About: Statistical Model of Segment-Specific Relationship Between Natural Gas Consumption and Temperature in Daily and Hourly Resolution

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About: Statistical Model of Segment-Specific Relationship Between Natural Gas Consumption and Temperature in Daily and Hourly Resolution Goto Sponge NotDistinct Permalink

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	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. 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. (en)
Title	Statistical Model of Segment-Specific Relationship Between Natural Gas Consumption and Temperature in Daily and Hourly Resolution Statistical Model of Segment-Specific Relationship Between Natural Gas Consumption and Temperature in Daily and Hourly Resolution (en)
skos:prefLabel	Statistical Model of Segment-Specific Relationship Between Natural Gas Consumption and Temperature in Daily and Hourly Resolution Statistical Model of Segment-Specific Relationship Between Natural Gas Consumption and Temperature in Daily and Hourly Resolution (en)
skos:notation	RIV/67985807:_____/10:00348314!RIV11-AV0-67985807
http://linked.open...avai/riv/aktivita	I P Z
http://linked.open...avai/riv/aktivity	I, P(1ET400300513), Z(AV0Z10300504)
http://linked.open...vai/riv/dodaniDat	2011
http://linked.open...aciTvurceVysledku	Horáček, Jiří Brabec, Marek Pelikán, Emil Konár, Ondřej
http://linked.open.../riv/druhVysledku	C - Kapitola v knize
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ústav informatiky AV ČR, v. v. i.
http://linked.open...dnocenehoVysledku	289944
http://linked.open...ai/riv/idVysledku	RIV/67985807:_____/10:00348314
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	natural gas consumption; semiparametric modeling; statistical modeling; temperature response (en)
http://linked.open.../riv/klicoveSlovo	semiparametric modeling temperature response statistical modeling natural gas consumption
http://linked.open...ontrolniKodProRIV	[E874A6A561BC]
http://linked.open...i/riv/mistoVydani	Rijeka
http://linked.open...i/riv/nazevZdroje	Natural Gas
http://linked.open...in/vavai/riv/obor	JE
http://linked.open...ichTvurcuVysledku	4 (xsd:int)
http://linked.open...v/pocetStranKnihy	606 (xsd:int)
http://linked.open...cetTvurcuVysledku	4 (xsd:int)
http://linked.open...vavai/riv/projekt	Mathematical modelling of natural gas consumption for small and middle clients
http://linked.open...UplatneniVysledku	2010
http://linked.open...iv/tvurceVysledku	Malý, Marek Brabec, Marek Konár, Ondřej Pelikán, Emil
http://linked.open...n/vavai/riv/zamer	Informatika pro informační společnost: modely, algoritmy, aplikace
number of pages	24 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Sciyo
https://schema.org/isbn	978-953-307-112-1

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