Počet záznamů: 1
Statistical Models for Disaggregation and Reaggregation of Natural Gas Consumption Data
- 1.0436216 - ÚI 2015 RIV GB eng J - Článek v odborném periodiku
Brabec, Marek - Konár, Ondřej - Malý, Marek - Kasanický, Ivan - Pelikán, Emil
Statistical Models for Disaggregation and Reaggregation of Natural Gas Consumption Data.
Journal of Applied Statistics. Roč. 42, č. 5 (2015), s. 921-937. ISSN 0266-4763
Institucionální podpora: RVO:67985807
Klíčová slova: natural gas consumption * semiparametric model * standardized load profiles * aggregation * disaggregation * 62P30
Kód oboru RIV: BB - Aplikovaná statistika, operační výzkum
Impakt faktor: 0.419, rok: 2015
In this paper, we present a unified framework for natural gas consumption modeling and forecasting. This consists of models of GAM class and their nonlinear extension, tailored for easy estimation, aggregation and treatment of the delayed relationship between temperature and consumption. Since the consumption data for households and small commercial customers are routinely available in many countries only as long-term sum meter readings, their disaggregation and possibly reaggregation to different time intervals is necessary for a variety of purposes. We show some examples of specific models based on the presented framework and then we demonstrate their use in practice, especially for the disaggregation and reaggregation tasks.
Trvalý link: http://hdl.handle.net/11104/0240061