,

Big Data Application in Power Systems

Paperback Engels 2017 9780128119686
€ 112,54
Levertijd ongeveer 9 werkdagen
Gratis verzonden

Samenvatting

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

ISBN13:9780128119686
Taal:Engels
Bindwijze:Paperback

Lezersrecensies

Wees de eerste die een lezersrecensie schrijft!

Inhoudsopgave

<p>SECTION 1 Harness the Big Data From Power Systems<br>1. A Holistic Approach to Becoming a Data-Driven Utility<br>2. Emerging Security and Data Privacy Challenges for Utilities: Case Studies and Solutions<br>3. The Role of Big Data and Analytics in Utility Innovation<br>4. Frameworks for Big Data Integration, Warehousing, and Analytics </p> <p>SECTION 2 Harness the Power of Big data<br>5. Moving Toward Agile Machine Learning for Data Analytics in Power Systems<br>6. Unsupervised Learning Methods for Power System Data Analysis<br>7. Deep Learning for Power System Data Analysis<br>8. Compressive Sensing for Power System Data Analysis <br>9. Time-Series Classification Methods: Review and Applications to Power Systems Data</p> <p>SECTION 3 Put the Power of Big Data into Power Systems<br>10. Future Trends for Big Data Application in Power Systems<br>11. On Data-Driven Approaches for Demand Response<br>12. Topology Learning in Radial Distribution Grids<br>13. Grid Topology Identification via Distributed Statistical Hypothesis Testing<br>14. Supervised Learning-Based Fault Location in Power Grids<br>15. Data-Driven Voltage Unbalance Analysis in Power Distribution Networks<br>16. Predictive Analytics for Comprehensive Energy Systems State Estimation<br>17. Data Analytics for Energy Disaggregation: Methods and Applications<br>18. Energy Disaggregation and the Utility-Privacy Tradeoff</p>

Managementboek Top 100

€ 112,54
Levertijd ongeveer 9 werkdagen
Gratis verzonden

Rubrieken

    Personen

      Trefwoorden

        Big Data Application in Power Systems