Distributionally Robust Optimization and its Applications in Power System Energy Storage Sizing

·
· Springer Nature
E-boek
452
Bladsye
Graderings en resensies word nie geverifieer nie. Kom meer te wete

Meer oor hierdie e-boek

This book introduces the mathematical foundations of distributionally robust optimization (DRO) for decision-making problems with ambiguous uncertainties and applies them to tackle the critical challenge of energy storage sizing in renewable-integrated power systems, providing readers with an efficient and reliable approach to analyze and design real-world energy systems with uncertainties.

Covering a diverse range of topics, this book starts by exploring the necessity for energy storage in evolving power systems and examining the benefits of employing distributionally robust optimization. Subsequently, the cutting-edge mathematical theory of distributionally robust optimization is presented, including both the general theory and moment-based, KL-divergence, and Wasserstein-metric distributionally robust optimization theories. The techniques are then applied to various practical energy storage sizing scenarios, such as stand-alone microgrids, large-scale renewable power plants, bulk power grids, and multi-carrier energy networks.

This book offers clear explanations and accessible guidance to bridge the gap between advanced optimization methods and industrial applications. Its interdisciplinary scope makes the book appealing to researchers, graduate students, and industry professionals working in electrical engineering and operations research, catering to both beginners and experts.

Meer oor die skrywer

Rui Xie received the B.E. degree in electrical engineering and the B.Sc. degree in mathematics in 2017, and the Ph.D. degree in electrical engineering in 2022 from Tsinghua University, Beijing, China. She is currently a postdoctoral fellow with the Department of Mechanical and Automation Engineering, the Chinese University of Hong Kong, Hong Kong SAR. Her current research interests include stochastic optimization problems in power systems.

Wei Wei received the B.Sc. degree and Ph.D. degree both in electrical engineering from Tsinghua University, Beijing China, in 2008 and 2013, respectively. He was a Postdoc Research Associate with Tsinghua University from 2013 to 2015. As a visiting scholar, he worked with Professor Lang Tong at Cornell University, Ithaca, NY, USA from March to December in 2014, and with Professor Na Li at Harvard University, Cambridge, MA, USA from December 2014 to March 2015. He joined Tsinghua University as a faculty in July 2015. He is currently a Tenured Associate Professor with the Department of Electrical Engineering. Dr. Wei is a Fellow of the Institution of Engineering and Technology and the Operational Research Society.

Gradeer hierdie e-boek

Sê vir ons wat jy dink.

Lees inligting

Slimfone en tablette
Installeer die Google Play Boeke-app vir Android en iPad/iPhone. Dit sinkroniseer outomaties met jou rekening en maak dit vir jou moontlik om aanlyn of vanlyn te lees waar jy ook al is.
Skootrekenaars en rekenaars
Jy kan jou rekenaar se webblaaier gebruik om na oudioboeke wat jy op Google Play gekoop het, te luister.
E-lesers en ander toestelle
Om op e-inktoestelle soos Kobo-e-lesers te lees, moet jy ’n lêer aflaai en dit na jou toestel toe oordra. Volg die gedetailleerde hulpsentrumaanwysings om die lêers na ondersteunde e-lesers toe oor te dra.