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Smart Energy and Electric Power Systems

Current Trends and New Intelligent Perspectives

Specificaties
Paperback, blz. | Engels
Elsevier Science | e druk, 2022
ISBN13: 9780323916646
Rubricering
Elsevier Science e druk, 2022 9780323916646
€ 158,20
Levertijd ongeveer 8 werkdagen

Samenvatting

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.

Specificaties

ISBN13:9780323916646
Taal:Engels
Bindwijze:Paperback

Inhoudsopgave

1. Introduction: Artificial intelligence and Smart Power Systems<br>2. Integrated Architecture of Machine Learning and Smart Power System<br>3. Challenges and issues in Power Systems<br>4. Load shedding and related techniques to solve the power crisis<br>5. ML in distributed energy resources and prosumers market<br>6. ML-based electricity demand prediction<br>7. Applying ML to determine the power outage<br>8. Predictive and Prescriptive analytics for component fault detection<br>9. Balancing demand and supply of electricity with machine learning<br>10. Preventive care of grid hardware with anomaly detection<br>11. AI-based Smart feeder monitoring system<br>12. Algorithms for buss loss and reliability indices calculations<br>13. ML-based security solutions to protect smart power systems<br>14. Cyber-attacks ,security data detection, and critical loads in the power systems<br>15. Integration of AI/ML into the energy sector: Case Studies
€ 158,20
Levertijd ongeveer 8 werkdagen

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        Smart Energy and Electric Power Systems