Decomposing electricity prices with jumps

We propose a model that decomposes electricity prices into two independent stochastic processes: one that represents the “normal” pattern of electricity prices and another that captures temporary shocks or “jumps”, with non-lasting effects in the market. Each contains specific mean reverting paramet...

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Detalhes bibliográficos
Autor: Martínez Chombo, Eduardo
Formato: artículo
Estado:Versión publicada
Fecha de publicación:2005
País:México
Recursos:EL COLEGIO DE MÉXICO
Repositorio:Estudios Económicos de El Colegio de México
Idioma:inglés
OAI Identifier:oai:oai.estudioseconomicos.colmex.mx:article/169
Acesso em linha:https://estudioseconomicos.colmex.mx/index.php/economicos/article/view/169
Access Level:acceso abierto
Palavra-chave:electricity prices
mean-reversion
jump modelling
markov switching models
state-space representation
energy finance
C51
C52
C53
Q41
precios de electricidad
finanzas de energía
representación estado-espacio
Descrição
Resumo:We propose a model that decomposes electricity prices into two independent stochastic processes: one that represents the “normal” pattern of electricity prices and another that captures temporary shocks or “jumps”, with non-lasting effects in the market. Each contains specific mean reverting parameters to estimate. In order to identify such components we specify a state-space model with regime switching and apply the Kim’s (1994) filtering algorithm to estimate the model for the mean adjusted series of New South Wales’ electricity prices. Finally, bootstrap simulations were performed to estimate the expected contribution of each of the components in the overall electricity prices.