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Monitoring and Control of Electrical Power Systems using Machine Learning Techniques bridges the gap between advanced machine learning techniques and their application in the control and monitoring of electrical power systems, particularly relevant for heavily distributed energy systems and real-time application. The book reviews key applications of deep learning, spatio-temporal, and advanced signal processing methods for monitoring power quality. This reference introduces guiding principles for the monitoring and control of power quality disturbances arising from integration of power electronic devices and discusses monitoring and control of electrical power systems using benchmark test systems for the creation of bespoke advanced data analytic algorithms.
Electric power systems --- Machine learning. --- Control. --- Learning, Machine --- Artificial intelligence --- Machine theory --- Control of electric power systems --- Electric power system control --- Electric power system stability
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Power System Frequency Control: Modeling and Advances evaluates the control schemata, secondary controllers, stability improvement methods, optimization considerations, microgrids, multi-microgrids, and real-time validation required to model and analyze the dynamic behavior of frequency in power systems. Chapters review a range of advanced modeling and analytical considerations for single to multi-area networks using traditional and hybrid sources, including renewable sources, FACT devices and storage. The work also considers broad aspects of upstream and downstream control mechanisms which enable novel solutions in the area of automatic generation control in power system networks. Highly recommended for power system engineers, researchers and practitioners with interests in load frequency control, automatic generation control, linearized models of isolated microgrid, and multi-microgrid, and hybrid LFC scheme, this book is an ideal resource on the topics discussed. Explains the function and purpose of power network frequency loops, including primary control, secondary control and emergency control loops Models LFC schemes from single-area to multi-area interconnected power systems Demonstrates five fundamental controller designs alongside their main error principles Evaluates dynamic response analysis with transient performance stated for modern indices Discusses performance studies such as state-space modeling, random loading, sensitivity and stability analyses.
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This book provides an in-depth introduction to all major control and stability issues related to microgrids. It is the first book to offer a comprehensive look into the methodologies and philosophies behind system modeling, coordinated control, and protection for developing reliable, robust, and efficient operation of modular uninterruptible power supply systems. For each topic, a theoretical introduction and overview are backed by concrete programming examples that enable the reader to thoroughly understand the topic and develop and conduct simulation models. Complete coverage of modular uninterruptible power supply systems; Provides hands-on programming and simulation examples; Covers distributed dynamic control of modular UPS systems.
Electric power distribution. --- Power electronics. --- Renewable energy sources. --- Energy Grids and Networks. --- Power Electronics. --- Renewable Energy. --- Alternate energy sources --- Alternative energy sources --- Energy sources, Renewable --- Sustainable energy sources --- Power resources --- Renewable natural resources --- Agriculture and energy --- Electronics, Power --- Electric power --- Electronics --- Electricity --- Power distribution, Electric --- Electric power systems --- Power transmission --- Electric power transmission --- Electrification --- Distribution --- Microgrids (Smart power grids) --- Control. --- MGs (Smart power grids) --- Micro-grids (Smart power grids) --- Mini-grids (Smart power grids) --- Electric power distribution --- Smart power grids --- Control of electric power systems --- Electric power system control --- Electric power system stability
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This monograph focuses on the modern power system and its reliable operation on a national scale. The contents focus on the analysis and root cause of different power system blackouts, the introduction of a phasor measurement unit incorporating a polygon-shaped graphical algorithm for out-of-step protection of the synchronous generator, predictive out-of-step protection, dual-slope relay setting, novel apparent stability concept, among others. This volume will be beneficial to academia and industry during the testing, development, and modeling of protective relays for generators, transformers, and transmission lines.
Renewable energy sources. --- Electric power production. --- Renewable Energy. --- Electrical Power Engineering. --- Electric power generation --- Electricity generation --- Power production, Electric --- Electric power systems --- Electrification --- Alternate energy sources --- Alternative energy sources --- Energy sources, Renewable --- Sustainable energy sources --- Power resources --- Renewable natural resources --- Agriculture and energy --- Electric power system stability. --- Renewable resource integration. --- Integration, Renewable resource --- Energy development --- Energy web --- Stability of electric power systems --- Transients (Electricity) --- Control
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This handbook analyzes and develops methods and models to optimize solutions for energy access (for industry and the general world population alike) in terms of reliability and sustainability. With a focus on improving the performance of energy systems, it brings together state-of-the-art research on reliability enhancement, intelligent development, simulation and optimization, as well as sustainable development of energy systems. It helps energy stakeholders and professionals learn the methodologies needed to improve the reliability of energy supply-and-demand systems, achieve more efficient long-term operations, deal with uncertainties in energy systems, and reduce energy emissions. Highlighting novel models and their applications from leading experts in this important area, this book will appeal to researchers, students, and engineers in the various domains of smart energy systems and encourage them to pursue research and development in this exciting and highly relevant field.
Production management. --- Energy policy. --- Energy and state. --- Power resources. --- Environmental economics. --- Renewable energy sources. --- Mathematical optimization. --- Sustainability. --- Operations Management. --- Energy Policy, Economics and Management. --- Resource and Environmental Economics. --- Renewable Energy. --- Optimization. --- Sustainability science --- Human ecology --- Social ecology --- Optimization (Mathematics) --- Optimization techniques --- Optimization theory --- Systems optimization --- Mathematical analysis --- Maxima and minima --- Operations research --- Simulation methods --- System analysis --- Alternate energy sources --- Alternative energy sources --- Energy sources, Renewable --- Sustainable energy sources --- Power resources --- Renewable natural resources --- Agriculture and energy --- Economics --- Environmental quality --- Energy --- Energy resources --- Power supply --- Natural resources --- Energy harvesting --- Energy industries --- Energy and state --- State and energy --- Industrial policy --- Energy conservation --- Manufacturing management --- Industrial management --- Environmental aspects --- Economic aspects --- Government policy --- Electric power system stability. --- Electric power systems --- Automatic control.
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