Advanced Data Analytics for Power Systems (eBook, PDF)

Redaktion: Tajer, Ali

• Format: PDF

Produktbeschreibung

Experts in data analytics and power engineering present techniques addressing the needs of modern power systems, covering theory and applications related to power system reliability, efficiency, and security. With topics spanning large-scale and distributed optimization, statistical learning, big data analytics, graph theory, and game theory, this is an essential resource for graduate students and researchers in academia and industry with backgrounds in power systems engineering, applied mathematics, and computer science.

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Produktdetails

• Verlag: Cambridge University Press
• Erscheinungstermin: 30. November 2020
• Englisch
• ISBN-13: 9781108849388
• Artikelnr.: 66183758

Inhaltsangabe

Introduction; Preface Ali Tajer, Samir M. Perlaza and H. Vincent Poor; 1.
Learning power grid topologies Guido Cavraro, Vassilis Kekatos, Liang Zhang
and Georgios B. Giannakis; 2. Probabilistic forecasting of power system and
market operations Yuting Ji, Lang Tong and Weisi Deng; 3. Deep learning in
power systems Yue Zhao and Baosen Zhang; 4. Estimating the system state and
network model errors Ali Abur, Murat Gol and Yuzhang Lin; 5. Quickest
detection and isolation of tranmission line outages Venugopal V. Veeravalli
and Alejandro Dominguez-Garcia; 6. Active sensing for quickest anomaly
detection Ali Tajer and Javad Heydari; 7. Random matrix theory for
analyzing spatio-temporal data Robert Qiu, Xing He, Lei Chu and Xin Shi; 8.
Graph-theoretic analysis of power grid robustness Dorcas Ofori-Boateng,
Asim Kumer Dey, Yulia R. Gel and H. Vincent Poor; 9. Bayesian attacks Inaki
Esnaola, Samir M Perlaza and Ke Sun; 10. Smart meter data privacy Giulio
Giaconia, Deniz Gunduz and H. Vincent Poor; 11. Data quality and privacy
enhancement Meng Wang and Joe H Chow; 12. Frequency estimation using
voltage phasor angles revisited Danilo P. Mandic, Sithan Kanna, Yili Xia
and Anthony G. Constantinides; 13. Graph signal processing for the power
grid Anna Scaglione, Raksha Ramakrishna and Mahdi Jamei; 14. A sparse
representation approach for anomaly identification Hao Zhu and Chen Chen;
15. Uncertainty-aware power systems operation Daniel Bienstock; 16.
Distributed optimization for power and energy systems Emiliano Dall'Anese
and Nikolaos Gatsis; 17. Distributed load management Changhong Zhao, Vijay
Gupta and Ufuk Topcu; 18. Analytical models for emerging energy storage
applications I. Safak Bayram and Michael Devetsikiotis; 19. Distributed
power consumption scheduling Samson Lasaulce, Olivier Beaude and Mauricio
Gonz¿alez; 20. Electric vehicles and mean-field Dario Bauso and Toru
Namerikawa; 21. Prosumer behaviour: decision making with bounded horizon
Mohsen Rajabpour, Arnold Glass, Robert Mulligan and Narayan B. Mandayam;
22. Storage allocation for price volatility management in electricity
markets Amin Masoumzadeh, Ehsan Nekouei and Tansu Alpcan.