Recent Trends in Data Analytics and Computing
暫譯: 數據分析與計算的最新趨勢

我們很高興能夠呈現2025年國際高級數據分析與計算會議（ICADAC）的會議論文集，這是一個將研究人員、學者和業界專業人士聚集在一起的平台，分享他們在數據分析和智能計算領域的最新研究成果、技術進展和實際應用。ICADAC 2025收到了來自全球的眾多高品質投稿，反映出這個充滿活力的領域日益增長的興趣和持續的創新。在我們尊敬的技術委員會經過嚴格的同行評審過程後，本卷收錄了一系列精選論文。這些貢獻涵蓋了多個主題，包括機器學習、人工智慧、大數據處理、雲計算、物聯網（IoT）、網絡安全，以及它們在各個領域的應用，包括但不限於機械工程、土木工程、電氣工程、電子與通信工程、計算機科學工程、資訊科技及其他跨學科領域。

Dr. Pijush Dutta works as an Assistant professor and head at the Department of Electronics & Communication Engineering, Greater Kolkata College of Engineering and Management, JIS Group, West Bengal, India. He has more than 12 years of teaching & more than 8 years of research experience. He completed his B. Tech in 2007, M. Tech in 2012 & Ph.D. in 2022. Dr. Dutta's research interests include Sensor and transducer, nonlinear process control systems, Mechatronics systems, optimization algorithms, intelligent systems, Internet of Things (IoT), machine learning, and Deep learning. He has 14 International and national patents, he has published more than 100 research articles in his credit, published in international, and national journals & conference proceedings. He has 10 edited & authored books & 21 book chapters under reputed book publishers Scrivener, Nova, CRC Press, Elsevier & Springer. Dr. Dutta has also been invited as session chair and invited speaker at several international Conferences. Moreover, Dr. Dutta has also been awarded by different international and national organizations regarding his credentials.

Dr. Jyoti Sekhar Banerjee is currently serving as the Associate Professor & Head of the Department in the Computer Science and Engineering (AI & ML) Department at the Techno Bengal Institute of Technology (formerly known as 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 also works as a Remote Researcher in the Internet of THings & AppliCAtions Lab (ITHACA) at the Department of Electrical and Computer Engineering, University of Western Macedonia, Greece. Dr. Banerjee is also working as the Adjunct Research Faculty under the Lincoln Global Postdoctoral Researcher (LGPR) Programme at Lincoln University College, Malaysia. 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 21 years and completed one IEI funded project. 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 the Vice Chairman Cum Chairman Elect in Computer Society of India, Kolkata Chapter for the year 2025-2027.

Prof. (Dr.) Siddhartha Bhattacharyya [FRSA, FIET (UK), FIEI, FIETE, FSCRS, LFOSI, SMIEEE, SMACM, SMAAIA, SMIETI, LMCSI, LMISTE] is currently a senior researcher at VSB - Technical University of Ostrava, Ostrava, Czech Republic. He is also a scientific advisor at Algebra Bernays University, Zagreb, Croatia. Prior to this, he was the Principal of Rajnagar Mahavidyalaya, Birbhum, India. Before this, he was a professor at CHRIST (Deemed to be University), Bangalore, India. He also served as the Principal of RCC Institute of Information Technology, Kolkata, India. He has served VSB Technical University of Ostrava, Czech Republic, as a Senior Research Scientist. He is the recipient of several coveted national and international awards. He received the Honorary Doctorate Award (D. Litt.) from The University of South America and the SEARCC International Digital Award ICT Educator of the Year in 2017. He was appointed as the ACM Distinguished Speaker for the tenure of 2018-2020. He has been appointed as the IEEE Computer Society Distinguished Visitor for 2021-2024. He is a co-author of six books and the co-editor of 106 books and has more than 400 research publications in international journals and conference proceedings to his credit.

Dr. Debashis De is a professor in the Department of Computer Science and Engineering at the Maulana Abul Kalam Azad University of Technology, West Bengal, India. He received an M.Tech. degree from the University of Calcutta, in 2002. and a Ph.D. from Jadavpur University in 2005. He is a senior member-IEEE, fellow IETE, and life member CSI. He was awarded the prestigious Boyscast Fellowship by the Department of Science and Technology, Government of India, to work at the Heriot-Watt University, Scotland, UK. He received the Endeavour Fellowship Award from 2008-2009 by DEST Australia to work at the University of Western Australia. He received the Young Scientist award both in 2005 in New Delhi and in 2011 in Istanbul, Turkey, from the International Union of Radio Science, Belgium. In 2016, he received the JC Bose research award from IETE, New Delhi.

Dr. Panagiotis Sarigiannidis is the Director of the ITHACA lab, co-founder of the 1st spin-off of the University of Western Macedonia: MetaMind Innovations P.C., and Full Professor in the Department of Electrical and Computer Engineering in the University of Western Macedonia, Kozani, Greece. He received the B.Sc. and Ph.D. degrees in computer science from the Aristotle University of Thessaloniki, Thessaloniki, Greece, in 2001 and 2007, respectively. He has published over 360 papers in international journals, conferences and book chapters, including IEEE Communications Surveys and Tutorials, IEEE Transactions on Communications, IEEE Internet of Things, IEEE Transactions on Broadcasting, IEEE Systems Journal, IEEE Wireless Communications Magazine, IEEE Open Journal of the Communications Society, IEEE/OSA Journal of Lightwave Technology, IEEE Transactions on Industrial Informatics, IEEE Access and Computer Networks. He received six best paper awards and the IEEE SMC TCHS Research and Innovation Award 2023. He has been involved in several national, European and international projects, coordinating and technically leading numerous national and European projects including H2020, Horizon Europe, Erasmus+ and operational programs. His research interests include telecommunication networks, internet of things and network security. He is an IEEE member and participates in the Editorial Boards of various journals like IEEE Transactions on Communications, IET Networks, International Journal of Communication Systems and International Journal of Information Security.

Dr. Mohamed Lahby is Associate Professor at the Higher Normal School (ENS) University Hassan II of Casablanca, Morocco. His PhD in Computer Science from Faculty of Sciences and Technology of Mohammedia, University Hassan II of Casablanca, in 2013. His research interests are wireless communication and network, mobility management, QoS/QoE, Internet of things, Smart cities, Optimization and Machine learning. He has published more than 60 papers (book chapters, international journals, and conferences), 10 edited books, and 1 authored book. He has served and continues to serve on executive and technical program committees of numerous international conferences such as IEEE PIMRC, ICC, NTMS, IWCMC, WINCOM, ISNCC. He also referees many prestigious Elsevier journals: Ad Hoc Networks, Applied Computing and Informatics and International journal of disaster risk reduction. He organized and participated more than 40 conferences and workshops. He is the chair of many international workshops and special sessions such as MLNGSN'19, CSPSC'19, MLNGSN'20, MLNGSN'21, AI2SC '20, WCTCP'20, CIOT'22, ISGTA'23 and ISGAIE'25

Dr. Shashi Kant Gupta is a distinguished academic and researcher in the field of Computer Science and Engineering, with a prolific career spanning over a decade. His extensive contributions to academia and industry are marked by his roles in various prestigious institutions and his leadership in innovative research projects. Prof. Gupta's work primarily focuses on Cloud Computing, Big Data Analytics, IoT, and Computational Intelligence with multidisciplinary areas in which he has made significant advancements. Prof. Gupta is currently serving as the Adjunct Faculty, Faculty of Information Technology, Victorian Institute of Technology, Level 14,123 Queen Street, Melbourne VIC 3000, Australia. In addition, he is currently serving as a Post-Doctoral Fellow and Researcher at Eudoxia Research University, USA, where he is involved in cutting-edge research in Computer Science and Engineering. He serves as Adjunct Professor at Lincoln University College (Malaysia), Chitkara University (India), Saveetha School of Engineering (India), and MAAUN (Nigeria), among others. He has published widely in SCOPUS/SCI journals, holds international patents, and edits books with Springer, CRC, Wiley, and Taylor & Francis. He is a senior editor, senior IEEE member, and recipient of multiple international awards

Dr. Pijush Dutta 擔任印度西孟加拉邦 JIS 集團大加爾各答工程與管理學院電子與通信工程系的助理教授及系主任。他擁有超過 12 年的教學經驗和超過 8 年的研究經驗。他於 2007 年獲得 B. Tech 學位，2012 年獲得 M. Tech 學位，並於 2022 年獲得博士學位。Dr. Dutta 的研究興趣包括傳感器與變換器、非線性過程控制系統、機電一體化系統、優化算法、智能系統、物聯網 (IoT)、機器學習和深度學習。他擁有 14 項國際和國內專利，並在國際和國內期刊及會議論文集中發表了超過 100 篇研究文章。他編輯和撰寫了 10 本書籍及 21 章書籍，出版於知名出版社 Scrivener、Nova、CRC Press、Elsevier 和 Springer。Dr. Dutta 還受邀擔任多個國際會議的會議主席和特邀演講者。此外，Dr. Dutta 也因其資歷獲得不同國際和國內組織的獎項。

Dr. Jyoti Sekhar Banerjee 目前擔任印度加爾各答科技孟加拉技術學院 (前稱孟加拉技術學院) 計算機科學與工程 (AI & ML) 系的副教授及系主任。他同時擔任 R&D 和諮詢小組的負責教授及 BIT 知識產權小組的聯絡官。自 2024 年起，他還在希臘西馬其頓大學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。Dr. Banerjee 也在馬來西亞林肯大學學院的林肯全球博士後研究員 (LGPR) 計劃下擔任兼任研究教員。他曾是英國諾丁漢特倫特大學 (NTU) 認知計算與腦信息學研究小組 (CCBI) 的遠程研究員。Dr. Banerjee 在諾丁漢特倫特大學計算機科學系完成了博士後研究。他還在西孟加拉邦 MAKAUT 獲得了知識產權與技術商業化的研究生文憑。他擁有 21 年的教學和研究經驗，並完成了一個 IEI 資助的項目。他目前是 ISTE WB 區的秘書兼財務主管，以及加爾各答 IETE 中心的秘書。他是印度計算機學會加爾各答分會的前任秘書。Dr. Banerjee 也是印度計算機學會加爾各答分會 2025-2027 年的副主席兼主席當選人。

Prof. (Dr.) Siddhartha Bhattacharyya [FRSA, FIET (UK), FIEI, FIETE, FSCRS, LFOSI, SMIEEE, SMACM, SMAAIA, SMIETI, LMCSI, LMISTE] 目前是捷克共和國奧斯特拉瓦技術大學的高級研究員。他同時也是克羅埃西亞薩格勒布的阿爾吉布拉伯奈斯大學的科學顧問。在此之前，他曾擔任印度比爾布姆的 Rajnagar Mahavidyalaya 校長。在此之前，他是印度班加羅爾的 CHRIST (被認可的大學) 的教授。他還曾擔任印度加爾各答 RCC 信息技術學院的校長。他曾在捷克共和國奧斯特拉瓦技術大學擔任高級研究科學家。他獲得了多項國內和國際獎項。他於 2017 年獲得南美大學的榮譽博士學位 (D. Litt.) 和 SEARCC 國際數位獎 ICT 年度教育者。他被任命為 2018-2020 年的 ACM 傑出演講者。他被任命為 2021-2024 年 IEEE 計算機學會的傑出訪客。他是六本書的共同作者和 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 篇研究文章。

Dr. Debashis De 是印度西孟加拉邦 Maulana Abul Kalam Azad 科技大學計算機科學與工程系的教授。他於 2002 年在加爾各答大學獲得 M.Tech. 學位，並於 2005 年在賈達夫普爾大學獲得博士學位。他是 IEEE 的高級會員、IETE 的院士和 CSI 的終身會員。他曾獲得印度科學與技術部頒發的著名 Boyscast 獎學金，在英國赫瑞瓦特大學工作。他於 2008-2009 年獲得澳大利亞 DEST 的 Endeavour 獎學金，在西澳大利亞大學工作。他在 2005 年於新德里和 2011 年於土耳其伊斯坦堡獲得國際無線科學聯合會的青年科學家獎。2016 年，他獲得了新德里 IETE 的 JC Bose 研究獎。

Dr. Panagiotis Sarigiannidis 是 ITHACA 實驗室的主任，西馬其頓大學的第一家衍生公司 MetaMind Innovations P.C. 的共同創辦人，以及西馬其頓大學電氣與計算機工程系的全職教授。他於 2001 年和 2007 年在希臘塞薩洛尼基的亞里士多德大學獲得計算機科學的學士和博士學位。他在國際期刊、會議和書籍章節上發表了超過 360 篇論文，包括 IEEE 通信調查與教程、IEEE 通信期刊、IEEE 物聯網、IEEE 廣播期刊、IEEE 系統期刊、IEEE 無線通信雜誌、IEEE 通信學會開放期刊、IEEE/OSA 光波技術期刊、IEEE 工業信息學期刊、IEEE Access 和計算機網絡。他獲得了六項最佳論文獎和 2023 年 IEEE SMC TCHS 研究與創新獎。他參與了多個國家、歐洲和國際項目，協調和技術領導了多個國家和歐洲項目，包括 H2020、Horizon Europe、Erasmus+ 和運營計劃。他的研究興趣包括電信網絡、物聯網和網絡安全。他是 IEEE 會員，並參與多個期刊的編輯委員會，如 IEEE 通信期刊、IET 網絡、國際通信系統期刊和國際信息安全期刊。

Dr. Mohamed Lahby 是摩洛哥哈桑二世大學高等師範學校 (ENS) 的副教授。他於 2013 年在哈桑二世大學摩哈梅迪亞科學與技術學院獲得計算機科學博士學位。他的研究興趣包括無線通信與網絡、移動管理、QoS/QoE、物聯網、智慧城市、優化和機器學習。他已發表超過 60 篇論文（書籍章節、國際期刊和會議），編輯了 10 本書籍，並撰寫了 1 本書。他曾在多個國際會議的執行和技術程序委員會中任職，並持續擔任 IEEE PIMRC、ICC、NTMS、IWCMC、WINCOM 和 ISNCC 等會議的委員。他還為多本知名的 Elsevier 期刊擔任審稿人，包括 Ad Hoc Networks、Applied Computing and Informatics 和 International Journal of Disaster Risk Reduction。他組織並參加了超過 40 場會議和研討會，並擔任多個國際研討會和特別會議的主席，如 MLNGSN'19、CSPSC'19、MLNGSN'20、MLNGSN'21、AI2SC '20、WCTCP'20、CIOT'22、ISGTA'23 和 ISGAIE'25。

Dr. Shashi Kant Gupta 是計算機科學與工程領域的傑出學者和研究人員，擁有超過十年的豐富職業生涯。他在學術界和工業界的廣泛貢獻體現在他在多個知名機構的角色以及他在創新研究項目中的領導地位。Prof. Gupta 的工作主要集中在雲計算、大數據分析、物聯網和計算智能等多學科領域，並在這些領域取得了顯著的進展。Prof. Gupta 目前擔任澳大利亞維多利亞技術學院信息技術系的兼任教員，地址為墨爾本市皇后街 123 號 14 樓，郵政編碼 3000。此外，他目前在美國 Eudoxia Research University 擔任博士後研究員，參與計算機科學與工程的前沿研究。他還在馬來西亞林肯大學學院、印度 Chitkara 大學、印度 Saveetha 工程學院和尼日利亞 MAAUN 擔任兼任教授。他在 SCOPUS/SCI 期刊上廣泛發表，擁有國際專利，並與 Springer、CRC、Wiley 和 Taylor & Francis 編輯書籍。他是高級編輯、高級 IEEE 會員，並獲得多項國際獎項。