Geostatistical Characteristics of the Structure of Spatial Variation of Electrical Power in the National 110 KV Network Including Results of Variogram Model Components Filtering

The paper provides results of analysing the superficial variability of electrical power using two geostatistical methods – lognormal kriging and ordinary kriging. The research work was to provide detailed characterization and identification of the electrical load variability structure at nodes of a...

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Main Authors: Barbara Namysłowska-Wilczyńska, Artur Wilczyński
Format: Article
Language:English
Published: ENERGA SA 2015-03-01
Series:Acta Energetica
Subjects:
Online Access:http://actaenergetica.org/en/articles/acta-energetica-012015/geostatistical-characteristics-of-the-structure-of-spatial-variation-of-electrical-power-in-the-national/
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spelling doaj-aac14832f49c4e9e84e6c6dd6b046f9f2020-11-24T23:43:29ZengENERGA SAActa Energetica2300-30222015-03-01221728710.12736/issn.2300-3022.2015106Geostatistical Characteristics of the Structure of Spatial Variation of Electrical Power in the National 110 KV Network Including Results of Variogram Model Components FilteringBarbara Namysłowska-Wilczyńska0Artur Wilczyński1Wrocław University of TechnologyWrocław University of TechnologyThe paper provides results of analysing the superficial variability of electrical power using two geostatistical methods – lognormal kriging and ordinary kriging. The research work was to provide detailed characterization and identification of the electrical load variability structure at nodes of a 110 kV network over the whole territory of Poland having been analyzed on the basis of results from kriging techniques applied. The paper proposes the methodology using two techniques of modelling and estimating average values Z* of electrical powers, i.e. lognormal kriging and ordinary kriging. The input data for calculations were electrical powers at nodes of 110 kV network related to the same time moment, i.e. 11:00 a.m. in summer and winter seasons. Kriging calculations were made for various variants of examinations. Filtering was carried out for assumed complex theoretical models of semivariograms of electrical powers, which means their dividing into several models components of the covariance (nugget effect, 1 spherical model, 2 spherical model), which were filtered out successively. Then, estimations were made for average values Z* of powers while particular components are passed over. The results of analyses made with considering particular components of semivariograms models were shown in raster maps providing distributions of estimated average values Z* of electrical powers. This allowed the orientation of variations in values of this parameter, both over the territory of the whole country and in time domain, for two seasons – summer and winter, and also when various models components were assumed of semivariograms of the loads. Detailed analysis of spatial-time variability of average values Z* of electrical loads over the country allowed to identify their range and nature of variability.http://actaenergetica.org/en/articles/acta-energetica-012015/geostatistical-characteristics-of-the-structure-of-spatial-variation-of-electrical-power-in-the-national/electrical powersuperficial variationgeostatistical modellingordinary kriginglognormal krigingfiltering the components in models of variograms
collection DOAJ
language English
format Article
sources DOAJ
author Barbara Namysłowska-Wilczyńska
Artur Wilczyński
spellingShingle Barbara Namysłowska-Wilczyńska
Artur Wilczyński
Geostatistical Characteristics of the Structure of Spatial Variation of Electrical Power in the National 110 KV Network Including Results of Variogram Model Components Filtering
Acta Energetica
electrical power
superficial variation
geostatistical modelling
ordinary kriging
lognormal kriging
filtering the components in models of variograms
author_facet Barbara Namysłowska-Wilczyńska
Artur Wilczyński
author_sort Barbara Namysłowska-Wilczyńska
title Geostatistical Characteristics of the Structure of Spatial Variation of Electrical Power in the National 110 KV Network Including Results of Variogram Model Components Filtering
title_short Geostatistical Characteristics of the Structure of Spatial Variation of Electrical Power in the National 110 KV Network Including Results of Variogram Model Components Filtering
title_full Geostatistical Characteristics of the Structure of Spatial Variation of Electrical Power in the National 110 KV Network Including Results of Variogram Model Components Filtering
title_fullStr Geostatistical Characteristics of the Structure of Spatial Variation of Electrical Power in the National 110 KV Network Including Results of Variogram Model Components Filtering
title_full_unstemmed Geostatistical Characteristics of the Structure of Spatial Variation of Electrical Power in the National 110 KV Network Including Results of Variogram Model Components Filtering
title_sort geostatistical characteristics of the structure of spatial variation of electrical power in the national 110 kv network including results of variogram model components filtering
publisher ENERGA SA
series Acta Energetica
issn 2300-3022
publishDate 2015-03-01
description The paper provides results of analysing the superficial variability of electrical power using two geostatistical methods – lognormal kriging and ordinary kriging. The research work was to provide detailed characterization and identification of the electrical load variability structure at nodes of a 110 kV network over the whole territory of Poland having been analyzed on the basis of results from kriging techniques applied. The paper proposes the methodology using two techniques of modelling and estimating average values Z* of electrical powers, i.e. lognormal kriging and ordinary kriging. The input data for calculations were electrical powers at nodes of 110 kV network related to the same time moment, i.e. 11:00 a.m. in summer and winter seasons. Kriging calculations were made for various variants of examinations. Filtering was carried out for assumed complex theoretical models of semivariograms of electrical powers, which means their dividing into several models components of the covariance (nugget effect, 1 spherical model, 2 spherical model), which were filtered out successively. Then, estimations were made for average values Z* of powers while particular components are passed over. The results of analyses made with considering particular components of semivariograms models were shown in raster maps providing distributions of estimated average values Z* of electrical powers. This allowed the orientation of variations in values of this parameter, both over the territory of the whole country and in time domain, for two seasons – summer and winter, and also when various models components were assumed of semivariograms of the loads. Detailed analysis of spatial-time variability of average values Z* of electrical loads over the country allowed to identify their range and nature of variability.
topic electrical power
superficial variation
geostatistical modelling
ordinary kriging
lognormal kriging
filtering the components in models of variograms
url http://actaenergetica.org/en/articles/acta-energetica-012015/geostatistical-characteristics-of-the-structure-of-spatial-variation-of-electrical-power-in-the-national/
work_keys_str_mv AT barbaranamysłowskawilczynska geostatisticalcharacteristicsofthestructureofspatialvariationofelectricalpowerinthenational110kvnetworkincludingresultsofvariogrammodelcomponentsfiltering
AT arturwilczynski geostatisticalcharacteristicsofthestructureofspatialvariationofelectricalpowerinthenational110kvnetworkincludingresultsofvariogrammodelcomponentsfiltering
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