Automatic Learning Techniques In Power Systems

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Automatic Learning Techniques In Power Systems

Automatic Learning Techniques In Power Systems written by Louis A. Wehenkel and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Technology & Engineering categories.

Automatic learning is a complex, multidisciplinary field of research and development, involving theoretical and applied methods from statistics, computer science, artificial intelligence, biology and psychology. Its applications to engineering problems, such as those encountered in electrical power systems, are therefore challenging, while extremely promising. More and more data have become available, collected from the field by systematic archiving, or generated through computer-based simulation. To handle this explosion of data, automatic learning can be used to provide systematic approaches, without which the increasing data amounts and computer power would be of little use. Automatic Learning Techniques in Power Systems is dedicated to the practical application of automatic learning to power systems. Power systems to which automatic learning can be applied are screened and the complementary aspects of automatic learning, with respect to analytical methods and numerical simulation, are investigated. This book presents a representative subset of automatic learning methods - basic and more sophisticated ones - available from statistics (both classical and modern), and from artificial intelligence (both hard and soft computing). The text also discusses appropriate methodologies for combining these methods to make the best use of available data in the context of real-life problems. Automatic Learning Techniques in Power Systems is a useful reference source for professionals and researchers developing automatic learning systems in the electrical power field.

Artificial Intelligence Techniques In Power Systems Operations And Analysis

Artificial Intelligence Techniques In Power Systems Operations And Analysis written by Nagendra Singh and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-16 with Computers categories.

An electrical power system consists of a large number of generation, transmission, and distribution subsystems. It is a very large and complex system; hence, its installation and management are very difficult tasks. An electrical system is essentially a very large network with very large data sets. Handling these data sets can require much time to analyze and subsequently implement. An electrical system is necessary but also potentially very dangerous if not operated and controlled properly. The demand for electricity is ever increasing, so maintaining load demand without overloading the system poses challenges and difficulties. Thus, planning, installing, operating, and controlling such a large system requires new technology. Artificial intelligence (AI) applications have many key features that can support a power system and handle overall power system operations. AI-based applications can manage the large data sets related to a power system. They can also help design power plants, model installation layouts, optimize load dispatch, and quickly respond to control apparatus. These applications and their techniques have been successful in many areas of power system engineering. Artificial Intelligence Techniques in Power Systems Operations and Analysis focuses on the various challenges arising in power systems and how AI techniques help to overcome these challenges. It examines important areas of power system analysis and the implementation of AI-driven analysis techniques. The book helps academicians and researchers understand how AI can be used for more efficient operation. Multiple AI techniques and their application are explained. Also featured are relevant data sets and case studies. Highlights include: Power quality enhancement by PV-UPQC for non-linear load Energy management of a nanogrid through flair of deep learning from IoT environments Role of artificial intelligence and machine learning in power systems with fault detection and diagnosis AC power optimization techniques Artificial intelligence and machine learning techniques in power systems automation

Machine Learning Ecml

Machine Learning Ecml written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Induction (Logic) categories.

Principles Of Data Mining And Knowledge Discovery

Principles Of Data Mining And Knowledge Discovery written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Data mining categories.

Ieee Pes Transmission And Distribution Conference And Exhibition 2002 Asia Pacific

Ieee Pes Transmission And Distribution Conference And Exhibition 2002 Asia Pacific written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Electric cables categories.

Real Time Grid Reliability Management

Real Time Grid Reliability Management written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Electric power consumption categories.

American Book Publishing Record Cumulative 1998

American Book Publishing Record Cumulative 1998 written by R R Bowker Publishing and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999-03 with categories.

Decision Support Systems The International Journal

Decision Support Systems The International Journal written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998 with categories.

Conference Papers From The Summer Meeting

Conference Papers From The Summer Meeting written by IEEE Power Engineering Society and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Electric engineering categories.

Control Of Industrial Systems

Control Of Industrial Systems written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Automatic control categories.