Smart Energy and Electric Power Systems
Current Trends and New Intelligent Perspectives
Smart Energy and Electric Power Systems: Current Trends and New Intelligent Perspectives reviews key applications of intelligent algorithms and machine learning techniques to increasingly complex and data-driven power systems with distributed energy...
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Smart Energy and Electric Power Systems: Current Trends and New Intelligent Perspectives reviews key applications of intelligent algorithms and machine learning techniques to increasingly complex and data-driven power systems with distributed energy resources to enable evidence-driven decision-making and mitigate catastrophic power shortages. The book reviews foundations towards the integration of machine learning and smart power systems before addressing key challenges and issues. The work then explores AI- and ML-informed techniques to rebalancing of supply and demand. Methods discussed include distributed energy resources and prosumer markets, electricity demand prediction, component fault detection, and load balancing.
Security solutions are introduced, along with potential solutions to cyberattacks, security data detection and critical loads in power systems. The work closes with a lengthy discussion, informed by case studies, on integrating AI and ML into the modern energy sector.
Bibliographische Angaben
- Herausgegeben:Sanjeevikumar, Padmanaban; Holm-Nielsen, Jens Bo; Padmanandam, Kayal; Dhanaraj, Rajesh Kumar; Balusamy, Balamurugan
- Verlag: Elsevier Science & Technology
- EAN: 9780323916646
Autoren-Porträt
Padmanaban Sanjeevikumar is a Full Professor in Electrical Power Engineering with the Department of Electrical Engineering, Information Technology, and Cybernetics, University of South-Eastern Norway, Norway. He has over a decade of academic and teaching experience, including Associate/Assistant Professorships at the University of Johannesburg, South Africa (2016-2018), Aalborg University, Denmark (2018-2021) and the CTIF Global Capsule Laboratory at Aarhus University, Denmark (2021-present). Prof. Sanjeevikumar received a lifetime achievement award from Marquis Who's Who - USA 2017 for contributing to power electronics and renewable energy research, and was listed among the world's top 2% of scientists by Stanford University, USA in 2019.Dr Jens Bo Holm-Nielsen is Associate Professor and Head of Center for Bioenergy and Green Engineering, Aalborg University, Aalborg, Denmark
Inhaltsverzeichnis zu „Smart Energy and Electric Power Systems “
1. Introduction: Artificial intelligence and Smart Power Systems2. Integrated Architecture of Machine Learning and Smart Power System
3. Challenges and issues in Power Systems
4. Load shedding and related techniques to solve the power crisis
5. ML in distributed energy resources and prosumers market
6. ML-based electricity demand prediction
7. Applying ML to determine the power outage
8. Predictive and Prescriptive analytics for component fault detection
9. Balancing demand and supply of electricity with machine learning
10. Preventive care of grid hardware with anomaly detection
11. AI-based Smart feeder monitoring system
12. Algorithms for buss loss and reliability indices calculations
13. ML-based security solutions to protect smart power systems
14. Cyber-attacks ,security data detection, and critical loads in the power systems
15. Integration of AI/ML into the energy sector: Case Studies
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