Intelligent Systems and Machine Learning for Industry: Advancements, Challenges, and Practices

Anisha, P. R., Reddy, C. Kishor Kumar, Nguyen, Nhu Gia

  • 出版商: CRC
  • 出版日期: 2022-12-21
  • 售價: $6,720
  • 貴賓價: 9.5$6,384
  • 語言: 英文
  • 頁數: 348
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032261447
  • ISBN-13: 9781032261447
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

The book explores the concepts and challenges in developing novel approaches using the internet of things, intelligent systems, machine intelligence systems, and data analytics in various industrial sectors such as manufacturing, smart agriculture, smart cities, food processing, environment, defense, stock market and healthcare. Further, it discusses the latest improvements in the industrial sectors using machine intelligence learning and intelligent systems techniques, especially robotics. It will serve as an ideal reference text for graduate students, post graduate students, IT Professionals and academic researchers in the fields of electrical engineering, electronics and communication engineering, computer engineering, and information technology.

The book-

- Highlights case studies and solutions to industrial problems using machine learning and intelligent systems.

- Covers applications in smart agriculture, smart healthcare, intelligent machines for disaster management, and smart manufacturing.

- Provides latest methodologies using machine intelligence systems in the early forecasting of weather.

- Examines the research challenges and identifies the gaps in data collection, data analysis especially imagery, signal, and speech.

- Provides applications of digitization and smart processing using the internet of things and effective intelligent agent systems in manufacturing.

- Discusses on systematic and exhaustive analysis of intelligent software effort estimation models

商品描述(中文翻譯)

這本書探討了在製造業、智慧農業、智慧城市、食品加工、環境、國防、股市和醫療保健等各個工業領域中,利用物聯網、智能系統、機器智能系統和數據分析開發新方法的概念和挑戰。此外,它還討論了利用機器智能學習和智能系統技術,特別是機器人技術,在工業領域中的最新改進。它將成為電氣工程、電子與通信工程、計算機工程和信息技術等領域的研究生、博士生、IT專業人士和學術研究人員的理想參考資料。

本書:
- 通過機器學習和智能系統,突出了解決工業問題的案例研究和解決方案。
- 涵蓋了智慧農業、智慧醫療保健、災害管理的智能機器以及智能製造等應用。
- 提供了利用機器智能系統在天氣早期預測中的最新方法。
- 檢視了數據收集、數據分析(尤其是圖像、信號和語音)方面的研究挑戰和缺口。
- 提供了在製造業中利用物聯網和有效的智能代理系統進行數字化和智能處理的應用。
- 討論了智能軟件工作量估算模型的系統性和全面分析。

作者簡介

P R Anisha, TEDx Speaker, is currently working as Associate Professor, Dept. of Computer Science and Engineering, Stanley College of Engineering and Technology for Women, Hyderabad. she holds a teaching experience of 9+ years. She received her Doctoral Degree from K L University, Guntur, India. Her area of interest includes Artificial Intelligence, Machine Learning, Image Processing. She has 35 + research articles published in International Conferences and Journals. She has co - authored two books named Introduction to C, C++ programming. She has acted as the special session chair for International Conferences for Springer - INDIA 2019, 2022, SCI 2021, FICTA 2020, 2022 besides the IEEE conference ICCSEA 2020. She is the member of ACM and IAENG professional bodies.

C Kishor Kumar Reddy, currently working as Associate Professor, Dept. of Computer Science and Engineering, Stanley College of Engineering and Technology for Women, Hyderabad. He obtained his Ph. D in Computer Science Engineering from K L E F Deemed to be University, Guntur, India. He has research and teaching experience of more than 9 years. He has published more than 50 research papers in National and International Conferences, Book Chapters, and Journals indexed by Scopus and others. He is an author for 2 text books and 2 co-edited books. He acted as the special session chair for Springer FICTA 2020, 2022, SCI 2021, INDIA 2022 and IEEE ICCSEA 2020 conferences. He is the member of ISTE, CSI, IAENG, UACEE, IACSIT.

Nhu Gia Nguyen received the PhD degree in Mathematical for Computer Science from Ha Noi University of Science- Viet Nam National University, Vietnam. Currently, he is Dean of Graduate School- Duy Tan University, Viet Nam. He has a total academic teaching experience of 20 years with more than 60 publications in reputed international conferences, journals and online book chapter contributions (Indexed By: SCI, SCIE, SSCI, Scopus, DBLP). His area of research includes: Healthcare Informatics, Network Performance Analysis and Simulation, Computational Intelligence. Recently, he has been the technical program committee, review committee, the track chair for international conferences: FICTA 2014, ICICT 2015, INDIA 2015, IC3T 2015, INDIA 2016, FICTA 2016, IC3T 2016, IUKM 2016, INDIA 2017, FICTA 2017, FICTA 2018, INISCOM 2018, INISCOM 2019 under Springer-ASIC/LNAI Series. 9 Computer Science books published in Springer, IGI Global, CRC, Wiley Publication. Presently he is Associate Editor of the IGI-Global: International Journal of Synthetic Emotions (IJSE).

Megha Bhushan is currently an Assistant professor (Senior Grade) in the School of Computing, DIT University, Dehradun, India. She has received her Ph.D. degree from Thapar University, Punjab, India. She has 4 years of research experience as Junior Research Fellow and Senior Research Fellow under University Grants Commission (UGC), New Delhi, Government of India. She was awarded with fellowship by UGC, Government of India, in 2014. In 2017, she was a recipient of Grace Hopper Celebration India (GHCI) fellowship. She has filed 4 patents and published many research articles in international journals and conferences of repute. Her research interest includes Software quality, Software reuse, Ontologies, Artificial Intelligence, and Expert systems. She is also the reviewer and editorial board member of many international journals.

Ashok Kumar is currently an Assistant Professor in Chitkara University Research and Innovation Network (CURIN) Department, Punjab, India. He is PhD in Computer Science and Engineering from Thapar University, Punjab, India (TU). He also worked as a project fellow in UGC funded project during his stay at Thapar University. He has 15+ years of teaching and research experience. He has filed 3 patents and published many articles in International Journals and Conferences of repute. His current areas of research interest include Cloud Computing, Internet of Things, and Mist Computing. His teaching interest includes Python, Haskell, Java, C/C++, Advanced Data structures and Data mining.

Marlia Mohd Hanafiah is an Associate Professor and Head, Centre for Tropical Climate Change System, Institute of Climate Change, The National University of Malaysia, Malaysia. Areas of Research Expertise: Life Cycle Impact Assessment (LCA) and Environmental Foot printing of Green Materials and Energy - Environmental Engineering - Wastewater Treatment & Water Management - Green Technology & Sustainability. She has a total academic teaching experience of 15+ years with more than 100 publications in reputed international conferences, journals and online book chapter contributions (Indexed By: SCI, SCIE, SSCI, Scopus, DBLP). She received research grant and consultation (as project leader & team member) of RM 7,284,719.00.

作者簡介(中文翻譯)

P R Anisha,TEDx演講者,目前擔任印度海得拉巴Stanley女子工程技術學院計算機科學與工程系副教授。她擁有9年以上的教學經驗,並在印度Guntur的K L大學獲得博士學位。她的研究興趣包括人工智能、機器學習和影像處理。她在國際會議和期刊上發表了35篇以上的研究文章。她共同撰寫了兩本名為《C、C++程式設計入門》的書籍。她曾擔任Springer-INDIA 2019、2022、SCI 2021、FICTA 2020、2022以及IEEE ICCSEA 2020國際會議的特邀會議主席。她是ACM和IAENG專業組織的成員。

C Kishor Kumar Reddy,目前擔任印度海得拉巴Stanley女子工程技術學院計算機科學與工程系副教授。他在印度Guntur的K L E F大學獲得計算機科學工程博士學位。他擁有超過9年的研究和教學經驗。他在國內外會議、書籍章節和Scopus等索引的期刊上發表了50篇以上的研究論文。他是2本教科書和2本合編書籍的作者。他曾擔任Springer FICTA 2020、2022、SCI 2021、INDIA 2022和IEEE ICCSEA 2020國際會議的特邀會議主席。他是ISTE、CSI、IAENG、UACEE和IACSIT的成員。

Nhu Gia Nguyen在越南國家大學河內科學大學獲得計算機科學數學博士學位,目前是越南Duy Tan大學研究生院院長。他擁有20年的教學經驗,並在國際知名會議、期刊和在線書籍章節(SCI、SCIE、SSCI、Scopus、DBLP索引)上發表了60多篇論文。他的研究領域包括醫療信息學、網絡性能分析和模擬、計算智能。他曾擔任Springer-ASIC/LNAI系列的國際會議FICTA 2014、ICICT 2015、INDIA 2015、IC3T 2015、INDIA 2016、FICTA 2016、IC3T 2016、IUKM 2016、INDIA 2017、FICTA 2017、FICTA 2018、INISCOM 2018、INISCOM 2019的技術程序委員會、審稿委員會和軌道主席。他在Springer、IGI Global、CRC和Wiley出版社出版了9本計算機科學書籍。他目前是IGI-Global: International Journal of Synthetic Emotions (IJSE)的副編輯。

Megha Bhushan目前是印度德拉敦DIT大學計算機學院的助理教授(高級級別)。她在印度旁遮普邦的Thapar大學獲得博士學位。她在印度政府的大學補助委員會(UGC)下擔任過4年的初級研究員和高級研究員。她於2014年獲得印度政府的UGC獎學金。2017年,她獲得了Grace Hopper Celebration India(GHCI)獎學金。她申請了4項專利並在國際知名期刊和會議上發表了許多研究文章。她的研究興趣包括軟件質量、軟件重用、本體論、人工智能和專家系統。她還是許多國際期刊的審稿人和編輯委員會成員。

Ashok Kumar目前是印度旁遮普邦Chitkara大學研究和創新網絡(CURIN)部門的助理教授。他在印度旁遮普邦的Thapar大學獲得計算機科學和工程博士學位。在Thapar大學期間,他還擔任過UGC資助項目的項目研究員。他擁有15年以上的教學和研究經驗。他申請了3項專利並在國際知名期刊和會議上發表了許多文章。他目前的研究興趣包括雲計算、物聯網和Mist。