Data-Driven Cyber Physical Systems
暫譯: 數據驅動的網絡物理系統
Li, Fangyu, Wu, Xiaolong, Han, Honggui
- 出版商: Springer
- 出版日期: 2025-09-27
- 售價: $7,480
- 貴賓價: 9.5 折 $7,106
- 語言: 英文
- 頁數: 338
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 981968708X
- ISBN-13: 9789819687084
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相關分類:
Data-mining、Machine Learning
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book shows the exploration and integration of data-driven approaches within cyber-physical systems (CPS), focusing on how these systems leverage data science, artificial intelligence, and machine learning to enhance performance, optimize real-time decision-making, and improve the interaction between physical and digital components.
Readers will be interested in the areas of data acquisition, integration, storage, modeling, simulation, fault detection, predictive maintenance, and cybersecurity. Because these topics highlight how data-driven approaches and advanced technologies can be applied to optimize system performance, enhance real-time decision-making, and ensure the safety and reliability of DDCPS. Additionally, practical applications across various industries demonstrate the real-world impact.
The inclusion of real-world examples and practical applications helps bridge the gap between theory and practice, making the content highly relevant for professionals and researchers. Additionally, the book covers emerging trends and technologies, offering readers insights into the future of DDCPS.
Readers will gain a comprehensive understanding of how to leverage data-driven approaches to enhance the performance and reliability of DDCPS.
商品描述(中文翻譯)
這本書展示了在網路物理系統(CPS)中探索和整合數據驅動方法,重點在於這些系統如何利用數據科學、人工智慧和機器學習來提升性能、優化即時決策,並改善物理與數位元件之間的互動。
讀者將對數據獲取、整合、儲存、建模、模擬、故障檢測、預測性維護和網路安全等領域感興趣。因為這些主題突顯了數據驅動方法和先進技術如何應用於優化系統性能、增強即時決策,並確保DDCPS的安全性和可靠性。此外,跨各行各業的實際應用展示了其在現實世界中的影響。
實際案例和應用的納入有助於縮短理論與實踐之間的差距,使內容對專業人士和研究人員具有高度相關性。此外,本書還涵蓋了新興趨勢和技術,為讀者提供了對DDCPS未來的見解。
讀者將全面了解如何利用數據驅動方法來提升DDCPS的性能和可靠性。