Big Data Application in Power Systems
Paperback Engels 2017 9780128119686Samenvatting
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.
Specificaties
Lezersrecensies
Inhoudsopgave
1. A Holistic Approach to Becoming a Data-Driven Utility
2. Emerging Security and Data Privacy Challenges for Utilities: Case Studies and Solutions
3. The Role of Big Data and Analytics in Utility Innovation
4. Frameworks for Big Data Integration, Warehousing, and Analytics
SECTION 2 Harness the Power of Big data
5. Moving Toward Agile Machine Learning for Data Analytics in Power Systems
6. Unsupervised Learning Methods for Power System Data Analysis
7. Deep Learning for Power System Data Analysis
8. Compressive Sensing for Power System Data Analysis
9. Time-Series Classification Methods: Review and Applications to Power Systems Data
SECTION 3 Put the Power of Big Data into Power Systems
10. Future Trends for Big Data Application in Power Systems
11. On Data-Driven Approaches for Demand Response
12. Topology Learning in Radial Distribution Grids
13. Grid Topology Identification via Distributed Statistical Hypothesis Testing
14. Supervised Learning-Based Fault Location in Power Grids
15. Data-Driven Voltage Unbalance Analysis in Power Distribution Networks
16. Predictive Analytics for Comprehensive Energy Systems State Estimation
17. Data Analytics for Energy Disaggregation: Methods and Applications
18. Energy Disaggregation and the Utility-Privacy Tradeoff
Rubrieken
- advisering
- algemeen management
- coaching en trainen
- communicatie en media
- economie
- financieel management
- inkoop en logistiek
- internet en social media
- it-management / ict
- juridisch
- leiderschap
- marketing
- mens en maatschappij
- non-profit
- ondernemen
- organisatiekunde
- personal finance
- personeelsmanagement
- persoonlijke effectiviteit
- projectmanagement
- psychologie
- reclame en verkoop
- strategisch management
- verandermanagement
- werk en loopbaan