Intelligent Analytics for Industry 4.0 Applications
Pandey, Avinash Chandra, Verma, Abhishek, Rathor, Vijaypal Singh
- 出版商: CRC
- 出版日期: 2024-12-19
- 售價: $2,310
- 貴賓價: 9.5 折 $2,195
- 語言: 英文
- 頁數: 294
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1032342420
- ISBN-13: 9781032342429
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商品描述
The advancements in intelligent decision-making techniques have elevated the efficiency of manufacturing industries and led to the start of the Industry 4.0 era. Industry 4.0 is revolutionizing the way companies manufacture, improve, and distribute their products. Manufacturers are integrating new technologies, including the Internet of Things (IoT), cloud computing and analytics, and artificial intelligence and machine learning, into their production facilities throughout their operations. In the past few years, intelligent analytics has emerged as a solution that examines both historical and real-time data to uncover performance insights. Because the amount of data that needs analysis is growing daily, advanced technologies are necessary to collect, arrange, and analyze incoming data. This approach enables businesses to detect valuable connections and trends and make decisions that boost overall performance. In Industry 4.0, intelligent analytics has a broader scope in terms of descriptive, predictive, and prescriptive subdomains. To this end, the book will aim to review and highlight the challenges faced by intelligent analytics in Industry 4.0 and present the recent developments done to address those challenges.
商品描述(中文翻譯)
智能決策技術的進步提升了製造業的效率,並引領了工業4.0時代的開始。工業4.0正在徹底改變公司製造、改進和分配產品的方式。製造商正在將新技術整合進他們的生產設施,這些技術包括物聯網(IoT)、雲計算與分析,以及人工智慧和機器學習。在過去幾年中,智能分析已經成為一種解決方案,能夠檢視歷史數據和即時數據,以揭示性能洞察。隨著需要分析的數據量每天都在增長,先進技術變得必要,以收集、整理和分析進來的數據。這種方法使企業能夠發現有價值的聯繫和趨勢,並做出提升整體性能的決策。在工業4.0中,智能分析在描述性、預測性和規範性子領域方面具有更廣泛的範疇。為此,本書將旨在回顧並強調智能分析在工業4.0中面臨的挑戰,並介紹為解決這些挑戰所做的最新發展。