Computational Intelligence in Industry 4.0 and 5.0 Applications: Trends, Challenges and Applications
暫譯: 工業4.0與5.0應用中的計算智能:趨勢、挑戰與應用
Awotunde, Joseph Bamidele, Muduli, Kamalakanta, Brahma, Biswajit
- 出版商: Auerbach Publication
- 出版日期: 2025-02-06
- 售價: $6,760
- 貴賓價: 9.5 折 $6,422
- 語言: 英文
- 頁數: 413
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032539224
- ISBN-13: 9781032539225
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相關主題
商品描述
Industry 4.0 and 5.0 applications will revolutionize production, enabling smart manufacturing machines to interact with their environments. These machines will become self-aware, self-learning, and capable of real-time data interpretation for self-diagnosis and prevention of production issues. They will also self-calibrate and prioritize tasks to enhance production quality and efficiency.
Computational Intelligence in Industry 4.0 and 5.0 Applications examines applications that merge three key disciplines: computational intelligence (CI), Industry 4.0, and Industry 5.0. It presents solutions using Industrial Internet of Things (IIoT) technologies, augmented by CI-based techniques, modeling, controls, estimations, applications, systems, and future scopes. These applications use data from smart sensors, processed through enhanced CI methods, to make smart automation more effective.
Industry 4.0 integrates data and intelligent automation into manufacturing, using technologies like CI, the IoT, the IIoT, and cloud computing. It transforms data into actionable insights for decision-making and process optimization, essential for modern competitive businesses managing high-speed data integration in production processes. Currently, Industries 4.0 and 5.0 are undergoing significant transformations due to advances in applying artificial intelligence (AI), big data analytics, telecommunication technologies, and control theory. These applications are increasingly multidisciplinary, integrating mechanical, control, and information technologies. However, they face such technical challenges as parametric uncertainties, external disturbances, sensor noise, and mechanical failures. To address these, this book examines such CI technologies as fuzzy logic, neural networks, and reinforcement learning and their application to modeling, control, and estimation. It also covers recent advancements in IIoT sensors, microcontrollers, and big data analytics that further enhance CI-based solutions in Industry 4.0 and 5.0 systems.
商品描述(中文翻譯)
產業 4.0 和 5.0 應用將徹底改變生產方式,使智慧製造機器能夠與其環境互動。這些機器將變得自我意識、自我學習,並能夠進行即時數據解釋,以進行自我診斷和預防生產問題。它們還將自我校準並優先處理任務,以提高生產質量和效率。
《產業 4.0 和 5.0 應用中的計算智能》探討了融合三個關鍵學科的應用:計算智能 (CI)、產業 4.0 和產業 5.0。它提出了使用工業物聯網 (IIoT) 技術的解決方案,並輔以基於 CI 的技術、建模、控制、估算、應用、系統及未來展望。這些應用利用來自智慧感測器的數據,通過增強的 CI 方法進行處理,以使智慧自動化更為有效。
產業 4.0 將數據和智能自動化整合進製造中,使用如 CI、物聯網 (IoT)、工業物聯網 (IIoT) 和雲計算等技術。它將數據轉化為可行的見解,以便於決策和流程優化,這對於現代競爭企業在生產過程中管理高速數據整合至關重要。目前,產業 4.0 和 5.0 正因為在應用人工智能 (AI)、大數據分析、電信技術和控制理論方面的進展而經歷重大變革。這些應用越來越多學科交叉,整合了機械、控制和信息技術。然而,它們面臨著如參數不確定性、外部擾動、感測器噪聲和機械故障等技術挑戰。為了解決這些問題,本書探討了模糊邏輯、神經網絡和強化學習等 CI 技術及其在建模、控制和估算中的應用。它還涵蓋了 IIoT 感測器、微控制器和大數據分析的最新進展,進一步增強了產業 4.0 和 5.0 系統中的基於 CI 的解決方案。
作者簡介
Joseph Bamidele Awotunde is a Lecturer with the Computer Science Department, University of Ilorin, Ilorin, Nigeria. He has to his credit over 200 publications in reputable outlets such as Elsevier, Springer, Hindawi, and Taylor & Francis, among others, covering journals, edited conference proceedings, and chapters in books. He is also the editor of four books.
Kamalakanta Muduli is an Associate Professor and Head of the School of Mechanical Engineering at Papua New Guinea University of Technology.
Biswajit Brahma is a Senior Data and Visualization Engineer at McKesson, USA. His expertise is demonstrated by more than 50 publications in prestigious SCI/Scopus journals, showcasing his dedication to advancing knowledge in the fields of AI/ML and deep learning.
作者簡介(中文翻譯)
約瑟夫·巴米德勒·阿沃屯德是尼日利亞伊洛林大學計算機科學系的講師。他在知名出版機構如Elsevier、Springer、Hindawi和Taylor & Francis等發表了超過200篇論文,涵蓋期刊、編輯的會議論文集和書籍章節。他也是四本書的編輯。
卡馬拉坎塔·穆杜利是巴布亞新幾內亞科技大學機械工程學院的副教授及院長。
比斯瓦吉特·布拉馬是美國麥克森公司的高級數據與可視化工程師。他在AI/ML和深度學習領域的專業知識通過在著名的SCI/Scopus期刊上發表超過50篇論文得以體現,展示了他對推進知識的奉獻。