SOLAR ENERGY TIME SERIES ANALYSIS VIA MARKOV CHAINS

  • Author
  • Gabriel Kelab Sigaud
  • Co-authors
  • Marianne Bechara Elabras Da Motta Veiga , Fernando Luiz Cyrino Oliveira , Gustavo de Andrade Melo
  • Abstract
  •  

    Brazil, given a global scenario of concern with climate change, has been increasing the use of renewable energy, especially solar energy in the last years. With the growth in its participation, the characteristics of solar energy, such as intermittence and random fluctuations, have been affecting the operation planning of the Brazilian Electricity System (BES). Such factors can be studied with time series modeling, helping the planning of power plants and BES. In order to contribute to the factor analysis, the objective of this research is to analyze the characteristics of photovoltaic energy generation in the meteorological seasons of the year in two regions of Brazil with different solar incidences. For this, a methodology based on Markov Chain concepts is applied. The research presents relevant differences from the literature, such as the subdivision of the time series by meteorological seasons, the use of data not yet studied and a detailed presentation of the methodology and results, with demonstration of the main parts of the code used in the programming language R®. The objective of the research was successfully achieved, making evident the differences between the solar energy generation models between the meteorological seasons and the two regions studied. Thus, the research approach based on the subdivision and the comparison between seasons and regions showed to be valid.

  • Keywords
  • Renewable Energy Sources, Solar Energy, Markov Chains, K-means
  • Modality
  • Comunicação oral
  • Subject Area
  • Variable Renewable Energies
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  • 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