Počet záznamů: 1
Statistical Model of Segment-Specific Relationship Between Natural Gas Consumption and Temperature in Daily and Hourly Resolution
0348314 - UIVT-O 2011 RIV HR eng M - Část monografie knihy
Brabec, Marek - Malý, Marek - Pelikán, Emil - Konár, Ondřej
Statistical Model of Segment-Specific Relationship Between Natural Gas Consumption and Temperature in Daily and Hourly Resolution.
Natural Gas. Rijeka: Sciyo, 2010 - (Potočnik, P.), s. 393-416. ISBN 978-953-307-112-1
Grant CEP: GA AV ČR 1ET400300513
Grant ostatní: GA AV ČR(CZ) M100300904
Výzkumný záměr: CEZ:AV0Z10300504
Zdroj financování: I - institucionální podpora na rozvoj VO
Klíčová slova: natural gas consumption * semiparametric modeling * statistical modeling * temperature response
Kód oboru RIV: JE - Nejaderná energetika, spotřeba a využití energie
We describe a statistical model which was developed from first principles and from empirical behavior of real data to characterize the relationship between the consumption of natural gas and temperature in several segments of a typical gas utility company's customer pool. Specifically, we will deal with household and small+medium (HOU+SMC) size commercial customers. The model is suitable for disaggregation of various observed functionals of the observed consumption process into smaller pieces, e.g. disaggregation of sums across both individual customers and time into original components. This amounts to (semiparametric statistical) estimation of the individual pieces and/or subsequent synthesis into other functionals of interest. The model is built as a GAM (generalized additive model) with a nonlinear temperature response and it has quite rich dynamic component. We formulate the model first in generality and then we illustrate its behavior on real data from a large scale project.
Trvalý link: http://hdl.handle.net/11104/0188875