Artificial Intelligence for Cognitive Modeling: Theory and Practice
暫譯: 認知模型的人工智慧:理論與實踐

Dutta, Pijush, Pal, Souvik, Kumar, Asok

  • 出版商: CRC
  • 出版日期: 2023-04-19
  • 售價: $5,550
  • 貴賓價: 9.5$5,273
  • 語言: 英文
  • 頁數: 277
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032105704
  • ISBN-13: 9781032105703
  • 相關分類: 人工智慧
  • 海外代購書籍(需單獨結帳)

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、神經網絡以及混合技術(如 ANFIS 和 GA-ANN 模型)的廣泛且深入的理解。

特點:
- 對基本智能技術(使用 MATLAB 的模糊邏輯、遺傳演算法和神經網絡)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
- 針對非線性模型的公式化,如 ANOVA 分析和響應面方法
- 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

這本書可作為所有工程學科學生、運籌學領域、計算機應用以及在優化領域工作的各類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** 於2007年和2012年分別在印度WBUT獲得電子與通信工程及機電一體化工程的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年擔任印度克里希那加爾全球管理技術學院的ECE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、機電一體化系統與控制、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多篇論文,並已獲得14項國內外專利。Dutta教授著有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。

**Dr. 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博士在印度布巴內斯瓦爾的KIIT大學獲得計算機科學與工程的M.Tech.和PhD學位。他擁有超過十年的學術經驗,並是18本以上知名出版社(包括Elsevier、Springer、CRC Press和Wiley)的書籍的作者或共同編輯,並持有三項專利。他在Scopus / SCI/SCIE期刊和會議上發表了75篇以上的論文。他擔任《智能雲-IoT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:數據中心智能計算、信息學與通信》,由CRC Press、Taylor & Francis Group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出版。他是RICE 2019、2020越南及ICICIT 2019突尼西亞的組織主席。他曾受邀在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多本國際期刊和會議的副編輯、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)。

**Dr. Asok Kumar** 於1997年和1999年分別在加爾各答大學獲得無線物理和電子的B.Tech.及M.Tech.學位,並於2007年在賈達夫普爾大學獲得博士學位。目前,Kumar博士擔任印度西孟加拉邦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。除了教學和研究活動外,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、國際及會議論文中發表了90篇以上的研究文章,並擔任超過10本國際期刊的審稿人。他在數據安全與網絡領域著有2本專著及7章書籍。他曾受邀在多個國家級機構及組織擔任主題演講者。他是多個專業機構的成員,如IE(印度)、IEEE、ISTE、IACSIT等。

**Dr. Korhan Cengiz** 於2008年和2009年分別在土耳其Kocaeli大學獲得電子與通信工程及商業管理的學士學位。他於2011年在土耳其Namik Kemal大學獲得電子與通信工程的碩士學位,並於2016年在土耳其Kadir Has大學獲得電子工程的博士學位。自2022年9月以來,他一直擔任土耳其伊斯坦堡Istinye大學計算機工程系的副教授。自2022年4月以來,他擔任阿聯酋富查伊拉大學研究委員會的主席。自2021年8月以來,他在阿聯酋富查伊拉大學信息技術學院擔任助理教授。Cengiz博士是超過40篇SCI / SCI-E文章的作者,包括IEEE物聯網期刊、IEEE Access、Expert Systems with Applications、Knowledge Based Systems及ACM Transactions on Sensor Networks,擁有5項國際專利、10篇以上的書籍章節及1本土耳其語書籍。他是超過10本書籍的編輯。他的研究興趣包括無線傳感器網絡、無線通信、統計信號處理、室內定位系統、物聯網、電力電子及5G。他是IEEE Potentials Magazine的副編輯、Microprocessors and Microsystems的處理編輯、IET Electronics Letters及IET Networks的副編輯。他還在IEEE物聯網雜誌擔任客座編輯。他擔任IEEE物聯網期刊、IEEE Sensors Journal及IEEE Access的多個審稿職位。他在IEEE、Springer、Elsevier、Wiley及CRC擔任多本書籍的編輯職位。他在知名的IEEE及Springer會議上就WSNs、IoT及5G發表了40多場主題演講。他是IEEE的高級會員及ACM的專業會員。Cengiz博士的獎項和榮譽包括Tubitak優先領域博士獎學金、Kadir Has大學博士生獎學金、ICAT 2016會議最佳演講獎及ICAT 2018會議最佳論文獎。

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