ARIMA model on the consumption of water for population use in the city of Tacna.

Descripción del Articulo

The objective was to build a time series forecast model based on endogenous patterns and variables of drinking water consumption and additionally determine the trend, seasonality, cyclical patterns and characteristics of the water consumed in the city of Tacna for the obtaining forecasts. The resear...

Descripción completa

Detalles Bibliográficos
Autor: Limache Sandoval, Elmer Marcial
Formato: artículo
Fecha de Publicación:2021
Institución:Universidad Privada de Tacna
Repositorio:Revistas - Universidad Privada de Tacna
Lenguaje:español
OAI Identifier:oai:revistas.upt.edu.pe:article/461
Enlace del recurso:https://revistas.upt.edu.pe/ojs/index.php/vestsc/article/view/461
Nivel de acceso:acceso abierto
Materia:Modelos ARIMA
series de tiempo
patrones de datos
pronósticos
ARIMA models
time series
data patterns
id REVUPT_0d11f961d62a78c62ef6769ad49dd20b
oai_identifier_str oai:revistas.upt.edu.pe:article/461
network_acronym_str REVUPT
network_name_str Revistas - Universidad Privada de Tacna
repository_id_str
spelling ARIMA model on the consumption of water for population use in the city of Tacna.Modelo ARIMA sobre el consumo de agua de uso poblacional en la ciudad de Tacna.Limache Sandoval, Elmer MarcialModelos ARIMAseries de tiempopatrones de datospronósticosARIMA modelstime seriesdata patternsThe objective was to build a time series forecast model based on endogenous patterns and variables of drinking water consumption and additionally determine the trend, seasonality, cyclical patterns and characteristics of the water consumed in the city of Tacna for the obtaining forecasts. The research was non-experimental, correlational and longitudinal, with monthly information from January 2006 to March 2018 recorded through documentary analysis. The unit of analysis were the economic units of the city of Tacna with drinking water service connected to the public network and monthly consumption as variable of interest. The population corresponds to a finite series of monthly data of size N = 383 months. The sample consisted of 139 observations between January 2006-July 2017 with which the ARIMA model has been built based on the Box-Jenkins methodology and extended until March 2018, for the validation of the model. The main conclusion is the obtaining of the forecast model for the consumption of water for population use in the city of Tacna ARIMA (0,1,1) (0,1,1) 12 with intercept and whose empirical mathematical formulation is: (LnX) ̂_t=0,000415+0,590a_(t-1)+0,899a_(t-12) with trend and seasonality patterns.El objetivo fue construir un modelo de pronóstico de series de tiempo en base a patrones y variables endógenas del consumo del agua potable y adicionalmente determinar la tendencia, estacionalidad, los patrones cíclicos y las características del agua que se consume en la ciudad de Tacna para la obtención de pronósticos. La investigación fue no experimental, correlacional y longitudinal, con información de periodicidad mensual entre enero de 2006 hasta marzo de 2018 registrada mediante análisis documental. La unidad de análisis fueron las unidades económicas de la ciudad de Tacna con servicio de agua potable conectado a la red pública y consumo mensual como variable de interés. La población corresponde a una serie finita de datos mensuales de tamaño N=383 meses. La muestra estuvo constituida por 139 observaciones entre enero 2006-julio 2017 con los que se ha construido el modelo ARIMA en base a la metodología Box-Jenkins y extendida hasta marzo de 2018, para la validación del modelo. La conclusión principal es la obtención del modelo de pronóstico para el consumo de agua de uso poblacional en la ciudad de Tacna ARIMA (0,1,1)(0,1,1)12 con intercepto y cuya formulación matemática empírica es: (LnX) ̂_t=0,000415+0,590a_(t-1)+0,899a_(t-12) con patrones de tendencia y estacionalidad.Universidad Privada de Tacna2021-05-22info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdftext/htmlhttps://revistas.upt.edu.pe/ojs/index.php/vestsc/article/view/46110.47796/ves.v10i1.461REVISTA VERITAS ET SCIENTIA - UPT; Vol. 10 No. 1 (2021): Veritas et Scientia; 69 - 82REVISTA VERITAS ET SCIENTIA - UPT; Vol. 10 Núm. 1 (2021): Veritas et Scientia; 69 - 822617-06392307-513910.47796/ves.v10i1reponame:Revistas - Universidad Privada de Tacnainstname:Universidad Privada de Tacnainstacron:UPTspahttps://revistas.upt.edu.pe/ojs/index.php/vestsc/article/view/461/370https://revistas.upt.edu.pe/ojs/index.php/vestsc/article/view/461/393info:eu-repo/semantics/openAccessoai:revistas.upt.edu.pe:article/4612022-10-19T18:16:42Z
dc.title.none.fl_str_mv ARIMA model on the consumption of water for population use in the city of Tacna.
Modelo ARIMA sobre el consumo de agua de uso poblacional en la ciudad de Tacna.
title ARIMA model on the consumption of water for population use in the city of Tacna.
spellingShingle ARIMA model on the consumption of water for population use in the city of Tacna.
Limache Sandoval, Elmer Marcial
Modelos ARIMA
series de tiempo
patrones de datos
pronósticos
ARIMA models
time series
data patterns
title_short ARIMA model on the consumption of water for population use in the city of Tacna.
title_full ARIMA model on the consumption of water for population use in the city of Tacna.
title_fullStr ARIMA model on the consumption of water for population use in the city of Tacna.
title_full_unstemmed ARIMA model on the consumption of water for population use in the city of Tacna.
title_sort ARIMA model on the consumption of water for population use in the city of Tacna.
dc.creator.none.fl_str_mv Limache Sandoval, Elmer Marcial
author Limache Sandoval, Elmer Marcial
author_facet Limache Sandoval, Elmer Marcial
author_role author
dc.subject.none.fl_str_mv Modelos ARIMA
series de tiempo
patrones de datos
pronósticos
ARIMA models
time series
data patterns
topic Modelos ARIMA
series de tiempo
patrones de datos
pronósticos
ARIMA models
time series
data patterns
description The objective was to build a time series forecast model based on endogenous patterns and variables of drinking water consumption and additionally determine the trend, seasonality, cyclical patterns and characteristics of the water consumed in the city of Tacna for the obtaining forecasts. The research was non-experimental, correlational and longitudinal, with monthly information from January 2006 to March 2018 recorded through documentary analysis. The unit of analysis were the economic units of the city of Tacna with drinking water service connected to the public network and monthly consumption as variable of interest. The population corresponds to a finite series of monthly data of size N = 383 months. The sample consisted of 139 observations between January 2006-July 2017 with which the ARIMA model has been built based on the Box-Jenkins methodology and extended until March 2018, for the validation of the model. The main conclusion is the obtaining of the forecast model for the consumption of water for population use in the city of Tacna ARIMA (0,1,1) (0,1,1) 12 with intercept and whose empirical mathematical formulation is: (LnX) ̂_t=0,000415+0,590a_(t-1)+0,899a_(t-12) with trend and seasonality patterns.
publishDate 2021
dc.date.none.fl_str_mv 2021-05-22
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv https://revistas.upt.edu.pe/ojs/index.php/vestsc/article/view/461
10.47796/ves.v10i1.461
url https://revistas.upt.edu.pe/ojs/index.php/vestsc/article/view/461
identifier_str_mv 10.47796/ves.v10i1.461
dc.language.none.fl_str_mv spa
language spa
dc.relation.none.fl_str_mv https://revistas.upt.edu.pe/ojs/index.php/vestsc/article/view/461/370
https://revistas.upt.edu.pe/ojs/index.php/vestsc/article/view/461/393
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
text/html
dc.publisher.none.fl_str_mv Universidad Privada de Tacna
publisher.none.fl_str_mv Universidad Privada de Tacna
dc.source.none.fl_str_mv REVISTA VERITAS ET SCIENTIA - UPT; Vol. 10 No. 1 (2021): Veritas et Scientia; 69 - 82
REVISTA VERITAS ET SCIENTIA - UPT; Vol. 10 Núm. 1 (2021): Veritas et Scientia; 69 - 82
2617-0639
2307-5139
10.47796/ves.v10i1
reponame:Revistas - Universidad Privada de Tacna
instname:Universidad Privada de Tacna
instacron:UPT
instname_str Universidad Privada de Tacna
instacron_str UPT
institution UPT
reponame_str Revistas - Universidad Privada de Tacna
collection Revistas - Universidad Privada de Tacna
repository.name.fl_str_mv
repository.mail.fl_str_mv
_version_ 1842353674596122624
score 12.660138
Nota importante:
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).