{"id":3931,"date":"2021-01-20T12:11:57","date_gmt":"2021-01-20T11:11:57","guid":{"rendered":"https:\/\/cigip.webs.upv.es\/?p=3931"},"modified":"2026-10-14T15:24:59","modified_gmt":"2026-10-14T13:24:59","slug":"data-analysis-and-prediction-system-in-agricultural-supply-chains-to-improve-demand-management-through-big-data-techniques","status":"publish","type":"post","link":"https:\/\/cigip.webs.upv.es\/en\/data-analysis-and-prediction-system-in-agricultural-supply-chains-to-improve-demand-management-through-big-data-techniques\/","title":{"rendered":"Data Analysis and Prediction System in Agricultural Supply Chains to improve demand management, through Big Data techniques."},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3931\" class=\"elementor elementor-3931 elementor-1003\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f194f60 e-con-full cf-hero e-flex e-con e-parent\" data-id=\"f194f60\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-81fd056 e-con-full cf-hero-text e-flex e-con e-child\" data-id=\"81fd056\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bda5385 cf-eyebrow elementor-widget elementor-widget-heading\" data-id=\"bda5385\" 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<p class=\"elementor-heading-title elementor-size-default\">UPV R&amp;D project \u2013 2019<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-934fcdf cf-title elementor-widget elementor-widget-heading\" data-id=\"934fcdf\" 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\">Data analysis and prediction system for agricultural supply chains to improve demand management using big data techniques<\/h1>\t\t\t\t<\/div>\n\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-fb0814f e-con-full cf-section e-flex e-con e-parent\" data-id=\"fb0814f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c01725f cf-h2 elementor-widget elementor-widget-heading\" data-id=\"c01725f\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Project details<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b9cebb9 e-con-full e-grid cf-grid e-con e-child\" data-id=\"b9cebb9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a728f18 e-con-full cf-card e-flex e-con e-child\" data-id=\"a728f18\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-db6ee41 cf-label elementor-widget elementor-widget-heading\" data-id=\"db6ee41\" 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<p class=\"elementor-heading-title elementor-size-default\">Execution period<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eefba98 cf-value elementor-widget elementor-widget-heading\" data-id=\"eefba98\" 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<p class=\"elementor-heading-title elementor-size-default\">01\/03\/2019 - 01\/03\/2022<\/p>\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-206a428 e-con-full cf-card e-flex e-con e-child\" data-id=\"206a428\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a4901f9 cf-label elementor-widget elementor-widget-heading\" data-id=\"a4901f9\" 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<p class=\"elementor-heading-title elementor-size-default\">Type<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f738b2c cf-value elementor-widget elementor-widget-heading\" data-id=\"f738b2c\" 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<p class=\"elementor-heading-title elementor-size-default\">HR Financing<\/p>\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-cd8fbde e-con-full cf-card e-flex e-con e-child\" data-id=\"cd8fbde\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-821d7d6 cf-label elementor-widget elementor-widget-heading\" data-id=\"821d7d6\" 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<p class=\"elementor-heading-title elementor-size-default\">Amount<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5c0932 cf-value elementor-widget elementor-widget-heading\" data-id=\"a5c0932\" 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<p class=\"elementor-heading-title elementor-size-default\">0\u20ac.<\/p>\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-36d73bf e-con-full cf-card e-flex e-con e-child\" data-id=\"36d73bf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b2b4b06 cf-label elementor-widget elementor-widget-heading\" data-id=\"b2b4b06\" 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<p class=\"elementor-heading-title elementor-size-default\">Funding body<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da43b98 cf-value elementor-widget elementor-widget-heading\" data-id=\"da43b98\" 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<p class=\"elementor-heading-title elementor-size-default\">Universitat Polit\u00e8cnica de Val\u00e8ncia<\/p>\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-0d1785f e-con-full cf-card e-flex e-con e-child\" data-id=\"0d1785f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-18757a7 cf-label elementor-widget elementor-widget-heading\" data-id=\"18757a7\" 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<p class=\"elementor-heading-title elementor-size-default\">Principal investigator<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e0f0f2a cf-value elementor-widget elementor-widget-heading\" data-id=\"e0f0f2a\" 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<p class=\"elementor-heading-title elementor-size-default\">D\u00edaz-Madro\u00f1ero Boluda, Francisco Manuel.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-05b17f1 cf-h3 elementor-widget elementor-widget-heading\" data-id=\"05b17f1\" 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<h3 class=\"elementor-heading-title elementor-size-default\">CIGIP team<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7084802 cf-chips elementor-widget elementor-widget-text-editor\" data-id=\"7084802\" 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<ul><li><a href=\"https:\/\/www.upv.es\/ficha-personal\/aortiz\" target=\"_blank\" rel=\"noopener\">Ortiz Bas, \u00c1ngel<\/a><\/li><li>Rodr\u00edguez-S\u00e1nchez, Mar\u00eda De Los \u00c1ngeles<\/li><\/ul>\t\t\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-d2a1c82 e-con-full cf-section cf-desc e-flex e-con e-parent\" data-id=\"d2a1c82\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-874efc8 cf-h2 elementor-widget elementor-widget-heading\" data-id=\"874efc8\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Description<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1728935 cf-text elementor-widget elementor-widget-text-editor\" data-id=\"1728935\" 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>&#8220;Data Analysis and Prediction System in Agricultural Supply Chains for the improvement of demand management, using Big Data techniques&#8221; project\u201d.<\/p>\t\t\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-f2416fb e-con-full cf-foot e-flex e-con e-parent\" data-id=\"f2416fb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f6be05e cf-funding elementor-widget elementor-widget-image\" data-id=\"f6be05e\" data-element_type=\"widget\" data-e-type=\"widget\" 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=\"2000\" height=\"933\" src=\"https:\/\/cigip.webs.upv.es\/wp-content\/uploads\/2005\/12\/Copia-de-upv_grey-e1741859680786.png\" class=\"attachment-full size-full wp-image-7983\" alt=\"Logo Universitat Polit\u00e8cnica de Val\u00e8ncia, Campus d&apos;Alcoi\" srcset=\"https:\/\/cigip.webs.upv.es\/wp-content\/uploads\/2005\/12\/Copia-de-upv_grey-e1741859680786.png 2000w, https:\/\/cigip.webs.upv.es\/wp-content\/uploads\/2005\/12\/Copia-de-upv_grey-e1741859680786-300x140.png 300w, https:\/\/cigip.webs.upv.es\/wp-content\/uploads\/2005\/12\/Copia-de-upv_grey-e1741859680786-1024x478.png 1024w, https:\/\/cigip.webs.upv.es\/wp-content\/uploads\/2005\/12\/Copia-de-upv_grey-e1741859680786-768x358.png 768w, https:\/\/cigip.webs.upv.es\/wp-content\/uploads\/2005\/12\/Copia-de-upv_grey-e1741859680786-1536x717.png 1536w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/>\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<div class=\"elementor-element elementor-element-f7547ed cf-back elementor-widget elementor-widget-text-editor\" data-id=\"f7547ed\" 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><a href=\"\/en\/research\/rd-projects-upv-check\/\">\u2190 Back to UPV R&#038;D projects<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>UPV R&amp;D project \u2013 2019 Data analysis and prediction system for agricultural supply chains to improve demand management using big data techniques Project details Execution period 01\/03\/2019 &#8211; 01\/03\/2022 Type HR Financing Amount 0\u20ac. Funding body Universitat Polit\u00e8cnica de Val\u00e8ncia Principal investigator D\u00edaz-Madro\u00f1ero Boluda, Francisco Manuel. CIGIP team Ortiz Bas, \u00c1ngel Rodr\u00edguez-S\u00e1nchez, Mar\u00eda De Los [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","footnotes":""},"categories":[102,107,699],"tags":[],"class_list":["post-3931","post","type-post","status-publish","format-standard","hentry","category-investigacion","category-proyectos-upv","category-proyectos-upv-2019"],"_links":{"self":[{"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/posts\/3931","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/comments?post=3931"}],"version-history":[{"count":10,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/posts\/3931\/revisions"}],"predecessor-version":[{"id":14136,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/posts\/3931\/revisions\/14136"}],"wp:attachment":[{"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/media?parent=3931"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/categories?post=3931"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cigip.webs.upv.es\/en\/wp-json\/wp\/v2\/tags?post=3931"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}