{"id":6972,"date":"2026-05-26T08:47:35","date_gmt":"2026-05-26T13:47:35","guid":{"rendered":"https:\/\/innovacion.concytec.gob.pe\/2026\/?post_type=casos_de_exito&#038;p=6972"},"modified":"2026-05-26T08:49:07","modified_gmt":"2026-05-26T13:49:07","slug":"sedapalaquatrend","status":"publish","type":"casos_de_exito","link":"https:\/\/innovacion.concytec.gob.pe\/2026\/casos_de_exito\/sedapalaquatrend\/","title":{"rendered":"<span style=\"color: #B9C32F; font-size: 18px;\">SEDAPAL<\/span><br\/><br\/>AQUATREND"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6972\" class=\"elementor elementor-6972\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"casos_de_exito\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2f88d12 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"2f88d12\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a3de14 elementor-widget elementor-widget-shortcode\" data-id=\"3a3de14\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3495\" class=\"elementor elementor-3495\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"elementor-hf\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d6098d9 elementor-section-stretched elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"d6098d9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-top-column elementor-element elementor-element-0e4a54b\" data-id=\"0e4a54b\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-26b5eff elementor-invisible elementor-widget elementor-widget-image\" data-id=\"26b5eff\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"454\" height=\"135\" src=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2025\/04\/logo-innovacion2026.png\" class=\"attachment-large size-large wp-image-5283\" alt=\"\" srcset=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2025\/04\/logo-innovacion2026.png 454w, https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2025\/04\/logo-innovacion2026-300x89.png 300w\" sizes=\"(max-width: 454px) 100vw, 454px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-top-column elementor-element elementor-element-7981d6a\" data-id=\"7981d6a\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-81fd79b elementor-hidden-phone elementor-widget elementor-widget-image\" data-id=\"81fd79b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"55\" height=\"160\" src=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2025\/04\/slash-1-1.png\" class=\"attachment-large size-large wp-image-701\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-top-column elementor-element elementor-element-b393aa9\" data-id=\"b393aa9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c269e5e elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"c269e5e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">CASOS DE \u00c9XITO<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-top-column elementor-element elementor-element-9f51f3d\" data-id=\"9f51f3d\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2afa0ce elementor-hidden-phone elementor-widget elementor-widget-image\" data-id=\"2afa0ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"55\" height=\"160\" src=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2025\/04\/slash-1-1.png\" class=\"attachment-large size-large wp-image-701\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-20 elementor-top-column elementor-element elementor-element-3d776f1\" data-id=\"3d776f1\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ad8c9a e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"7ad8c9a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-86b990e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"86b990e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-617a4fd elementor-widget elementor-widget-text-editor\" data-id=\"617a4fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">El problema principal radica en la limitada capacidad para identificar de manera oportuna las variaciones en el volumen facturado. Los m\u00e9todos utilizados se enfocan en an\u00e1lisis de corto plazo o en procesos manuales que requer\u00edan la descarga, procesamiento e integraci\u00f3n de m\u00faltiples fuentes de informaci\u00f3n. Esto generaba una visi\u00f3n incompleta del comportamiento del consumo, sin considerar adecuadamente patrones hist\u00f3ricos ni estacionales. Adem\u00e1s, la alta demanda de tiempo y recursos retrasaba la disponibilidad de informaci\u00f3n clave, afectando la agilidad y oportunidad en la toma de decisiones. Como consecuencia, la detecci\u00f3n de incrementos o reducciones en el consumo se realizaba de forma tard\u00eda, limitando la capacidad de respuesta frente a cambios en el comportamiento de los clientes.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Como soluci\u00f3n, el proyecto Aquatrend propone la implementaci\u00f3n de un modelo de an\u00e1lisis predictivo basado en suavizaci\u00f3n exponencial, que permite identificar de manera autom\u00e1tica y anticipada las variaciones en el volumen facturado. Este modelo integra datos hist\u00f3ricos y patrones estacionales, proporcionando una visi\u00f3n m\u00e1s completa y precisa del consumo. Asimismo, incorpora el env\u00edo de notificaciones autom\u00e1ticas por correo electr\u00f3nico, brindando a los analistas informaci\u00f3n relevante sobre el estado del suministro, condiciones del medidor y acciones operativas en curso. De esta manera, se optimiza el procesamiento masivo de datos, se reducen los tiempos de respuesta y se mejora la precisi\u00f3n del an\u00e1lisis, permitiendo una gesti\u00f3n m\u00e1s eficiente y pasando de un enfoque reactivo a uno proactivo y predictivo.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">L\u00cdDERES DEL PROYECTO: Ricardo Jimenez Prada, Gladys Becerra Diaz, Enrique Cadenas Acosta\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d65f8c9 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"d65f8c9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d62bfc6 ha-image-grid--even elementor-widget elementor-widget-ha-image-grid happy-addon ha-image-grid\" data-id=\"d62bfc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;layout&quot;:&quot;even&quot;,&quot;enable_popup&quot;:&quot;yes&quot;}\" data-widget_type=\"ha-image-grid.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div class=\"ha-image-grid__wrap hajs-isotope ha-lightbox--has\">\n\t\t\t\t\t\t\t\n\t\t\t\t<a href=\"#\" data-mfp-src=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Resultado_1-1024x404.png\" class=\"ha-image-grid__item ha-js-lightbox __fltr-1\">\n\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"303\" src=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Resultado_1-768x303.png\" class=\"elementor-animation-grow\" alt=\"\" srcset=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Resultado_1-768x303.png 768w, https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Resultado_1-300x118.png 300w, https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Resultado_1-1024x404.png 1024w, https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Resultado_1.png 1099w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\n\t\t\t\t<a href=\"#\" data-mfp-src=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-2-1024x633.png\" class=\"ha-image-grid__item ha-js-lightbox __fltr-1\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"475\" src=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-2-768x475.png\" class=\"elementor-animation-grow\" alt=\"\" srcset=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-2-768x475.png 768w, https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-2-300x185.png 300w, https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-2-1024x633.png 1024w, https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-2.png 1288w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\n\t\t\t\t<a href=\"#\" data-mfp-src=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-3-1024x199.png\" class=\"ha-image-grid__item ha-js-lightbox __fltr-1\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"149\" src=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-3-768x149.png\" class=\"elementor-animation-grow\" alt=\"\" srcset=\"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-3-768x149.png 768w, https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-3-300x58.png 300w, https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-3-1024x199.png 1024w, https:\/\/innovacion.concytec.gob.pe\/2026\/wp-content\/uploads\/2026\/05\/Aquatrend-3.png 1502w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"featured_media":0,"template":"","categoria_casos":[32],"class_list":["post-6972","casos_de_exito","type-casos_de_exito","status-publish","hentry","categoria_casos-lima"],"acf":[],"_links":{"self":[{"href":"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-json\/wp\/v2\/casos_de_exito\/6972","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-json\/wp\/v2\/casos_de_exito"}],"about":[{"href":"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-json\/wp\/v2\/types\/casos_de_exito"}],"version-history":[{"count":4,"href":"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-json\/wp\/v2\/casos_de_exito\/6972\/revisions"}],"predecessor-version":[{"id":6979,"href":"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-json\/wp\/v2\/casos_de_exito\/6972\/revisions\/6979"}],"wp:attachment":[{"href":"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-json\/wp\/v2\/media?parent=6972"}],"wp:term":[{"taxonomy":"categoria_casos","embeddable":true,"href":"https:\/\/innovacion.concytec.gob.pe\/2026\/wp-json\/wp\/v2\/categoria_casos?post=6972"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}