技術大學電氣工程與計算機科學系的高級研究科學家。在此之前，他曾在印度加爾各答RCC信息技術學院擔任信息技術教授，並於2014年3月至2016年12月擔任系主任。在此之前，他於2011年至2014年在RCC信息技術學院擔任信息技術副教授。更早之前，他於2005年至2011年在印度布爾德萬大學技術學院擔任計算機科學與信息技術助理教授。他於2001年至2005年在印度卡利亞尼政府工程學院擔任信息技術講師。他是6本書的共同作者，106本書的共同編輯，並在國際期刊和會議論文集中發表了超過400篇研究論文。他擁有兩項PCT和20項專利。他曾是多個國內外會議的組織和技術程序委員會成員。他是多個國際會議的創始主席，如計算智能與通信網絡研究國際會議（ICRCICN）、信號與圖像處理國際研討會（ISSIP）、智能啟用研究博士研討會（DoSIER）、以人為中心的智能計算國際會議（ICHCSC）、計算機、信息處理與高等教育國際會議（CIPAE）、智能系統與人機協作國際會議（ICISHMC）以及以人為中心的計算博士研討會（HUMAN）。他曾擔任多個國際會議的總主席，如2016年WCNSSP（泰國清邁）、ICACCP（2017、2019）（印度錫金）、ICICC 2018（印度新德里）、ICICC 2019（捷克共和國奧斯特拉瓦）和WIN 6.0 2025（印度加爾各答）。他是多本知名期刊的副編輯，包括《應用軟計算》、《IEEE Access》、《進化智能》和《IET量子通信》。他是《國際模式識別研究期刊》的編輯，並是《國際混合智能期刊》的創始主編（Inderscience）。他曾擔任多個國際期刊的特邀編輯。他擔任IGI Global書系列《信息質量與管理進展》（AIQM）、De Gruyter書系列《計算智能前沿》（FCI）和《智能生物醫學數據分析》（IBDA）、《計算智能與應用》、《量子機器智能》、《可持續環境的智能數據驅動技術》、《顛覆性技術與生成性人工智能的進展》、《模式分析與理解的混合計算智能》和《以人為中心的計算專題》等系列的系列編輯。他的研究興趣包括混合智能、模式識別、多媒體數據處理、社交網絡和量子計算。他是印度光學學會（OSI）的終身院士、英國國際研究與發展學會（ISRD）的終身院士、英國工程與技術學會（IET）的院士、印度電子與電信工程師學會（IETE）的院士、印度工程師學會（IEI）的院士，以及印度軟計算研究學會（SCRS）的院士。他還是美國電氣和電子工程師學會（IEEE）、香港國際工程與技術學會（IETI）和美國計算機協會（ACM）的高級會員。他是亞太人工智能協會（AAIA）的創始會長，並是IEEE計算智能學會加爾各答分會的即時前任主席。他是印度密碼學研究學會（CRSI）、印度計算機學會（CSI）、印度技術教育學會（ISTE）、印度模式識別與人工智能單位（IUPRAI）、教育增長與研究中心（CEGR）、綜合商會（ICCI）和領導者與工業協會（ALI）的終身會員。他是英國工程與技術學會（IET）、國際粗集社會、香港國際工程師協會（IAENG）、美國計算機科學教師協會（CSTA）、美國國際學者、科學家和工程師協會（IAASSE）、印度醫生工程師與科學家學會（IDES）、國際服務創新專業人士學會（ISSIP）和數位信息與無線通信學會（SDIWC）的會員。他還是印度工程師學會（IEI）的認證特許工程師。他是香港國際工程與技術學會（IETI）董事會成員。

簡·普拉托斯（Jan Platos）於2006年獲得計算機科學博士學位。自2017年以來，他一直擔任捷克共和國奧斯特拉瓦技術大學電氣工程與計算機科學系的系主任。他共同撰寫了超過200篇發表在會議論文集和期刊上的科學文章。他的引用報告顯示在Web of Science上有338次引用和H指數10，在Scopus上有800次引用和H指數14，在Google Scholar上有1213次引用和H指數17。他的主要研究領域包括文本處理、數據壓縮、生物啟發算法、信息檢索、數據挖掘、數據結構和數據預測。

索米亞迪普·達爾（Soumyadip Dhar）在布爾德萬大學和MAKAUT獲得B.E.、M.E.和博士學位。他目前在印度加爾各答的RCC信息技術學院擔任信息技術系的副教授。他目前的研究興趣包括圖像/視頻處理與分析、軟計算、計算機視覺、機器智能和數據安全。他為多個知名期刊、國際會議和編輯書籍做出了貢獻。

納巴·庫馬·蒙達爾（Naba Kumar Mondal）是西孟加拉邦布爾德萬大學環境科學的傑出學者，以其對教育、研究和環境倡導的奉獻而聞名。蒙達爾教授成功地執行了12個由各種組織資助的重大項目。到目前為止，已有19名學者在蒙達爾教授的直接指導下獲得博士學位。主要研究領域包括水污染與修復、納米顆粒合成與應用、室內空氣污染和手機輻射，這些研究均在蒙達爾教授的實驗室進行。除了研究活動外，蒙達爾教授還擔任多個國際同行評審期刊的潛在審稿人。

伊凡·澤林卡（Ivan Zelinka）目前在捷克共和國奧斯特拉瓦技術大學（VSB-TU）電氣工程與計算機科學系工作。他先後在布爾諾技術大學（1995年 - 碩士）、齊林的UTB（2001年 - 博士）、再次在布爾諾技術大學（2004年 - 副教授）和VSB-TU（2010年 - 教授）畢業。在學術生涯之前，他曾擔任電信技術員、計算機專家（硬體+軟體）和商業銀行（計算機和局域網主管）。在UTB的職業生涯中，他提出並開設了7門不同的課程。他還受邀在多個歐盟國家的大學講課，並在2009年印尼巴厘島的全球電力、控制與優化會議、2011年希臘哈爾基迪基的跨學科複雜系統研討會和2012年中國大連的IWCFTA、波蘭ICAISC、俄羅斯INTELS等會議上擔任主題演講者。他的專業主要集中在非常規算法和網絡安全。他是捷克資助機構GAČR的3個基礎研究項目的負責監督人，並擔任FRVS - 並行計算實驗室的共同監督人。他還參與了多個資助計劃和兩個歐盟項目，作為捷克團隊的成員（FP5 - RESTORM）和監督人（FP7 - PROMOEVO），以及專注於移動設備安全的國際研究（捷克 - 越南）的監督人。目前，他是計算機科學系的教授，總共指導了超過40篇碩士和25篇學士論文。伊凡·澤林卡還指導博士生，包括來自國外的學生。他因其博士論文獲得西門子獎，並因其有關人工智能的書籍獲得《軟件新聞》雜誌的獎項。伊凡·澤林卡是英國計算機學會的成員，《Emergence, Complexity and Computation》書系列的主編（http://www.springer.com/series/10624）、聖彼得堡國立大學數學研究的編輯委員會成員，以及多個國際會議和期刊的程序委員會成員。他是捷克語和英語期刊文章及書籍的作者，也是IEEE TC大數據的三位創始人之一（http://ieeesmc.org/about-smcs/history/2014-archives/44-about-smcs/history/2014/technical-committees/204-big-data-computing/）。他還是NAVY研究小組的負責人（http://navy.cs.vsb.cz）。

喬提·塞卡爾·班納吉（Jyoti Sekhar Banerjee）目前擔任印度加爾各答孟加拉技術學院計算機科學與工程（AI & ML）系的系主任。他還擔任R&D和諮詢單位的負責教授及BIT的知識產權單位的聯絡官。自2024年以來，他還在電氣與計算機工程系的物聯網與應用實驗室（ITHACA）擔任遠程研究員。