Big Data Analytics Strategies for the Smart Grid (Hardcover)

Carol L. Stimmel

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商品描述

By implementing a comprehensive data analytics program, utility companies can meet the continually evolving challenges of modern grids that are operationally efficient, while reconciling the demands of greenhouse gas legislation and establishing a meaningful return on investment from smart grid deployments.

Readable and accessible, Big Data Analytics Strategies for the Smart Grid addresses the needs of applying big data technologies and approaches, including Big Data cybersecurity, to the critical infrastructure that makes up the electrical utility grid. It supplies industry stakeholders with an in-depth understanding of the engineering, business, and customer domains within the power delivery market.

The book explores the unique needs of electrical utility grids, including operational technology, IT, storage, processing, and how to transform grid assets for the benefit of both the utility business and energy consumers. It not only provides specific examples that illustrate how analytics work and how they are best applied, but also describes how to avoid potential problems and pitfalls.

Discussing security and data privacy, it explores the role of the utility in protecting their customers’ right to privacy while still engaging in forward-looking business practices. The book includes discussions of:

  • SAS for asset management tools
  • The AutoGrid approach to commercial analytics
  • Space-Time Insight’s work at the California ISO (CAISO)

This book is an ideal resource for mid- to upper-level utility executives who need to understand the business value of smart grid data analytics. It explains critical concepts in a manner that will better position executives to make the right decisions about building their analytics programs.

At the same time, the book provides sufficient technical depth that it is useful for data analytics professionals who need to better understand the nuances of the engineering and business challenges unique to the utilities industry.

商品描述(中文翻譯)

通過實施全面的數據分析計劃,公用事業公司可以應對不斷變化的現代電網挑戰,實現運營效率,同時調和溫室氣體立法的要求,並從智能電網部署中獲得有意義的投資回報。

易讀且易於理解,《智能電網的大數據分析策略》探討了應用大數據技術和方法(包括大數據安全)到構成電力公用事業電網的關鍵基礎設施的需求。它為行業利益相關者提供了對電力交付市場中的工程、商業和客戶領域的深入理解。

本書探討了電力公用事業電網的獨特需求,包括運營技術、信息技術、存儲、處理以及如何為公用事業業務和能源消費者的利益轉化電網資產。它不僅提供了具體的示例,說明了分析的工作原理和最佳應用方式,還描述了如何避免潛在的問題和陷阱。

在討論安全性和數據隱私時,本書探討了公用事業在保護客戶隱私權的同時參與前瞻性商業實踐的角色。本書包括以下討論:

- 用於資產管理工具的SAS
- AutoGrid在商業分析方面的方法
- Space-Time Insight在加州ISO(CAISO)的工作

本書是中高級公用事業高管的理想資源,他們需要了解智能電網數據分析的商業價值。它以一種能更好地使高管們做出有關構建其分析計劃的正確決策的方式解釋了關鍵概念。

同時,本書提供了足夠的技術深度,對於需要更好地理解公用事業行業獨特的工程和商業挑戰細微差別的數據分析專業人士也非常有用。