Artificial Intelligence for Cognitive Modeling: Theory and Practice
Dutta, Pijush, Pal, Souvik, Kumar, Asok
相關主題
商品描述
This book is written in a clear and thorough way to cover both the traditional and modern uses of artificial intelligence and soft computing. It gives an in-depth look at mathematical models, algorithms, and real-world problems that are hard to solve in MATLAB. The book is intended to provide a broad and in-depth understanding of fuzzy logic controllers, genetic algorithms, neural networks, and hybrid techniques such as ANFIS and the GA-ANN model.
Features:
- A detailed description of basic intelligent techniques (fuzzy logic, genetic algorithm and neural network using MATLAB)
- A detailed description of the hybrid intelligent technique called the adaptive fuzzy inference technique (ANFIS)
- Formulation of the nonlinear model like analysis of ANOVA and response surface methodology
- Variety of solved problems on ANOVA and RSM
- Case studies of above mentioned intelligent techniques on the different process control systems
This book can be used as a handbook and a guide for students of all engineering disciplines, operational research areas, computer applications, and for various professionals who work in the optimization area.
商品描述(中文翻譯)
這本書以清晰而詳盡的方式介紹了人工智慧和軟計算的傳統和現代應用。它深入探討了在MATLAB中難以解決的數學模型、算法和現實世界的問題。本書旨在提供對模糊邏輯控制器、遺傳算法、神經網絡以及ANFIS和GA-ANN模型等混合技術的廣泛而深入的理解。
特點：
- 詳細描述基本智能技術（模糊邏輯、遺傳算法和神經網絡）在MATLAB中的應用
- 詳細描述自適應模糊推理技術（ANFIS）這種混合智能技術
- 制定非線性模型，如ANOVA和響應曲面方法的分析
- 解決各種ANOVA和RSM問題
- 在不同的過程控制系統上進行上述智能技術的案例研究
這本書可以作為各種工程學科、運籌學領域、計算機應用以及在優化領域工作的各種專業人士的手冊和指南。
作者簡介
Prof. Pijush Dutta received his B.Tech. and M.Tech. in Electronics and Communication Engineering & Mechatronics Engineering from WBUT, India in 2007 and 2012, respectively & pursuing his PhD degree ( Submitted) from the Department of Electronics & Communication Engineering, Mewar University, India. Currently, he is working as the Assistant Professor & Head of the Department of Electronics and Communication Engineering Department, Greater Kolkata College of Engineering & Management, Baruipur, India. He was the former Head of ECE Department, Global Institute of Management Technology, Krishnagar, India from 2018 to 2022. His current research interests include Sensor & transducer, nonlinear process control system, Mechatronics system & Control, optimization, intelligent system, Internet of Things (IOT), machine learning & Deep learning. He has 50+ publications in peer-reviewed journals, and in national and international conferences. He also published 14 National & International patents so far. Prof. Dutta has authored 3 books in his credit. He is also editorial and review board member of many peer review international journals.
Dr. Souvik Pal is an Associate Professor in the Department of Computer Science and Engineering at Sister Nivedita University (Techno India Group), Kolkata, India. Dr. Pal received his M. Tech, and PhD degrees in the field of Computer Science and Engineering from KIIT University, Bhubaneswar, India. He has more than a decade of academic experience. He is author or co-editor of more than 18 books from reputed publishers, including Elsevier, Springer, CRC Press, and Wiley, and he holds three patents. He has more than 75 Publications in his credit in Scopus / SCI/SCIE Journals and conferences. He is serving as a Series Editor for "Advances in Learning Analytics for Intelligent Cloud-IoT Systems", published by Scrivener-Wiley Publishing (Scopus-indexed); "Internet of Things: Data-Centric Intelligent Computing, Informatics, and Communication", published CRC Press, Taylor & Francis Group, USA; "Conference Proceedings Series on Intelligent Systems, Data Engineering, and Optimization", published CRC Press, Taylor & Francis Group, USA. He is the organizing chair of RICE 2019, Vietnam; RICE 2020 Vietnam; ICICIT 2019, Tunisia. He has been invited as a keynote speaker at ICICCT 2019, Turkey, and ICTIDS 2019, 2021 Malaysia. He has also served as Proceedings Editor of ICICCT 2019, 2020; ICMMCS 2020, 2021; ICWSNUCA 2021, India. His professional activities include roles as Associate Editor, Guest Editor, and Editorial Board member for more than 100+ international journals and conferences of high repute and impact. His research area includes cloud computing, big data, internet of things, wireless sensor network, and data analytics. He is a member of many professional organizations, including MIEEE; MCSI; MCSTA/ACM, USA; MIAENG, Hong Kong; MIRED, USA; MACEEE, New Delhi; MIACSIT, Singapore; and MAASCIT, USA.
Dr. Asok Kumar received his B.Tech & M.Tech Degree in radio physics and Electronics from Calcutta University in 1997 & 1999 respectively and received his PhD degree from Jadavpur University, 2007. Currently Dr. Kumar working a Dean of the Student welfare Department at Vidyasagar University, West Bengal, India. He has more than 21 years of teaching & more than 15 years of research experience. Apart from teaching & research activity, he has more than 10 years of administrative experience as a HOD, Dean of Academics, NBA Coordinator & Principal of several reputated Engineering Colleges. Dr. Kumar research includes data security, Wireless Communication, Information Theory & Coding, Computer Networking, Intelligent Control, Soft Computing, Optimization, and Sensor & Transducer. He has more than 90 research articles in his credit, published in national, international & conference proceedings. He is a reviewer of more than 10 national international journals .he has authored 2 Author book & 7 book chapters in the field of data security & networking. He has been invited as a keynote speaker at many national level institutes & organizations. He is a member of various professional bodies like IE (India), IEEE, ISTE, IACSIT, etc.
Dr. Korhan Cengiz received the BSc Degree in Electronics and Communication Engineering from Kocaeli University and Business Administration from Anadolu University, Turkey in 2008 and 2009 respectively. He took his MSc degree in Electronics and Communication Engineering from Namik Kemal University, Turkey in 2011, and the PhD degree in Electronics Engineering from Kadir Has University, Turkey in 2016. Since September 2022, He has been associate professor in the department of Computer Engineering, Istinye University, Istanbul, Turkey. Since April 2022, he has been the chair of the research committee of University of Fujairah, United Arab Emirates. Since August 2021, he has been an Assistant Professor at the College of Information Technology in University of Fujairah, UAE. Dr. Cengiz is the author of over 40 SCI / SCI-E articles including IEEE Internet of Things Journal, IEEE Access, Expert Systems with Applications, Knowledge Based Systems and ACM Transactions on Sensor Networks, 5 international patents, more than 10 book chapters, and 1 book in Turkish. He is editor of more than 10 books. His research interests include wireless sensor networks, wireless communications, statistical signal processing, indoor positioning systems, internet of things, power electronics and 5G. He is the Associate Editor of IEEE Potentials Magazine, Handling Editor of Microprocessors and Microsystems, Elsevier, Associate Editor of IET Electronics Letters, IET Networks. He has also Guest Editorial Positions in IEEE Internet of Things Magazine. He serves several reviewer positions for IEEE Internet of Things Journal, IEEE Sensors Journal and IEEE Access. He serves several book editorial positions in IEEE, Springer, Elsevier, Wiley and CRC. He presented 40+ keynote talks in reputed IEEE and Springer Conferences about WSNs, IoT and 5G. He is Senior Member, IEEE and Professional Member of ACM. Dr. Cengiz's awards and honors include the Tubitak Priority Areas PhD Scholarship, the Kadir Has University PhD Student Scholarship, best presentation award in ICAT 2016 Conference and best paper award in ICAT 2018 Conference.
作者簡介(中文翻譯)
Prof. Pijush Dutta（皮朱什·杜塔教授）於2007年和2012年分別在印度WBUT（西孟加拉理工大學）獲得電子與通信工程和機電工程的學士和碩士學位，並正在印度Mewar大學的電子與通信工程系攻讀博士學位（已提交）。目前，他擔任印度Baruipur的Greater Kolkata College of Engineering & Management（大加爾各答工程與管理學院）的助理教授兼電子與通信工程系主任。他曾在2018年至2022年擔任印度Krishnagar的Global Institute of Management Technology（全球管理技術學院）電子與通信工程系主任。他目前的研究興趣包括傳感器和變換器、非線性過程控制系統、機電系統與控制、優化、智能系統、物聯網（IOT）、機器學習和深度學習。他在同行評審期刊和國內外會議上發表了50多篇論文，並發表了14項國家和國際專利。杜塔教授已經出版了3本書，並擔任多個同行評審國際期刊的編輯和審稿人。
Dr. Souvik Pal（蘇維克·帕爾博士）是印度加爾各答的Sister Nivedita University（尼維迪塔大學）（Techno India Group）計算機科學與工程系的副教授。帕爾博士在印度Bhubaneswar的KIIT大學獲得計算機科學與工程的碩士和博士學位。他擁有十多年的學術經驗。他是多本由知名出版商（包括Elsevier、Springer、CRC Press和Wiley）出版的書籍的作者或合編者，並擁有三項專利。他在Scopus/SCI/SCIE期刊和會議上發表了75多篇論文。他是由Scrivener-Wiley Publishing（Scopus索引）出版的“Advances in Learning Analytics for Intelligent Cloud-IoT Systems”系列編輯；由CRC Press、Taylor & Francis Group出版的“Internet of Things: Data-Centric Intelligent Computing, Informatics, and Communication”；由CRC Press、Taylor & Francis Group出版的“Conference Proceedings Series on Intelligent Systems, Data Engineering, and Optimization”的組織主席。他曾擔任越南RICE 2019、RICE 2020和突尼斯ICICIT 2019的組織主席。他曾應邀擔任土耳其ICICCT 2019和馬來西亞ICTIDS 2019、2021的主題演講嘉賓。他還擔任ICICCT 2019、2020；ICMMCS 2020、2021；ICWSNUCA 2021的會議編輯。他的研究領域包括雲計算、大數據、物聯網、無線傳感器網絡和數據分析。他是許多專業組織的成員，包括MIEEE、MCSI、MCSTA/ACM（美國）、MIAENG（香港）、MIRED（美國）、MACEEE（新德里）、MIACSIT（新加坡）和MAASCIT（美國）。
Dr. Asok Kumar（阿索克·庫馬爾博士）於1997年和1999年分別在加爾各答大學獲得無線物理和電子學的學士和碩士學位，並於2007年在Jadavpur大學獲得博士學位。目前，庫馬爾博士在印度西孟加拉邦的Vidyasagar大學擔任學生福利部門的主任。他擁有超過21年的教學經驗和超過15年的研究經驗。除了教學和研究活動外，他還擔任過多個知名工程學院的系主任、學術主任、NBA協調員和校長等行政職務超過10年。庫馬爾博士的研究領域包括數據安全、無線通信、信息理論和編碼、計算機網絡、智能控制、軟計算、優化和傳感器與變換器。他在國內外期刊和會議論文集上發表了90多篇研究文章。他是10多個國家期刊的審稿人。
