Big data analytics strategies for the smart grid
著者
書誌事項
Big data analytics strategies for the smart grid
CRC Press, c2015
- : hardback
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注記
Includes index
内容説明・目次
内容説明
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.
目次
The Transformative Power of Data Analytics. Putting the Smarts in the Smart Grid. Building the Foundation for Data Analytics. Transforming Big Data for High-Value Action. The Benefits of Smart Grid Data Analytics. Applying Analytical Models in the Utility. Enterprise Analytics. Operational Analytics. Customer Operations and Engagement Analytics. Analytics for Cybersecurity. Implementing Data Analytics Programs for Sustained Change. Sourcing Data. Big Data Integration, Frameworks, and Databases. Extracting Value. Envisioning the Utility. A Partnership for Change.
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