Intelligent Data Mining and Analysis in Power and Energy Systems: Models and Applications for Smarter Efficient Power Systems
暫譯: 智能數據挖掘與分析在電力與能源系統中的應用：智慧高效電力系統的模型與應用
Vale, Zita A., Pinto, Tiago, Negnevitsky, Michael
- 出版商: Wiley
- 出版日期: 2022-12-28
- 定價: $4,650
- 售價: 8.5 折 $3,953
- 語言: 英文
- 頁數: 448
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1119834023
- ISBN-13: 9781119834021
-
相關分類:
Data-mining
立即出貨 (庫存=1)
商品描述
A hands-on and current review of data mining and analysis and their applications to power and energy systems
In Intelligent Data Mining and Analysis in Power and Energy Systems: Models and Applications for Smarter Efficient Power Systems, the editors assemble a team of distinguished engineers to deliver a practical and incisive review of cutting-edge information on data mining and intelligent data analysis models as they relate to power and energy systems. You'll find accessible descriptions of state-of-the-art advances in intelligent data mining and analysis and see how they drive innovation and evolution in the development of new technologies.
The book combines perspectives from authors distributed around the world with expertise gained in academia and industry. It facilitates review work and identification of critical points in the research and offers insightful commentary on likely future developments in the field. It also provides:
- A thorough introduction to data mining and analysis, including the foundations of data preparation and a review of various analysis models and methods
- In-depth explorations of clustering, classification, and forecasting
- Intensive discussions of machine learning applications in power and energy systems
- Insightful treatments of related applications, including vibration elimination in transmission lines and the design of power distribution networks
Perfect for power and energy systems designers, planners, operators, and consultants, Intelligent Data Mining and Analysis in Power and Energy Systems will also earn a place in the libraries of software developers, researchers, and students with an interest in data mining and analysis problems.
商品描述(中文翻譯)
針對電力與能源系統的數據挖掘與分析及其應用的實務與現狀回顧
在電力與能源系統中的智能數據挖掘與分析：更智能高效電力系統的模型與應用一書中，編輯們匯集了一支傑出工程師團隊，提供有關數據挖掘和智能數據分析模型的前沿資訊的實用且深刻的回顧，這些資訊與電力和能源系統相關。您將找到對智能數據挖掘和分析的最新進展的易懂描述，並了解它們如何推動新技術的創新與演變。
本書結合了來自全球的作者的觀點，這些作者在學術界和業界獲得了專業知識。它促進了對研究的回顧工作和關鍵點的識別，並對該領域未來可能的發展提供了深刻的評論。它還提供了：
- 對數據挖掘和分析的全面介紹，包括數據準備的基礎和各種分析模型與方法的回顧
- 對聚類、分類和預測的深入探討
- 對機器學習在電力和能源系統中應用的密集討論
- 對相關應用的深刻處理，包括傳輸線中的振動消除和電力分配網絡的設計
本書非常適合電力和能源系統的設計師、規劃者、操作員和顧問，電力與能源系統中的智能數據挖掘與分析也將在對數據挖掘和分析問題感興趣的軟體開發者、研究人員和學生的圖書館中佔有一席之地。
作者簡介
Zita Vale, PhD, is a Full Professor in the Electrical Engineering Department at the School of Engineering of the Polytechnic of Porto and Director of the GECAD Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development. She is the Chair of the IEEE PES Working Group on Intelligent Data Mining and Analysis.
Tiago Pinto, PhD, is an Assistant Professor at the University of Trás-os-Montes e Alto Douro, and a senior researcher at INESC-TEC, Portugal. During the development of this book he was with the GECAD Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development.
Michael Negnevitsky, PhD, is the Chair Professor in Power Engineering and Computational Intelligence, and Director of the Centre for Renewable Energy and Power Systems of the University of Tasmania, Australia.
Ganesh Kumar Venayagamoorthy, PhD, is the Duke Energy Distinguished Professor of Electrical and Computer Engineering at Clemson University. He is a Fellow of the IEEE, Institution of Engineering and Technology, South African Institute of Electrical Engineers and Asia-Pacific Artificial Intelligence Association.
作者簡介(中文翻譯)
Zita Vale, PhD, 是波爾圖理工學院工程學院電機工程系的全職教授，也是智能工程與計算研究小組（GECAD）在先進創新與發展領域的主任。她是IEEE PES智能數據挖掘與分析工作組的主席。
Tiago Pinto, PhD, 是特拉斯-蒙特斯與阿爾圖杜羅大學的助理教授，同時也是葡萄牙INESC-TEC的高級研究員。在本書的開發過程中，他隸屬於智能工程與計算研究小組（GECAD），專注於先進創新與發展。
Michael Negnevitsky, PhD, 是澳大利亞塔斯馬尼亞大學的電力工程與計算智能講座教授，以及可再生能源與電力系統中心的主任。
Ganesh Kumar Venayagamoorthy, PhD, 是克萊姆森大學電機與計算機工程的杜克能源傑出教授。他是IEEE、工程與技術學會、南非電氣工程師協會及亞太人工智慧協會的會士。
