Multi-fractal Stochastic Modeling of the Auroral Electrojet Index - Martin Sund - Grāmatas - LAP LAMBERT Academic Publishing - 9783838381527 - 2011. gada 26. janvāris
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Multi-fractal Stochastic Modeling of the Auroral Electrojet Index

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In this thesis we have analyzed the Auroral Electrojet (AE) Index over the years 2000 to 2005, a time series consisting of over 3 000 000 data points. This data is described as a multi- fractal stochastic process. We first introduce a class of random multiplicative measures, which provide the multi-fractality in the stochastic processes. We also review the theory of fractal dimensions and scaling functions, before introducing the Multifractal Model of Asset Returns (MMAR), [15]. The scaling properties of various versions of the MMAR model are compared with the scaling function of the AE Index, and through this we describe the multi-fractal properties of the AE Index. Additionally, we have studied probability density functions (pdf) at different time scales, and used this to compare the stochastic models with the AE data. Finally we have tested our diagnostic tools on simulated multi-fractal models. These experiments show that the methods are capable of detecting multi-fractality.

Mediji Grāmatas     Paperback Book   (Grāmata ar mīksto vāku un līmēto muguru)
Izlaists 2011. gada 26. janvāris
ISBN13 9783838381527
Izdevēji LAP LAMBERT Academic Publishing
Lapas 68
Izmēri 225 × 4 × 150 mm   ·   119 g
Valoda Vācu