Number of the records: 1

Natural Gas

SYSNO ASEP	0348314
Document Type	M - Monograph Chapter
R&D Document Type	Monograph Chapter
Title	Statistical Model of Segment-Specific Relationship Between Natural Gas Consumption and Temperature in Daily and Hourly Resolution
Author(s)	Brabec, Marek (UIVT-O)_{RID, SAI, ORCID} Malý, Marek (UIVT-O)_{RID, SAI} Pelikán, Emil (UIVT-O)_{SAI, RID} Konár, Ondřej (UIVT-O)_{RID, SAI, ORCID}
Source Title	Natural Gas. - Rijeka : Sciyo, 2010 / Potočnik P. - ISBN 978-953-307-112-1
Pages	s. 393-416
Number of pages	24 s.
Number of pages	606
Language	eng - English
Country	HR - Croatia
Keywords	natural gas consumption ; semiparametric modeling ; statistical modeling ; temperature response
Subject RIV	JE - Non-nuclear Energetics, Energy Consumption ; Use
R&D Projects	1ET400300513 GA AV ČR - Academy of Sciences of the Czech Republic (AV ČR)
Next source	I
CEZ	AV0Z10300504 - UIVT-O (2005-2011)
UT WOS	000363693000018
DOI	10.5772/9855
Annotation	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.
Workplace	Institute of Computer Science
Contact	Tereza Šírová, sirova@cs.cas.cz, Tel.: 266 053 800
Year of Publishing	2011

Number of the records: 1