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Full Description
Advances in the Electricity Markets: Data-Driven Analytics explores the quantitative skills, the latest technologies, and the sustainable initiatives essential to the effective management of emerging electricity markets. This book explores how to practically achieve sustainable development goals by incorporating advanced methods, including those related to renewable integration, robust power market analysis, and precise prediction methods that facilitate the reduction of carbon emissions. In addition, the book offers novel theoretical, policy, and managerial insights into adopting Distributed Energy Resources, Smart contracts, and the AI and Machine Learning approaches required for the resilience of the electricity systems. The book also discusses how electricity markets are evolving, including coverage of peer-to-peer trading, energy optimization, and intelligent electricity systems. T Written for energy researchers and professionals, as well as graduate students studying energy and electrical engineering, Advances in the Electricity Markets: Data-Driven Analytics is a valuable resource for those who wish to understand growing electricity markets and the latest techniques required for climate change.
Contents
Part I: Introduction and Background
1. Introduction to Electricity Markets
2. Data-Driven Analytics in Energy Markets
Part II: Data Collection and Management
3. Data Collection Methods
4. Data Quality and Management
Part III: Predictive Analytics
5. Load Forecasting
6. Renewable Energy Forecasting
Part IV: Market Analysis and Pricing
7. Market Price Forecasting
8. Demand Response and Dynamic Pricing
Part V: Risk Management and Optimization
9. Risk Assessment in Electricity Markets
10. Optimization Techniques for Market Operations
Part VI: Market Design and Policy
11. Market Design and Regulation
12. Policy Implications of Data-Driven Analytics
Part VII: Case Studies and Applications
13. Case Studies in Data-Driven Market Operations
14. Future Directions and Emerging Trends
Part VIII: Conclusion
15. Summary and Future Perspectives Final thoughts and recommendations