{"id":10362,"date":"2024-02-01T14:53:05","date_gmt":"2024-02-01T14:53:05","guid":{"rendered":"https:\/\/xarxah2cat.org\/?post_type=dt_portfolio&#038;p=10362"},"modified":"2024-03-01T12:13:09","modified_gmt":"2024-03-01T12:13:09","slug":"mantenimiento-predictivo-y-deteccion-de-fallos","status":"publish","type":"dt_portfolio","link":"https:\/\/xarxah2cat.org\/en\/project\/mantenimiento-predictivo-y-deteccion-de-fallos\/","title":{"rendered":"Predictive maintenance and failure detection\u00a0\u00a0\u00a0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"10362\" class=\"elementor elementor-10362 elementor-9809\" data-elementor-post-type=\"dt_portfolio\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6adbb05 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"6adbb05\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\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-25 elementor-top-column elementor-element elementor-element-151bd0f\" data-id=\"151bd0f\" 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-8132ddf elementor-widget elementor-widget-text-editor\" data-id=\"8132ddf\" 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>SCOPE<\/p>\n\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-6e03a9f elementor-widget elementor-widget-text-editor\" data-id=\"6e03a9f\" 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>Use of hydrogen as an energy source<\/p>\n\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-25 elementor-top-column elementor-element elementor-element-dbf9f86\" data-id=\"dbf9f86\" 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-cd55f4f elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"cd55f4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chart-line\"><\/i>\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 class=\"elementor-element elementor-element-3644c24 elementor-widget elementor-widget-text-editor\" data-id=\"3644c24\" 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>Maturity Level<\/p>\n\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-ff1e640 elementor-widget elementor-widget-text-editor\" data-id=\"ff1e640\" 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>TRL 5-6<\/p>\n\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-25 elementor-top-column elementor-element elementor-element-c9bd520\" data-id=\"c9bd520\" 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-1539224 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"1539224\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-microscope\"><\/i>\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 class=\"elementor-element elementor-element-34b9e5d elementor-widget elementor-widget-text-editor\" data-id=\"34b9e5d\" 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>Development Level<\/p>\n\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-eeab499 elementor-widget elementor-widget-text-editor\" data-id=\"eeab499\" 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 class=\"TextRun SCXW163004402 BCX0\" lang=\"ES-ES\" xml:lang=\"ES-ES\" data-contrast=\"none\">Proof of concept<\/span><span class=\"EOP SCXW163004402 BCX0\" data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n\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-25 elementor-top-column elementor-element elementor-element-eb9e526\" data-id=\"eb9e526\" 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-c4e3498 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"c4e3498\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-lock\"><\/i>\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 class=\"elementor-element elementor-element-81153d5 elementor-widget elementor-widget-text-editor\" data-id=\"81153d5\" 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>Protection Level<\/p>\n\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-e6ca914 elementor-widget elementor-widget-text-editor\" data-id=\"e6ca914\" 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>Knowledge register<\/p>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ba932fe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ba932fe\" data-element_type=\"section\" data-e-type=\"section\">\n\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-100 elementor-top-column elementor-element elementor-element-b043a3b\" data-id=\"b043a3b\" 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-aecb3e6 elementor-widget elementor-widget-spacer\" data-id=\"aecb3e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-443b80e elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"443b80e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.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\">Predictive maintenance and failure detection\u00a0\u00a0\u00a0<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3da721b elementor-widget elementor-widget-spacer\" data-id=\"3da721b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e39dd39 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e39dd39\" data-element_type=\"section\" data-e-type=\"section\">\n\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-33 elementor-top-column elementor-element elementor-element-0578110\" data-id=\"0578110\" 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-abc9d14 elementor-widget elementor-widget-image\" data-id=\"abc9d14\" 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=\"606\" height=\"420\" src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX4.jpg\" class=\"attachment-large size-large wp-image-9819\" alt=\"\" srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX4.jpg 606w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX4-300x208.jpg 300w\" sizes=\"(max-width: 606px) 100vw, 606px\" \/>\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-9e91e68 elementor-widget elementor-widget-spacer\" data-id=\"9e91e68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-bd64f06 elementor-widget elementor-widget-text-editor\" data-id=\"bd64f06\" 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>Entity:<\/p>\n\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-d0417e3 elementor-widget elementor-widget-image\" data-id=\"d0417e3\" 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 decoding=\"async\" width=\"300\" height=\"95\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2023\/05\/Eurecat_claim_Logo_Degradat_1000px-1-300x95.png\" class=\"attachment-medium size-medium wp-image-7105 lazyload\" alt=\"\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2023\/05\/Eurecat_claim_Logo_Degradat_1000px-1-300x95.png 300w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2023\/05\/Eurecat_claim_Logo_Degradat_1000px-1-768x242.png 768w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2023\/05\/Eurecat_claim_Logo_Degradat_1000px-1.png 1000w\" data-sizes=\"(max-width: 300px) 100vw, 300px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 300px; --smush-placeholder-aspect-ratio: 300\/95;\" \/>\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-66 elementor-top-column elementor-element elementor-element-f77822a\" data-id=\"f77822a\" 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-1803eb7 elementor-widget elementor-widget-text-editor\" data-id=\"1803eb7\" 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 class=\"TextRun SCXW83027069 BCX0\" lang=\"ES-ES\" xml:lang=\"ES-ES\" data-contrast=\"auto\">Unlike corrective maintenance, predictive maintenance makes it possible to programme the actions to be taken before the failure becomes serious and the system&#8217;s operation is interrupted in an unplanned manner. <\/span><span class=\"TextRun SCXW83027069 BCX0\" lang=\"ES-ES\" xml:lang=\"ES-ES\" data-contrast=\"auto\">The application of machine learning techniques makes it possible to detect deviations in the behaviour of equipment with respect to normal operating patterns. Using domain and historical knowledge about failures, observed anomalies are related to potential failure symptoms and alarms are generated by maintenance personnel so that they can take corrective actions to avoid system inefficiencies or interruption of operation due to a total shutdown.<\/span><\/p>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-04d9bc9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"04d9bc9\" data-element_type=\"section\" data-e-type=\"section\">\n\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-100 elementor-top-column elementor-element elementor-element-3a20a0e\" data-id=\"3a20a0e\" data-element_type=\"column\" data-e-type=\"column\">\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7509a23 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7509a23\" data-element_type=\"section\" data-e-type=\"section\">\n\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-100 elementor-top-column elementor-element elementor-element-0702387\" data-id=\"0702387\" 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-4abe907 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"4abe907\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-54c701f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"54c701f\" data-element_type=\"section\" data-e-type=\"section\">\n\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-50 elementor-top-column elementor-element elementor-element-a76cfc2\" data-id=\"a76cfc2\" 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-7239b10 elementor-widget elementor-widget-heading\" data-id=\"7239b10\" 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\">Challenges met<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8ec92f elementor-widget elementor-widget-spacer\" data-id=\"a8ec92f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-92cff29 elementor-widget elementor-widget-text-editor\" data-id=\"92cff29\" 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 style=\"font-weight: 400;\">\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Avoids unscheduled service or equipment interruptions<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Detects malfunctions and minimises inefficiencies<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Reduces the replacement of components that have not yet reached the end of their useful life<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n\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-50 elementor-top-column elementor-element elementor-element-d1f95dd\" data-id=\"d1f95dd\" 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-ad9203d elementor-widget elementor-widget-heading\" data-id=\"ad9203d\" 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\">Scope of application<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-109608d elementor-widget elementor-widget-spacer\" data-id=\"109608d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-5a4591c elementor-widget elementor-widget-text-editor\" data-id=\"5a4591c\" 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 class=\"TextRun SCXW23604745 BCX0\" lang=\"ES-ES\" xml:lang=\"ES-ES\" data-contrast=\"auto\">Maintenance of facilities, including hydrogen production equipment<\/span><\/p>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f6666d1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f6666d1\" data-element_type=\"section\" data-e-type=\"section\">\n\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-100 elementor-top-column elementor-element elementor-element-b8ad7cd\" data-id=\"b8ad7cd\" 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-97b441b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"97b441b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6c5307f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6c5307f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\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-50 elementor-top-column elementor-element elementor-element-b65a37b\" data-id=\"b65a37b\" 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-bb878ac elementor-widget elementor-widget-heading\" data-id=\"bb878ac\" 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\">Main publications<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f4b90a elementor-widget elementor-widget-spacer\" data-id=\"5f4b90a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-50 elementor-top-column elementor-element elementor-element-dd34438\" data-id=\"dd34438\" 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-3312875 elementor-widget elementor-widget-heading\" data-id=\"3312875\" 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\">Related projects<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb14c40 elementor-widget elementor-widget-spacer\" data-id=\"eb14c40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-42f0aef elementor-widget elementor-widget-text-editor\" data-id=\"42f0aef\" 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>\n<li>SPHERE \u2013 BIM Digital Twin Platform\u00a0\u00a0<\/li>\n<li>SOLARADAPT &#8211; Active and intelligent management of solar photovoltaic energy production and local consumption in flexible power grids\u00a0<\/li>\n<\/ul>\n\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-df1aabb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df1aabb\" data-element_type=\"section\" data-e-type=\"section\">\n\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-100 elementor-top-column elementor-element elementor-element-d4771fa\" data-id=\"d4771fa\" 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-6b5d335 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6b5d335\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23bf02d elementor-widget elementor-widget-spacer\" data-id=\"23bf02d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-8e7f997 elementor-widget elementor-widget-heading\" data-id=\"8e7f997\" 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\">Other related technologies<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b96e902 elementor-widget elementor-widget-spacer\" data-id=\"b96e902\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-4af8504 arrows-relative-to-box_area preserve-img-ratio-cover bullets-small-dot-stroke elementor-widget elementor-widget-the7_elements_carousel\" data-id=\"4af8504\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;gap_between_posts&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:21,&quot;sizes&quot;:[]},&quot;widget_columns&quot;:4,&quot;widget_columns_tablet&quot;:2,&quot;widget_columns_mobile&quot;:1,&quot;gap_between_posts_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;gap_between_posts_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"the7_elements_carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"disable-arrows-hover-bg the7_elements_carousel-4af8504 owl-carousel portfolio-carousel-shortcode elementor-owl-carousel-call portfolio-shortcode the7-elementor-widget content-bg-on classic-layout-list description-under-image quick-scale-img enable-bg-rollover\" data-scroll-mode=\"1\" data-auto-height=\"false\" data-speed=\"600\" data-autoplay=\"false\" data-autoplay_speed=\"\"><article class=\"post visible post-14906 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/interpretable-digital-twin-for-the-management-of-hydrogen-injection-into-the-natural-gas-grid\/\"><img decoding=\"async\" width=\"4171\" height=\"3583\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%204171%203583&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 4171px) 100vw, 4171px\" style=\"--ratio: 4171 \/ 3583;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2025\/03\/FX6.png\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2025\/03\/FX6.png 4171w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2025\/03\/FX6-300x258.png 300w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2025\/03\/FX6-1024x880.png 1024w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2025\/03\/FX6-768x660.png 768w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2025\/03\/FX6-1536x1319.png 1536w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2025\/03\/FX6-2048x1759.png 2048w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/interpretable-digital-twin-for-the-management-of-hydrogen-injection-into-the-natural-gas-grid\/\" rel=\"bookmark\" title=\"Interpretable Digital Twin for the Management of Hydrogen Injection into the Natural Gas Grid\u00a0\u00a0\u00a0\">Interpretable Digital Twin for the Management of Hydrogen Injection into the Natural Gas Grid\u00a0\u00a0\u00a0<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10359 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/power-to-heat-by-plasma-flame\/\"><img decoding=\"async\" width=\"1200\" height=\"675\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%201200%20675&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 1200px) 100vw, 1200px\" style=\"--ratio: 1200 \/ 675;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FH1.png\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FH1.png 1200w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FH1-300x169.png 300w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FH1-1024x576.png 1024w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FH1-768x432.png 768w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/power-to-heat-by-plasma-flame\/\" rel=\"bookmark\" title=\"Power to heat by plasma flame\u00a0\u00a0\">Power to heat by plasma flame\u00a0\u00a0<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10360 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/integracion-de-celdas-de-combustible-o-fuel-cells-fc-en-redes-electricas\/\"><img decoding=\"async\" width=\"1728\" height=\"314\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%201728%20314&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 1728px) 100vw, 1728px\" style=\"--ratio: 1728 \/ 314;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX2.png\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX2.png 1728w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX2-300x55.png 300w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX2-1024x186.png 1024w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX2-768x140.png 768w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX2-1536x279.png 1536w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/integracion-de-celdas-de-combustible-o-fuel-cells-fc-en-redes-electricas\/\" rel=\"bookmark\" title=\"Integration of fuel cells (FC) in electrical grids\u00a0\u00a0\u00a0\">Integration of fuel cells (FC) in electrical grids\u00a0\u00a0\u00a0<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10361 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/optimizacion-multicriterio-para-la-gestion-de-una-red-con-multiples-vectores-energeticos\/\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%201280%20720&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 1280px) 100vw, 1280px\" style=\"--ratio: 1280 \/ 720;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX3.jpg\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX3.jpg 1280w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX3-300x169.jpg 300w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX3-1024x576.jpg 1024w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX3-768x432.jpg 768w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/optimizacion-multicriterio-para-la-gestion-de-una-red-con-multiples-vectores-energeticos\/\" rel=\"bookmark\" title=\"Multi-criteria optimisation for the management of a grid with multiple energy vectors\u00a0\u00a0\">Multi-criteria optimisation for the management of a grid with multiple energy vectors\u00a0\u00a0<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10362 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/mantenimiento-predictivo-y-deteccion-de-fallos\/\"><img decoding=\"async\" width=\"606\" height=\"420\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%20606%20420&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 606px) 100vw, 606px\" style=\"--ratio: 606 \/ 420;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX4.jpg\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX4.jpg 606w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX4-300x208.jpg 300w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/mantenimiento-predictivo-y-deteccion-de-fallos\/\" rel=\"bookmark\" title=\"Predictive maintenance and failure detection\u00a0\u00a0\u00a0\">Predictive maintenance and failure detection\u00a0\u00a0\u00a0<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10363 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/servicios-a-la-red-electrica-desde-electrolizadores\/\"><img decoding=\"async\" width=\"685\" height=\"287\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%20685%20287&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 685px) 100vw, 685px\" style=\"--ratio: 685 \/ 287;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX5.png\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX5.png 685w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX5-300x126.png 300w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/servicios-a-la-red-electrica-desde-electrolizadores\/\" rel=\"bookmark\" title=\"Grid services from electrolysers\">Grid services from electrolysers<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10364 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/integracion-de-sistemas-de-hidrogeno-en-redes-electricas\/\"><img decoding=\"async\" width=\"1136\" height=\"1440\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%201136%201440&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 1136px) 100vw, 1136px\" style=\"--ratio: 1136 \/ 1440;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX1-scaled.jpg\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX1-scaled.jpg 1136w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX1-237x300.jpg 237w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX1-808x1024.jpg 808w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FX1-768x973.jpg 768w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/integracion-de-sistemas-de-hidrogeno-en-redes-electricas\/\" rel=\"bookmark\" title=\"Integration of hydrogen systems in electrical grids\">Integration of hydrogen systems in electrical grids<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10365 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/controladores-para-pilas-de-combustible\/\"><img decoding=\"async\" width=\"1200\" height=\"800\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%201200%20800&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 1200px) 100vw, 1200px\" style=\"--ratio: 1200 \/ 800;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP5.jpg\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP5.jpg 1200w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP5-300x200.jpg 300w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP5-1024x683.jpg 1024w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP5-768x512.jpg 768w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/controladores-para-pilas-de-combustible\/\" rel=\"bookmark\" title=\"Fuel cell controllers\">Fuel cell controllers<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10367 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/celdas-electroquimicas-ceramicas-con-3d-printing\/\"><img decoding=\"async\" width=\"1248\" height=\"935\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%201248%20935&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 1248px) 100vw, 1248px\" style=\"--ratio: 1248 \/ 935;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP8.jpg\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP8.jpg 1248w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP8-300x225.jpg 300w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP8-1024x767.jpg 1024w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP8-768x575.jpg 768w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/celdas-electroquimicas-ceramicas-con-3d-printing\/\" rel=\"bookmark\" title=\"Ceramic electrochemical cells with 3D Printing\u00a0\u00a0\">Ceramic electrochemical cells with 3D Printing\u00a0\u00a0<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10368 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/geometrias-complejas-ceramicas-con-3d-printing\/\"><img decoding=\"async\" width=\"1296\" height=\"972\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%201296%20972&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 1296px) 100vw, 1296px\" style=\"--ratio: 1296 \/ 972;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP7.jpg\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP7.jpg 1296w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP7-300x225.jpg 300w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP7-1024x768.jpg 1024w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/02\/FP7-768x576.jpg 768w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/geometrias-complejas-ceramicas-con-3d-printing\/\" rel=\"bookmark\" title=\"Complex ceramic geometries with 3D Printing\">Complex ceramic geometries with 3D Printing<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10391 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/diseno-de-placas-bipolares-fabricadas-con-distintas-tecnologias\/\"><img decoding=\"async\" width=\"320\" height=\"199\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%20320%20199&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 320px) 100vw, 320px\" style=\"--ratio: 320 \/ 199;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/01\/PE6.png\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/01\/PE6.png 320w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/01\/PE6-300x187.png 300w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/diseno-de-placas-bipolares-fabricadas-con-distintas-tecnologias\/\" rel=\"bookmark\" title=\"Design of bipolar plates made with different technologies\">Design of bipolar plates made with different technologies<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><article class=\"post visible post-10392 dt_portfolio type-dt_portfolio status-publish has-post-thumbnail hentry dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en\">\n\n\t<div class=\"post-thumbnail-wrap\">\n\t\t<div class=\"post-thumbnail\">\n\n\t\t\t<a class=\"post-thumbnail-rollover layzr-bg img-css-resize-wrapper\" aria-label=\"Post image\" href=\"https:\/\/xarxah2cat.org\/en\/project\/laboratorio-de-desarrollo-y-testeo-de-tecnologia-pem\/\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#039;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#039;%20viewBox%3D&#039;0%200%201280%20720&#039;%2F%3E\" class=\"attachment-full size-full preload-me aspect lazy lazy-load\" alt=\"\" sizes=\"(max-width: 1280px) 100vw, 1280px\" style=\"--ratio: 1280 \/ 720;\" data-src=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/01\/PE10-1.jpg\" loading=\"eager\" data-srcset=\"https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/01\/PE10-1.jpg 1280w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/01\/PE10-1-300x169.jpg 300w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/01\/PE10-1-1024x576.jpg 1024w, https:\/\/xarxah2cat.org\/wp-content\/uploads\/2024\/01\/PE10-1-768x432.jpg 768w\" \/><span class=\"the7-hover-icon\"><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span><\/a>\n\t\t<\/div>\n\t<\/div>\n\n\n<div class=\"post-entry-content\">\n\n\t<h3 class=\"ele-entry-title\"><a href=\"https:\/\/xarxah2cat.org\/en\/project\/laboratorio-de-desarrollo-y-testeo-de-tecnologia-pem\/\" rel=\"bookmark\" title=\"PEM technology development and testing laboratory\u00a0\u00a0\">PEM technology development and testing laboratory\u00a0\u00a0<\/a><\/h3><div class=\"entry-meta\"><span class=\"meta-item category-link\"><a href=\"https:\/\/xarxah2cat.org\/en\/project-category\/us-de-lhidrogen-com-a-font-denergia-en\/\" rel=\"tag\">Use of hydrogen as an energy source<\/a><\/span><\/div>\n<\/div><\/article><\/div><div class=\"owl-nav disabled\"><div class=\"owl-prev\" role=\"button\" tabindex=\"0\" aria-label=\"Prev slide\"><i class=\"fas fa-chevron-left\"><\/i><\/div><div class=\"owl-next\" role=\"button\" tabindex=\"0\" aria-label=\"Next slide\"><i class=\"fas fa-chevron-right\"><\/i><\/div><\/div>\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>SCOPE Use of hydrogen as an energy source Maturity Level TRL 5-6 Development Level Proof of concept\u00a0 Protection Level Knowledge register Entity: Unlike corrective maintenance, predictive maintenance makes it possible to programme the actions to be taken before the failure becomes serious and the system&#8217;s operation is interrupted in an unplanned manner. The application of&hellip;<\/p>\n","protected":false},"author":5,"featured_media":9819,"comment_status":"open","ping_status":"closed","template":"","dt_portfolio_category":[117],"dt_portfolio_tags":[],"class_list":["post-10362","dt_portfolio","type-dt_portfolio","status-publish","has-post-thumbnail","hentry","dt_portfolio_category-us-de-lhidrogen-com-a-font-denergia-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Predictive maintenance and failure detection\u00a0\u00a0\u00a0 - Xarxa H2CAT<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/xarxah2cat.org\/en\/project\/mantenimiento-predictivo-y-deteccion-de-fallos\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Predictive maintenance and failure detection\u00a0\u00a0\u00a0 - Xarxa H2CAT\" \/>\n<meta property=\"og:description\" content=\"SCOPE Use of hydrogen as an energy source Maturity Level TRL 5-6 Development Level Proof of concept\u00a0 Protection Level Knowledge register Entity: Unlike corrective maintenance, predictive maintenance makes it possible to programme the actions to be taken before the failure becomes serious and the system&#8217;s operation is interrupted in an unplanned manner. 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