Big Data Applications in Industry 4.0
暫譯: 工業4.0中的大數據應用
Kaliraj, P., Devi, T.
- 出版商: Auerbach Publication
- 出版日期: 2022-02-10
- 售價: $5,200
- 貴賓價: 9.5 折 $4,940
- 語言: 英文
- 頁數: 422
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032008113
- ISBN-13: 9781032008110
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相關分類:
大數據 Big-data
海外代購書籍(需單獨結帳)
相關主題
商品描述
Industry 4.0 is the latest technological innovation in manufacturing with the goal to increase productivity in a flexible and efficient manner. Changing the way in which manufacturers operate, this revolutionary transformation is powered by various technology advances including Big Data analytics, Internet of Things (IoT), Artificial Intelligence (AI), and cloud computing. Big Data analytics has been identified as one of the significant components of Industry 4.0, as it provides valuable insights for smart factory management. Big Data and Industry 4.0 have the potential to reduce resource consumption and optimize processes, thereby playing a key role in achieving sustainable development.
Big Data Applications in Industry 4.0 covers the recent advancements that have emerged in the field of Big Data and its applications. The book introduces the concepts and advanced tools and technologies for representing and processing Big Data. It also covers applications of Big Data in such domains as financial services, education, healthcare, biomedical research, logistics, and warehouse management. Researchers, students, scientists, engineers, and statisticians can turn to this book to learn about concepts, technologies, and applications that solve real-world problems.
Features
- An introduction to data science and the types of data analytics methods accessible today
- An overview of data integration concepts, methodologies, and solutions
- A general framework of forecasting principles and applications, as well as basic forecasting models including naïve, moving average, and exponential smoothing models
- A detailed roadmap of the Big Data evolution and its related technological transformation in computing, along with a brief description of related terminologies
- The application of Industry 4.0 and Big Data in the field of education
- The features, prospects, and significant role of Big Data in the banking industry, as well as various use cases of Big Data in banking, finance services, and insurance
- Implementing a Data Lake (DL) in the cloud and the significance of a data lake in decision making
商品描述(中文翻譯)
工業4.0是製造業最新的技術創新,旨在以靈活和高效的方式提高生產力。這一革命性的轉型改變了製造商的運作方式,並由各種技術進步驅動,包括大數據分析、物聯網(IoT)、人工智慧(AI)和雲計算。大數據分析被認為是工業4.0的重要組成部分,因為它為智慧工廠管理提供了寶貴的見解。大數據和工業4.0有潛力減少資源消耗並優化流程,從而在實現可持續發展方面發揮關鍵作用。
《工業4.0中的大數據應用》涵蓋了大數據及其應用領域的最新進展。本書介紹了表示和處理大數據的概念、先進工具和技術。它還涵蓋了大數據在金融服務、教育、醫療保健、生物醫學研究、物流和倉儲管理等領域的應用。研究人員、學生、科學家、工程師和統計學家可以參考本書,了解解決現實世界問題的概念、技術和應用。
特色
- 介紹數據科學及當前可用的數據分析方法類型
- 數據整合概念、方法論和解決方案的概述
- 預測原則和應用的一般框架,以及包括天真預測、移動平均和指數平滑模型在內的基本預測模型
- 大數據演變及其在計算中相關技術轉型的詳細路線圖,以及相關術語的簡要描述
- 工業4.0和大數據在教育領域的應用
- 大數據在銀行業的特徵、前景和重要角色,以及大數據在銀行、金融服務和保險中的各種使用案例
- 在雲中實施數據湖(DL)及數據湖在決策中的重要性
作者簡介
Prof. P. Kaliraj is the Vice-Chancellor of Bharathiar University, Coimbatore, India.
Prof. T. Devi is the dean of faculty of research at the Department of Computer Applications, Bharathiar University, Coimbatore, India
作者簡介(中文翻譯)
卡利拉吉教授 (Prof. P. Kaliraj) 是印度科印巴托的巴拉提亞大學 (Bharathiar University) 副校長。
德維教授 (Prof. T. Devi) 是印度科印巴托巴拉提亞大學計算機應用系的研究學院院長。