Big Data Application in Power Systems brings together experts from academia, industry and regulatory agencies who share their understanding and discuss the big data analytics applications for power systems diagnostics, operation and control. Recent developments in monitoring systems and sensor networks dramatically increase the variety, volume and velocity of measurement data in electricity transmission and distribution level. The book focuses on rapidly modernizing monitoring systems, measurement data availability, big data handling and machine learning approaches to process high dimensional, heterogeneous and spatiotemporal data. The book chapters discuss challenges, opportunities, success stories and pathways for utilizing big data value in smart grids. Provides expert analysis of the latest developments by global authoritiesContains detailed references for further reading and extended researchProvides additional cross-disciplinary lessons learned from broad disciplines such as statistics, computer science and bioinformaticsFocuses on rapidly modernizing monitoring systems, measurement data availability, big data handling and machine learning approaches to process high dimensional, heterogeneous and spatiotemporal data INDICE: A. Introduction B. Monitoring and Data Aquisition in Power Systems C. Data-Enriched Farmeworks for Smart Grid Management D. Statistical Learning Methods for Smart Grid Applications E. Present Practice for Big Data Analysis in Power Systems F. Big Data for Power System Sutainability, Security and Resiliance E. Utilities and Big Data F. Future Trends for Big Data Application In Smart Grids
- ISBN: 978-0-12-811968-6
- Editorial: Elsevier Science
- Encuadernacion: Rústica
- Páginas: 500
- Fecha Publicación: 01/11/2017
- Nº Volúmenes: 1
- Idioma: Inglés