Smart Energy and Electric Power Systems: Current Trends and New Intelligent Perspectives
Smart Energy and Electric Power Systems: Current Trends and New Intelligent Perspectives
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Smart Energy and Electric Power Systems: Current Trends and New Intelligent Perspectives explores the use of intelligent algorithms and machine learning techniques to enable evidence-driven decision-making and mitigate catastrophic power shortages in complex and data-driven power systems with distributed energy resources. It discusses AI- and ML-informed techniques for rebalancing supply and demand, security solutions, and integrating AI and ML into the modern energy sector.
Format: Paperback / softback
Length: 226 pages
Publication date: 30 September 2022
Publisher: Elsevier - Health Sciences Division
Smart Energy and Electric Power Systems: Current Trends and New Intelligent Perspectives delves into the realm of intelligent algorithms and machine learning techniques, exploring their pivotal role in addressing the increasingly intricate and data-driven power systems characterized by distributed energy resources. This comprehensive book serves as a comprehensive review, shedding light on the key applications of these advanced technologies in enabling evidence-driven decision-making and mitigating catastrophic power shortages.
The book begins by delving into the foundations laid for the integration of machine learning and smart power systems, emphasizing the need for seamless integration to optimize performance and efficiency. It then proceeds to address the critical challenges and issues that arise in this domain, such as managing the variability of renewable energy sources, ensuring grid stability, and enhancing energy security.
To address these challenges, the work delves into AI- and ML-informed techniques for rebalancing supply and demand. Distributed energy resources, such as solar panels and wind turbines, are explored as potential solutions, along with prosumer markets that enable consumers to participate in the energy distribution process. Electricity demand prediction, component fault detection, and load balancing are among the methods discussed, highlighting their role in optimizing energy usage and reducing costs.
Security is a paramount concern in the modern energy sector, and the book introduces robust security solutions to counter potential cyberattacks. It discusses the importance of security data detection and critical loads in power systems, emphasizing the need for proactive measures to safeguard against threats.
The work concludes with a lengthy discussion, informed by case studies, on integrating AI and ML into the modern energy sector. It explores the potential benefits and challenges associated with this integration, emphasizing the importance of interdisciplinary collaboration and the need for regulatory frameworks to support the adoption of AI and ML technologies.
In summary, Smart Energy and Electric Power Systems: Current Trends and New Intelligent Perspectives serves as a valuable resource for researchers, policymakers, and industry professionals seeking to navigate the complex landscape of smart energy and electric power systems. By leveraging the power of intelligent algorithms and machine learning techniques, the book offers a roadmap for building more resilient, efficient, and secure power systems that can meet the growing demands of a rapidly evolving global energy landscape.
Weight: 370g
Dimension: 153 x 225 x 17 (mm)
ISBN-13: 9780323916646
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