Intelligent Data-Analytics for Condition Monitoring: Smart Grid Applications
暫譯: 智能數據分析於狀態監測:智慧電網應用

Malik, Hasmat, Fatema, Nuzhat, Iqbal, Atif

  • 出版商: Academic Press
  • 出版日期: 2021-03-01
  • 售價: $5,950
  • 貴賓價: 9.5$5,653
  • 語言: 英文
  • 頁數: 270
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0323855105
  • ISBN-13: 9780323855105
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Intelligent Data-Analytics for Condition Monitoring: Smart Grid Applications looks at intelligent and meaningful uses of data required for an optimized, efficient engineering processes. In addition, the book provides application perspectives of various deep learning models for the condition monitoring of electrical equipment. With chapters discussing the fundamentals of machine learning and data analytics, the book is divided into two parts, including i) The application of intelligent data analytics in Solar PV fault diagnostics, transformer health monitoring and faults diagnostics, and induction motor faults and ii) Forecasting issues using data analytics which looks at global solar radiation forecasting, wind data forecasting, and more.

This reference is useful for all engineers and researchers who need preliminary knowledge on data analytics fundamentals and the working methodologies and architecture of smart grid systems.

商品描述(中文翻譯)

《智能數據分析於狀態監測:智慧電網應用》探討了優化和高效工程流程所需的智能且有意義的數據使用。此外,本書提供了各種深度學習模型在電氣設備狀態監測中的應用視角。書中章節討論了機器學習和數據分析的基本原理,分為兩個部分:一是智能數據分析在太陽能光伏故障診斷、變壓器健康監測及故障診斷、感應電動機故障中的應用;二是使用數據分析進行預測的問題,涵蓋全球太陽輻射預測、風數據預測等內容。

本參考書對於所有需要了解數據分析基本原理及智慧電網系統工作方法和架構的工程師和研究人員都非常有用。