Title of article :
Occupation times of the Ornstein–Uhlenbeck process: Functional PCA and evidence from electricity prices
Author/Authors :
Densing، نويسنده , , M.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2012
Abstract :
We discuss the functional principal component analysis (FPCA) of the occupation times of the Ornstein–Uhlenbeck process. For the eigenvalue problem of the covariance operator of the occupation times we derive the corresponding integral equation in the large time limit and we solve numerically for the principal components. The formulation applies the path-integral approach of Feynman and Kac. The principal components are compared with those from empirical electricity price processes on energy markets. The results indicate that FPCA of the occupation times is a suitable tool in stochastic energy modeling to generate moderately-sized scenario trees.
Keywords :
Occupation time , Electricity price , functional principal component analysis , Ornstein–Uhlenbeck process , PCA
Journal title :
Physica A Statistical Mechanics and its Applications
Journal title :
Physica A Statistical Mechanics and its Applications