Artificial Intelligence for Cognitive Modeling: Theory and Practice (人工智慧與認知模型：理論與實踐)
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)
本書以清晰且全面的方式撰寫，涵蓋了人工智慧和軟計算的傳統與現代應用。它深入探討了數學模型、演算法以及在 MATLAB 中難以解決的現實問題。本書旨在提供對模糊邏輯控制器、遺傳演算法、神經網路以及如 ANFIS 和 GA-ANN 模型等混合技術的廣泛且深入的理解。
特色：
- 對基本智能技術（模糊邏輯、遺傳演算法和使用 MATLAB 的神經網路）進行詳細描述
- 對稱為自適應模糊推理技術（ANFIS）的混合智能技術進行詳細描述
- 非線性模型的公式化，如 ANOVA 分析和反應面方法
- 各種已解決的 ANOVA 和 RSM 問題
- 針對不同過程控制系統的上述智能技術的案例研究
本書可作為手冊和指南，供所有工程學科的學生、運籌學領域的研究者、計算機應用專業人士以及在優化領域工作的各類專業人士使用。
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)
教授 Pijush Dutta 於 2007 年和 2012 年分別在印度 WBUT 獲得電子與通信工程及機電工程的 B.Tech. 和 M.Tech. 學位，目前正在印度 Mewar 大學電子與通信工程系攻讀博士學位（已提交）。目前，他擔任印度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。他曾於 2018 年至 2022 年擔任印度 Krishnagar 全球管理技術學院的電子與通信工程系主任。他目前的研究興趣包括傳感器與變送器、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）、機器學習與深度學習。他在同行評審的期刊及國內外會議上發表了 50 以上的論文，並已獲得 14 項國內外專利。Dutta 教授已出版 3 本書籍，並擔任多本國際同行評審期刊的編輯及審稿委員會成員。
博士 Souvik Pal 是印度加爾各答 Sister Nivedita University（Techno India Group）計算機科學與工程系的副教授。Pal 博士在 KIIT 大學（印度布巴內斯瓦爾）獲得計算機科學與工程的 M.Tech. 和博士學位，擁有超過十年的學術經驗。他是 18 本以上知名出版社（包括 Elsevier、Springer、CRC Press 和 Wiley）書籍的作者或共同編輯，並持有三項專利。他在 Scopus / SCI/SCIE 期刊及會議上發表了超過 75 篇論文。他擔任《智能雲物聯網系統的學習分析進展》系列的編輯，該系列由 Scrivener-Wiley 出版（Scopus 索引）；《物聯網：以數據為中心的智能計算、信息學與通信》，由 CRC Press、Taylor & Francis Group（美國）出版；《智能系統、數據工程與優化會議論文集系列》，由 CRC Press、Taylor & Francis Group（美國）出版。他是 RICE 2019、2020 越南及 ICICIT 2019 突尼西亞的組織主席，並受邀於 ICICCT 2019 土耳其及 ICTIDS 2019、2021 馬來西亞擔任主題演講者。他還擔任 ICICCT 2019、2020；ICMMCS 2020、2021；ICWSNUCA 2021（印度）的會議編輯。他的專業活動包括擔任 100 多本國際期刊及會議的副編輯、客座編輯及編輯委員會成員。他的研究領域包括雲計算、大數據、物聯網、無線傳感器網絡及數據分析。他是多個專業組織的成員，包括 MIEEE、MCSI、MCSTA/ACM（美國）、MIAENG（香港）、MIRED（美國）、MACEEE（新德里）、MIACSIT（新加坡）及 MAASCIT（美國）。
博士 Asok Kumar 於 1997 年和 1999 年在加爾各答大學獲得無線物理及電子的 B.Tech. 和 M.Tech. 學位，並於 2007 年獲得 Jadavpur 大學的博士學位。目前，Kumar 博士擔任印度西孟加拉 Vidyasagar 大學學生福利部的院長。他擁有超過 21 年的教學經驗及超過 15 年的研究經驗。除了教學與研究活動外，他還擁有超過 10 年的行政經驗，曾擔任系主任、學術院長、NBA 協調員及多所知名工程學院的院長。Kumar 博士的研究領域包括數據安全、無線通信、信息理論與編碼、計算機網絡、智能控制、軟計算、優化及傳感器與變送器。他在國內、國際及會議論文集中發表了超過 90 篇研究文章，並擔任超過 10 本國內期刊的審稿人。
