Application of Machine Learning and Deep Learning Methods to Power System Problems
Buch in deiner Nähe kaufen
Beschreibung
This book evaluates the role of innovative machine learning and deep learning methods in dealing with power system issues, concentrating on recent developments and advances that improve planning, operation, and control of power systems. Cutting-edge case studies from around the world consider prediction, classification, clustering, and fault/event detection in power systems, providing effective and promising solutions for many novel challenges faced by power system operators. Written by leading experts, the book will be an ideal resource for researchers and engineers working in the electrical power engineering and power system planning communities, as well as students in advanced graduate-level courses.
- Offers innovative machine learning and deep learning methods for dealing with power system issues;
- Provides promising solution methodologies;
- Covers theoretical background and experimental analysis.
This book evaluates the role of innovative machine learning and deep learning methods in dealing with power system issues, concentrating on recent developments and advances that improve planning, operation, and control of power systems. Cutting-edge case studies from around the world consider prediction, classification, clustering, and fault/event detection in power systems, providing effective and promising solutions for many novel challenges faced by power system operators. Written by leading experts, the book will be an ideal resource for researchers and engineers working in the electrical power engineering and power system planning communities, as well as students in advanced graduate-level courses.
Offers innovative machine learning and deep learning methods for dealing with power system issues Provides promising solution methodologies Covers theoretical background and experimental analysis
Autor*in
Morteza Nazari-Heris
Themen in »Application of Machine Learning and Deep Learning Methods to Power System Problems«
Artificial neural networks (ANNs) Expert systems Fuzzy systems Evolutionary-based methods Fault/Event Detection Deep neural network (DNN) Convolutional neural network (CNN) Long short term memory (LSTM) Electrical power engineering Power system planning Power systems Power systems modeling