Artificial Intelligence Based Solutions for Industrial Applications
Jha, Pooja, Mahato, Shalini, Jana, Prasanta K.
相關主題
商品描述
Artificial Intelligence based Solutions for Industrial Applications aims to examine the utilization of artificial intelligence (AI) technologies to tackle difficult industrial issues and offers readers a thorough understanding of how these technologies are being employed to address intricate industrial challenges and to stimulate innovation. This book explores the fundamental principles of artificial intelligence (AI) and its practical use in industrial environments. This book improves understanding of core concepts, the present state of the art and real-time implementation of AI in many industrial applications.
This book describes the detailed implementation of AI in the industrial sector as well as related case studies for in-depth understanding. Basic concepts, related work reviews, illustrations, empirical results, and tables are integrated within each chapter to give the readers the opportunity to gain maximum knowledge and to easily understand the methodology and results presented.
This book introduces a variety of smart algorithms to help in filtering important information and to solve problems in the application domains. Application of machine learning and deep learning in the industry demonstrates the capabilities by which it may be used to solve practical problems in the 'Fourth Industrial Revolution', and it equips readers with the necessary knowledge and tools to design solutions by themselves with the help of theory and practical examples dealt with. The fourth industrial revolution and its consequences on society and organizations are discussed in this book.
Features:
- Detailed understanding of the industrial application of AI.
- Discussion of core concepts of different machine learning and deep learning techniques such as artificial neural networks, support vector machines, K -nearest neighbour, decision tree, logistic regression, and many more.
- Detailed study on various industrial applications of machine learning and deep learning in healthcare, education, entertainment, share market, manufacturing, and many more.
- Case studies on industrial application of AI
- Summataion of the fourth industrial revolution and its consquences on society and organizations.
This book is primarily written for graduate students, engineers, and academic researchers, industrial practitioners, and anyone who wants to optimize production processes, explore AI technology, or stay ahead in the industrial field. It covers the complexities of AI in industrial contexts from core basic understanding to complex implementation.
商品描述(中文翻譯)
《基於人工智慧的工業應用解決方案》旨在探討人工智慧(AI)技術在解決複雜工業問題中的應用,並為讀者提供這些技術如何被用來應對複雜工業挑戰及促進創新的全面理解。本書探討了人工智慧(AI)的基本原則及其在工業環境中的實際應用。本書增進了對核心概念、當前技術狀態及AI在多種工業應用中的即時實施的理解。
本書詳細描述了AI在工業領域的具體實施以及相關案例研究,以便深入理解。每一章節中整合了基本概念、相關工作回顧、插圖、實證結果和表格,讓讀者有機會獲得最大知識並輕鬆理解所呈現的方法論和結果。
本書介紹了多種智能算法,以幫助篩選重要信息並解決應用領域中的問題。機器學習和深度學習在工業中的應用展示了其解決「第四次工業革命」中實際問題的能力,並使讀者具備必要的知識和工具,能夠在理論和實際範例的幫助下自行設計解決方案。本書還討論了第四次工業革命及其對社會和組織的影響。
特色:
- 對AI在工業應用中的詳細理解。
- 討論不同機器學習和深度學習技術的核心概念,如人工神經網絡、支持向量機、K-最近鄰、決策樹、邏輯回歸等。
- 對機器學習和深度學習在醫療、教育、娛樂、股市、製造等多種工業應用的詳細研究。
- AI在工業應用中的案例研究。
- 對第四次工業革命及其對社會和組織影響的總結。
本書主要為研究生、工程師、學術研究者、工業從業者以及任何希望優化生產流程、探索AI技術或在工業領域保持領先的人士所撰寫。它涵蓋了AI在工業背景中的複雜性,從核心基本理解到複雜的實施。
作者簡介
Pooja Jha received her Ph.D. degree in Information Technology from BIT Mesra, Ranchi, India in 2019 and has completed her master's degree from BIT Mesra, Ranchi, India. She is currently working as Assistant Professor in the Department of CS-IT, Amity University Jharkhand, India since 2017. She has more than 17 years of teaching experience. She has contributed more than 11 research papers. She has published papers in many reputed journals like International Journal of System Assurance Engineering and Management, International Journal of Computer Applications in Technology, Journal of Theoretical and Applied Information Technology etc. She has been a reviewer of International Journal of Software Innovation (IJSI) and an active member of International Association of Engineers (IAENG). She has handled many university students with their scholarly research papers. Recently, she has been assigned as a reviewer of IEEE Madras Section International Conference, MASCON 2021. Her research interests mainly focus on Software metrics, Artificial Intelligence, Machine Learning and Soft Computing. She has been the Session Chairperson of various IEEE conference. She is currently the Head of Department, IT at Amity University Jharkhand.
Shalini Mahato is currently working as Assistant Professor in Department of Electronics and Computer Engineering, National Institute of Advanced Manufacturing Technology, Ranchi (NIAMT), (formerly NIFFT) Ranchi, Jharkhand, India. She has done her Ph.D in Computer Science and Engineering from Birla Institute of Technology, Mesra, Jharkhand, India in 2021. She has completed her M. Tech (Computer Systems and Technology) degree in 2013 and B. Tech (Computer Science and Engineering) degree in 2008 from Maulana Abul Kalam Azaad University (erstwhile WBUT), West Bengal, India. She has worked as a developer in Tata Consultancy Services (TCS). She has contributed to more than 20 research papers out of which 7 are SCI indexed and 6 are Scopus indexed. She has a project selected in MSME Idea Hackathon 2022 sponsored by Ministry of Micro, Small & Medium Enterprises (MSME) Innovative Scheme, Government of India. She is the winner MSME Idea Hackathon 2022. She has 3 Indian patents filed under her name. She organized international conference as a Co-convenor, International Conference on "Global Mental Health and Public Health Challenges and Innovation (GMHPHCI'22)" organized by Indian Institute of Information Technology (IIIT), Ranchi, Jharkhand, India. She has been a resource person in many FDP, Seminar and Conferences. She has been the reviewer of IEEE Access, Journal of Medical Systems, Journal of Intelligent & Fuzzy Systems, and many others. She has been the organizer of many conferences and FDP. She has attended several FDPs and short-term courses in various renowned Institutions like IIT Kharagpur, NIT Patna, NIT Jamshedpur, and many others. Her area of interest includes Machine learning, Soft Computing and Biomedical Signal Processing
Prasanta K. Jana received M. Tech. degree in Computer Science from University of Calcutta in 1988 and Ph. D. in 2000 under the joint supervision of Indian Statistical Institute and Jadavpur University, Kolkata. Currently, he is a Professor (HAG) in the Department of Computer Science and Engineering at Indian Institute of Technology (Indian School of Mines) Dhanbad, India. He has contributed 216 research publications in his credit and co-authored five books, four book chapters and three edited volumes. He has also produced 20 Ph. Ds. As a recognition of his outstanding research contributions, he has been awarded Senior Member of IEEE in 2009. He is also the recipient of Canara Bank Research Publication Award in the year 2015 and 2017. He is also among the World ranking of top 2% (all fields) Indian scientists in Artificial Intelligence surveyed by Stanford University, USA in four consecutive years, i.e., 2020-2024. His current research interest includes Cloud Computing, Fog/edge Computing and Machine Learning with a special interest on Federated Learning. He is in the editorial board of two international journals. He has served as referees in many reputed international journals. Prof. Jana has acted as the General Chair of the International Conferences ICADCML-2022, RAIT-2018 and RAIT-2012, Co-chair of national conference RAIT-2009 and Convener of the workshop WPDC-2008. He has also served as the member of Advisory Committee and Programme Committee of several international conferences. He has made academic visit to several foreign universities including University of Aizu, Japan, Imperial college of London, UK, University of Macau, Macau and Curtin University, Malaysia.
Sudhanshu Maurya is a visiting Post post-doctoral researcher at the University of Luxembourg. He has completed his post-doctoral research at the School of Computer & Communication Engineering, Universiti Malaysia Perlis (UniMAP), Kangar, Perlis, Ministry of Education, Malaysia. He is currently working as Associate Professor CSE & Research Head at Symbiosis Institute of Technology, Nagpur Campus, Symbiosis International (Deemed University), India. He is also associated with the Center of Artificial Intelligence & Robotics, Indian Institute of Technology (IIT) Mandi, for AI-based Quantum Cryptographic Techniques research. Dr. Maurya has completed his Ph.D. in Computer Science, with a particular focus on the "Security and Privacy aspect of Mobile Cloud Computing." He acquired M. Tech CSE (Gold Medalist) from Hemvati Nandan Bahuguna Garhwal Central University, Uttarakhand. His area of research is dedicated to Artificial Intelligence, the Internet of Everything, and Cloud Computing. He has two international Patents (Granted), 13 Indian patents, two edited books, five-course books, and authored/co-authored more than a hundred research papers indexed in Web of Science, SCOPUS, or UGC approved Journals. He has attended several FDPs, short-term courses, conferences, seminars, and workshops in various renowned Institutions like IIT Kharagpur, IIT Guwahati, IIT Patna, NIT Surat, JNU New Delhi, Central University of Rajasthan, and many others. As far as his Professional Affiliations are concerned, he is a senior member of IEEE, IEEE Branch Counselor at SIT Nagpur under IEEE Bombay Section, IEEE Young Professionals, a Professional Member of ACM, a Member of CSI, Computer Society Technical Committee on Cloud Computing, an Associate Member Technologist of the Institute of Engineers (India), and Computer Science Teachers Association (csta.acm.org).
Ines Chihi was born in Tunisia, Inès Chihi obtained her PhD degree in electrical engineering in 2013 and her "Habilitation Universitaire" in 2019 from the National Engineering School of Tunis. Until end 2021, she was a professor in electrical engineering in Tunisia. She is founder and president of the Association of Energy Efficiency and the Environment (AEEE) and member of the first Tunisian Network for Energy Transition. Since January 2022, Inès has joined the Department of Engineering at the University of Luxembourg. Her research focuses on electrical measurement and sensor technologies, with a particular emphasis on smart sensors and the estimation and identification of complex systems with unpredictable behaviours. Her innovative approaches find application in a wide array of fields, including bioengineering, energy, and industry 4.0. Her impactful contributions shape academia and foster a sustainable future.
作者簡介(中文翻譯)
Pooja Jha於2019年在印度朗契的BIT Mesra獲得資訊科技博士學位,並完成了碩士學位。自2017年以來,她在印度賈爾坎德的阿米提大學CS-IT系擔任助理教授。她擁有超過17年的教學經驗,並發表了超過11篇研究論文。她的論文發表在許多知名期刊上,如《International Journal of System Assurance Engineering and Management》、《International Journal of Computer Applications in Technology》、《Journal of Theoretical and Applied Information Technology》等。她曾擔任《International Journal of Software Innovation (IJSI)》的審稿人,並是國際工程師協會(IAENG)的活躍成員。她指導過許多大學學生的學術研究論文。最近,她被指派為IEEE Madras Section International Conference, MASCON 2021的審稿人。她的研究興趣主要集中在軟體度量、人工智慧、機器學習和軟計算。她曾擔任多個IEEE會議的會議主席。目前,她是阿米提大學賈爾坎德資訊科技系的系主任。
Shalini Mahato目前在印度賈爾坎德朗契的國家先進製造技術研究所(NIAMT,前NIFFT)電子與計算機工程系擔任助理教授。她於2021年在印度賈爾坎德的比爾拉科技學院獲得計算機科學與工程博士學位。她於2013年獲得計算機系統與技術碩士學位,並於2008年獲得計算機科學與工程學士學位,均來自印度西孟加拉的穆罕默德·阿布·卡拉姆·阿扎德大學(前WBUT)。她曾在塔塔諮詢服務公司(TCS)擔任開發人員。她發表了超過20篇研究論文,其中7篇為SCI索引,6篇為Scopus索引。她的專案在2022年由印度微型、小型和中型企業部(MSME)創新計畫贊助的MSME Idea Hackathon 2022中獲選。她是MSME Idea Hackathon 2022的獲獎者。她名下有3項印度專利。她作為共同召集人組織了由印度資訊技術學院(IIIT)主辦的國際會議《全球心理健康與公共健康挑戰與創新(GMHPHCI'22)》。她在許多FDP、研討會和會議中擔任資源人員。她曾擔任《IEEE Access》、《Journal of Medical Systems》、《Journal of Intelligent & Fuzzy Systems》等期刊的審稿人。她組織了多個會議和FDP,並參加了多個知名機構如IIT Kharagpur、NIT Patna、NIT Jamshedpur等的FDP和短期課程。她的研究領域包括機器學習、軟計算和生醫信號處理。
Prasanta K. Jana於1988年在加爾各答大學獲得計算機科學碩士學位,並於2000年在印度統計學研究所和加爾各答贾達夫普大學的共同指導下獲得博士學位。目前,他是印度礦業學院(Indian School of Mines)計算機科學與工程系的教授(HAG)。他發表了216篇研究論文,並共同撰寫了五本書、四個書章和三本編輯卷。他還指導了20位博士生。因其卓越的研究貢獻,他於2009年被授予IEEE資深會員稱號。他還於2015年和2017年獲得了Canara Bank研究出版獎。他在2020至2024年期間,連續四年被美國史丹佛大學調查為全球前2%(所有領域)印度科學家之一,專注於人工智慧。他目前的研究興趣包括雲計算。