Innovations in Predictive Modeling for Renewable Energy Integration

  • Author
  • Alejandro Garcia
  • Co-authors
  • Sebastian Zapata
  • Abstract
  •  

    With the constant growth of renewable energy sources such as solar and wind energy, numerous challenges arise due to their variability and intermittence. These factors must be considered to effectively harness these energy sources, thus highlighting the necessity for a reliable method to predict energy generation. The ability to make accurate predictions becomes crucial in various applications, including energy market planning.

     

    How can a company precisely predict its green energy generation? This question underscores the need to develop a model that enables users and market regulators to anticipate renewable energy generation. Such a tool would prove invaluable for daily planning and the efficient dispatch of energy. With access to this data in advance, one could not only foresee potential challenges in project planning but also champion the use of clean and sustainable energy.

     

     

  • Keywords
  • Machine learning, renewables
  • Modality
  • Comunicação oral
  • Subject Area
  • Energy Modeling
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  • Energy Modeling
  • Energy and Macroeconomics
  • Energy Subsidies
  • Transportation and (e-) mobility
  • Nuclear Energy in Latam
  • Oil and Gas Markets and Investments
  • Energy Security and Geopolitics
  • Electricity markets
  • Energy and finance
  • Energy demand
  • Country studies
  • Energy and society
  • Energy Policy and Regulation
  • Climate Change: mitigation and adaptation
  • Disruptive innovation and energy transition
  • Energy and macroeconomics
  • Local governments
  • System integration
  • Energy and transport
  • Regional energy integration
  • LNG Markets in Latam
  • Social Dimensions of Energy Transition
  • Variable Renewable Energies
  • Distributed Energy Resources
  • System Integration, Energy Networks and Resilience
  • Energy Investment and Finance
  • Energy Market Design
  • Technology, Innovation and Policies
  • Low Carbon Hydrogen
  • Bioenergy and Biofuels
  • Energy and Development
  • New Supply Chains
  • Future of Utilities
  • Energy Efficiency
  • Energy Modeling
  • Energy and Macroeconomics
  • Energy Subsidies
  • Transportation and (e-) mobility
  • Nuclear Energy in Latam