Analytic Algorithm - Remaining Useful Life Estimation

RUL is software tool used to estimate the remaining useful life of industrial equipment by using Machine Learning Techniques and by taking advantage of sensorial data.

AlgorithmMachine Learning

EstimateRemaining Useful Life

Technological CategoryInformation

TrendArtificial IntelligenceZDM

TypesModelService

</p> </div> <div class="et_post_meta_wrapper"> </div> </article> </div> <div id="sidebar"> <div id="search-2" class="et_pb_widget widget_search"><form role="search" method="get" id="searchform" class="searchform" action="https://digitalfactoryalliance.eu/"> <div> <label class="screen-reader-text" for="s">Search for:</label> <input type="text" value="" name="s" id="s" /> <input type="submit" id="searchsubmit" value="Search" /> </div> </form></div> <div id="recent-posts-2" class="et_pb_widget widget_recent_entries"> <h4 class="widgettitle">Recent Posts</h4> <ul> <li> <a href="https://digitalfactoryalliance.eu/the-sm4rtenance-eu-project-was-officially-launched/">The SM4RTENANCE EU Project was officially launched!</a> </li> <li> <a href="https://digitalfactoryalliance.eu/dfa-was-present-in-the-tems-eu-project-launching-event/">DFA was present in the TEMS EU Project Launching Event</a> </li> <li> <a href="https://digitalfactoryalliance.eu/50-projects-attend-the-manufacturing-partnership-day/">50 projects attend the Manufacturing Partnership Day</a> </li> <li> <a href="https://digitalfactoryalliance.eu/the-eosc-symposium-on-20-22-sept-an-opportunity-for-the-dfa/">The EOSC Symposium 2023 an opportunity for the DFA!</a> </li> <li> <a href="https://digitalfactoryalliance.eu/the-dfa-participated-at-the-conference-on-data-sharing-in-europe-data-governance-act-data-act-last-september-19/">DFA at the Conference on Data Sharing in EU last September 19</a> </li> </ul> </div><div id="recent-comments-2" class="et_pb_widget widget_recent_comments"><h4 class="widgettitle">Recent Comments</h4><ul id="recentcomments"></ul></div> </div> </div> </div> </div> <span class="et_pb_scroll_top et-pb-icon"></span> <footer id="main-footer"> <div class="container"> <div id="footer-widgets" class="clearfix"> <div class="footer-widget"><div id="text-5" class="fwidget et_pb_widget widget_text"> <div class="textwidget"><p><img loading="lazy" decoding="async" class="alignleft wp-image-52" src="https://digitalfactoryalliance.eu/wp-content/uploads/2020/09/logo-ce-horizontal-en-neg-quadri-lr-300x79.png" alt="" width="190" height="50" />This initiative is supported by European Union’s Horizon 2020 research and innovation programme under grant agreement No 825030</p> </div> </div></div> </div> </div> <div id="footer-bottom"> <div class="container clearfix"> </div> </div> </footer> </div> </div> <div id="um_upload_single" style="display:none;"></div> <div id="um_view_photo" style="display:none;"> <a href="javascript:void(0);" data-action="um_remove_modal" class="um-modal-close" aria-label="Close view photo modal"> <i class="um-faicon-times"></i> </a> <div class="um-modal-body photo"> <div class="um-modal-photo"></div> </div> </div>  <script> (function(d, w, c) { w.ChatraID = 'xRW4Fxnq8cywon3nQ'; var s = d.createElement('script'); w[c] = w[c] || function() { (w[c].q = w[c].q || []).push(arguments); }; s.async = true; s.src = 'https://call.chatra.io/chatra.js'; if (d.head) d.head.appendChild(s); })(document, window, 'Chatra'); </script>   <div id="cmplz-cookiebanner-container"><div class="cmplz-cookiebanner cmplz-hidden banner-1 bottom-right-view-preferences optin cmplz-bottom-right cmplz-categories-type-view-preferences" aria-modal="true" data-nosnippet="true" role="dialog" aria-live="polite" aria-labelledby="cmplz-header-1-optin" aria-describedby="cmplz-message-1-optin"> <div class="cmplz-header"> <div class="cmplz-logo"></div> <div class="cmplz-title" id="cmplz-header-1-optin">Manage Cookie Consent</div> <div class="cmplz-close" tabindex="0" role="button" aria-label="Close dialog"> <svg aria-hidden="true" focusable="false" data-prefix="fas" data-icon="times" class="svg-inline--fa fa-times fa-w-11" role="img" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 352 512"><path fill="currentColor" d="M242.72 256l100.07-100.07c12.28-12.28 12.28-32.19 0-44.48l-22.24-22.24c-12.28-12.28-32.19-12.28-44.48 0L176 189.28 75.93 89.21c-12.28-12.28-32.19-12.28-44.48 0L9.21 111.45c-12.28 12.28-12.28 32.19 0 44.48L109.28 256 9.21 356.07c-12.28 12.28-12.28 32.19 0 44.48l22.24 22.24c12.28 12.28 32.2 12.28 44.48 0L176 322.72l100.07 100.07c12.28 12.28 32.2 12.28 44.48 0l22.24-22.24c12.28-12.28 12.28-32.19 0-44.48L242.72 256z"></path></svg> </div> </div> <div class="cmplz-divider cmplz-divider-header"></div> <div class="cmplz-body"> <div class="cmplz-message" id="cmplz-message-1-optin">To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions.</div>  <div class="cmplz-categories"> <details class="cmplz-category cmplz-functional" > <summary> <span class="cmplz-category-header"> <span class="cmplz-category-title">Functional</span> <span class='cmplz-always-active'> <span class="cmplz-banner-checkbox"> <input type="checkbox" id="cmplz-functional-optin" data-category="cmplz_functional" class="cmplz-consent-checkbox cmplz-functional" size="40" value="1"/> <label class="cmplz-label" for="cmplz-functional-optin" tabindex="0"><span class="screen-reader-text">Functional</span></label> </span> Always active </span> <span class="cmplz-icon cmplz-open"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" height="18" ><path d="M224 416c-8.188 0-16.38-3.125-22.62-9.375l-192-192c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0L224 338.8l169.4-169.4c12.5-12.5 32.75-12.5 45.25 0s12.5 32.75 0 45.25l-192 192C240.4 412.9 232.2 416 224 416z"/></svg> </span> </span> </summary> <div class="cmplz-description"> <span class="cmplz-description-functional">The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network.</span> </div> </details> <details class="cmplz-category cmplz-preferences" > <summary> <span class="cmplz-category-header"> <span class="cmplz-category-title">Preferences</span> <span class="cmplz-banner-checkbox"> <input type="checkbox" id="cmplz-preferences-optin" data-category="cmplz_preferences" class="cmplz-consent-checkbox cmplz-preferences" size="40" value="1"/> <label class="cmplz-label" for="cmplz-preferences-optin" tabindex="0"><span class="screen-reader-text">Preferences</span></label> </span> <span class="cmplz-icon cmplz-open"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" height="18" ><path d="M224 416c-8.188 0-16.38-3.125-22.62-9.375l-192-192c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0L224 338.8l169.4-169.4c12.5-12.5 32.75-12.5 45.25 0s12.5 32.75 0 45.25l-192 192C240.4 412.9 232.2 416 224 416z"/></svg> </span> </span> </summary> <div class="cmplz-description"> <span class="cmplz-description-preferences">The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user.</span> </div> </details> <details class="cmplz-category cmplz-statistics" > <summary> <span class="cmplz-category-header"> <span class="cmplz-category-title">Statistics</span> <span class="cmplz-banner-checkbox"> <input type="checkbox" id="cmplz-statistics-optin" data-category="cmplz_statistics" class="cmplz-consent-checkbox cmplz-statistics" size="40" value="1"/> <label class="cmplz-label" for="cmplz-statistics-optin" tabindex="0"><span class="screen-reader-text">Statistics</span></label> </span> <span class="cmplz-icon cmplz-open"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" height="18" ><path d="M224 416c-8.188 0-16.38-3.125-22.62-9.375l-192-192c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0L224 338.8l169.4-169.4c12.5-12.5 32.75-12.5 45.25 0s12.5 32.75 0 45.25l-192 192C240.4 412.9 232.2 416 224 416z"/></svg> </span> </span> </summary> <div class="cmplz-description"> <span class="cmplz-description-statistics">The technical storage or access that is used exclusively for statistical purposes.</span> <span class="cmplz-description-statistics-anonymous">The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you.</span> </div> </details> <details class="cmplz-category cmplz-marketing" > <summary> <span class="cmplz-category-header"> <span class="cmplz-category-title">Marketing</span> <span class="cmplz-banner-checkbox"> <input type="checkbox" id="cmplz-marketing-optin" data-category="cmplz_marketing" class="cmplz-consent-checkbox cmplz-marketing" size="40" value="1"/> <label class="cmplz-label" for="cmplz-marketing-optin" tabindex="0"><span class="screen-reader-text">Marketing</span></label> </span> <span class="cmplz-icon cmplz-open"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" height="18" ><path d="M224 416c-8.188 0-16.38-3.125-22.62-9.375l-192-192c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0L224 338.8l169.4-169.4c12.5-12.5 32.75-12.5 45.25 0s12.5 32.75 0 45.25l-192 192C240.4 412.9 232.2 416 224 416z"/></svg> </span> </span> </summary> <div class="cmplz-description"> <span class="cmplz-description-marketing">The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes.</span> </div> </details> </div> </div> <div class="cmplz-links cmplz-information"> <a class="cmplz-link cmplz-manage-options cookie-statement" href="#" data-relative_url="#cmplz-manage-consent-container">Manage options</a> <a class="cmplz-link cmplz-manage-third-parties cookie-statement" href="#" data-relative_url="#cmplz-cookies-overview">Manage services</a> <a class="cmplz-link cmplz-manage-vendors tcf cookie-statement" href="#" data-relative_url="#cmplz-tcf-wrapper">Manage {vendor_count} vendors</a> <a class="cmplz-link cmplz-external cmplz-read-more-purposes tcf" target="_blank" rel="noopener noreferrer nofollow" href="https://cookiedatabase.org/tcf/purposes/">Read more about these purposes</a> </div> <div class="cmplz-divider cmplz-footer"></div> <div class="cmplz-buttons"> <button class="cmplz-btn cmplz-accept">Accept</button> <button class="cmplz-btn cmplz-deny">Deny</button> <button class="cmplz-btn cmplz-view-preferences">View preferences</button> <button class="cmplz-btn cmplz-save-preferences">Save preferences</button> <a class="cmplz-btn cmplz-manage-options tcf cookie-statement" href="#" data-relative_url="#cmplz-manage-consent-container">View preferences</a> </div> <div class="cmplz-links cmplz-documents"> <a class="cmplz-link cookie-statement" href="#" data-relative_url="">{title}</a> <a class="cmplz-link privacy-statement" href="#" data-relative_url="">{title}</a> <a class="cmplz-link impressum" href="#" data-relative_url="">{title}</a> </div> </div> </div> <div id="cmplz-manage-consent" data-nosnippet="true"><button class="cmplz-btn cmplz-hidden cmplz-manage-consent manage-consent-1">Manage consent</button> </div><style id='core-block-supports-inline-css' type='text/css'> /** * Core styles: block-supports */ </style> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-includes/js/dist/hooks.js?ver=2e6d63e772894a800ba8" id="wp-hooks-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-includes/js/dist/i18n.js?ver=2aff907006e2aa00e26e" id="wp-i18n-js"></script> <script type="text/javascript" id="wp-i18n-js-after"> /* <![CDATA[ */ wp.i18n.setLocaleData( { 'text direction\u0004ltr': [ 'ltr' ] } ); /* ]]> */ </script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/contact-form-7/includes/swv/js/index.js?ver=5.9.8" id="swv-js"></script> <script type="text/javascript" id="contact-form-7-js-extra"> /* <![CDATA[ */ var wpcf7 = {"api":{"root":"https:\/\/digitalfactoryalliance.eu\/wp-json\/","namespace":"contact-form-7\/v1"}}; /* ]]> */ </script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/contact-form-7/includes/js/index.js?ver=5.9.8" id="contact-form-7-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/wp-event-manager/assets/js/common.min.js?ver=3.1.45.1" id="wp-event-manager-common-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-includes/js/jquery/ui/core.js?ver=1.13.3" id="jquery-ui-core-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/wp-event-manager/assets/js/jquery-timepicker/jquery.timepicker.min.js?ver=3.1.45.1" id="wp-event-manager-jquery-timepicker-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/monarch/js/idle-timer.min.js?ver=1.4.14" id="et_monarch-idle-js"></script> <script type="text/javascript" id="et_monarch-custom-js-js-extra"> /* <![CDATA[ */ var monarchSettings = {"ajaxurl":"https:\/\/digitalfactoryalliance.eu\/wp-admin\/admin-ajax.php","pageurl":"https:\/\/digitalfactoryalliance.eu\/components\/analytic-algorithm-remaining-useful-life-estimation\/","stats_nonce":"2bb9cea790","share_counts":"79cd5a8340","follow_counts":"480ac8a661","total_counts":"28c7e20eb4","media_single":"d454d04b57","media_total":"31e81b1e3a","generate_all_window_nonce":"c58aba7ad3","no_img_message":"No images available for sharing on this page"}; /* ]]> */ </script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/monarch/js/custom.js?ver=1.4.14" id="et_monarch-custom-js-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/popups-for-divi/scripts/front.min.js?ver=1732181958" id="js-divi-area-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/wow-carousel-for-divi-lite/assets/libs/slick/slick.min.js?ver=2.0.2" id="dcl-slick-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/wow-carousel-for-divi-lite/assets/libs/magnific/jquery.magnific-popup.min.js?ver=2.0.2" id="dcl-magnific-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-includes/js/dist/vendor/react.js?ver=18.3.1" id="react-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-includes/js/dist/vendor/react-dom.js?ver=18.3.1" id="react-dom-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/wow-carousel-for-divi-lite/assets//js/frontend.js?id=73fb0245e48971aa1a9c83aa47e2a5b5&ver=2.0.2" id="dcl-frontend-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-includes/js/comment-reply.js?ver=6.6.2" id="comment-reply-js" async="async" data-wp-strategy="async"></script> <script type="text/javascript" id="divi-custom-script-js-extra"> /* <![CDATA[ */ var DIVI = {"item_count":"%d Item","items_count":"%d Items"}; var et_builder_utils_params = {"condition":{"diviTheme":true,"extraTheme":false},"scrollLocations":["app","top"],"builderScrollLocations":{"desktop":"app","tablet":"app","phone":"app"},"onloadScrollLocation":"app","builderType":"fe"}; var et_frontend_scripts = {"builderCssContainerPrefix":"#et-boc","builderCssLayoutPrefix":"#et-boc .et-l"}; var et_pb_custom = {"ajaxurl":"https:\/\/digitalfactoryalliance.eu\/wp-admin\/admin-ajax.php","images_uri":"https:\/\/digitalfactoryalliance.eu\/wp-content\/themes\/Divi\/images","builder_images_uri":"https:\/\/digitalfactoryalliance.eu\/wp-content\/themes\/Divi\/includes\/builder\/images","et_frontend_nonce":"1daf5122b9","subscription_failed":"Please, check the fields below to make sure you entered the correct information.","et_ab_log_nonce":"ff7fc89b3e","fill_message":"Please, fill in the following fields:","contact_error_message":"Please, fix the following errors:","invalid":"Invalid email","captcha":"Captcha","prev":"Prev","previous":"Previous","next":"Next","wrong_captcha":"You entered the wrong number in captcha.","wrong_checkbox":"Checkbox","ignore_waypoints":"no","is_divi_theme_used":"1","widget_search_selector":".widget_search","ab_tests":[],"is_ab_testing_active":"","page_id":"11891","unique_test_id":"","ab_bounce_rate":"5","is_cache_plugin_active":"no","is_shortcode_tracking":"","tinymce_uri":"https:\/\/digitalfactoryalliance.eu\/wp-content\/themes\/Divi\/includes\/builder\/frontend-builder\/assets\/vendors","accent_color":"#54a0b9","waypoints_options":[]}; var et_pb_box_shadow_elements = []; /* ]]> */ </script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/themes/Divi/js/scripts.min.js?ver=4.27.3" id="divi-custom-script-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/themes/Divi/js/smoothscroll.js?ver=4.27.3" id="smoothscroll-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/themes/Divi/includes/builder/feature/dynamic-assets/assets/js/jquery.fitvids.js?ver=4.27.3" id="fitvids-js"></script> <script type="text/javascript" id="et-builder-cpt-modules-wrapper-js-extra"> /* <![CDATA[ */ var et_modules_wrapper = {"builderCssContainerPrefix":"#et-boc","builderCssLayoutPrefix":"#et-boc .et-l"}; /* ]]> */ </script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/themes/Divi/includes/builder/scripts/cpt-modules-wrapper.js?ver=4.27.3" id="et-builder-cpt-modules-wrapper-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/themes/Divi/core/admin/js/common.js?ver=4.27.3" id="et-core-common-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/dp-portfolio-posts/public/js/dp-pp-public.min.js?ver=2.1" id="dp-portfolio-posts-js"></script> <script type="text/javascript" src="https://www.google.com/recaptcha/api.js?render=6LcijN4ZAAAAANZkpkBX_bCFL24n0jGvZaLEoxnx&ver=3.0" id="google-recaptcha-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-includes/js/dist/vendor/wp-polyfill.js?ver=3.15.0" id="wp-polyfill-js"></script> <script type="text/javascript" id="wpcf7-recaptcha-js-extra"> /* <![CDATA[ */ var wpcf7_recaptcha = {"sitekey":"6LcijN4ZAAAAANZkpkBX_bCFL24n0jGvZaLEoxnx","actions":{"homepage":"homepage","contactform":"contactform"}}; /* ]]> */ </script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/contact-form-7/modules/recaptcha/index.js?ver=5.9.8" id="wpcf7-recaptcha-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-includes/js/underscore.min.js?ver=1.13.4" id="underscore-js"></script> <script type="text/javascript" id="wp-util-js-extra"> /* <![CDATA[ */ var _wpUtilSettings = {"ajax":{"url":"\/wp-admin\/admin-ajax.php"}}; /* ]]> */ </script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-includes/js/wp-util.js?ver=6.6.2" id="wp-util-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/tipsy/tipsy.js?ver=1.0.0a" id="um_tipsy-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/um-confirm/um-confirm.js?ver=1.0" id="um_confirm-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/pickadate/picker.js?ver=3.6.2" id="um_datetime-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/pickadate/picker.date.js?ver=3.6.2" id="um_datetime_date-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/pickadate/picker.time.js?ver=3.6.2" id="um_datetime_time-js"></script> <script type="text/javascript" id="um_common-js-extra"> /* <![CDATA[ */ var um_common_variables = {"locale":"en_US"}; var um_common_variables = {"locale":"en_US"}; /* ]]> */ </script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/js/common.js?ver=2.8.7" id="um_common-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/cropper/cropper.js?ver=1.6.1" id="um_crop-js"></script> <script type="text/javascript" id="um_frontend_common-js-extra"> /* <![CDATA[ */ var um_frontend_common_variables = []; /* ]]> */ </script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/js/common-frontend.js?ver=2.8.7" id="um_frontend_common-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/js/um-modal.js?ver=2.8.7" id="um_modal-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/jquery-form/jquery-form.js?ver=2.8.7" id="um_jquery_form-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/fileupload/fileupload.js?ver=2.8.7" id="um_fileupload-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/js/um-functions.js?ver=2.8.7" id="um_functions-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/js/um-responsive.js?ver=2.8.7" id="um_responsive-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/js/um-conditional.js?ver=2.8.7" id="um_conditional-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/select2/select2.full.js?ver=4.0.13" id="select2-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/select2/i18n/en.js?ver=4.0.13" id="um_select2_locale-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/libs/raty/um-raty.js?ver=2.6.0" id="um_raty-js"></script> <script type="text/javascript" id="um_scripts-js-extra"> /* <![CDATA[ */ var um_scripts = {"max_upload_size":"134217728","nonce":"c6bc189730"}; /* ]]> */ </script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/js/um-scripts.js?ver=2.8.7" id="um_scripts-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/js/um-profile.js?ver=2.8.7" id="um_profile-js"></script> <script type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/ultimate-member/assets/js/um-account.js?ver=2.8.7" id="um_account-js"></script> <script type="text/javascript" id="cmplz-cookiebanner-js-extra"> /* <![CDATA[ */ var complianz = {"prefix":"cmplz_","user_banner_id":"1","set_cookies":[],"block_ajax_content":"","banner_version":"13","version":"7.1.0#1732181958","store_consent":"","do_not_track_enabled":"","consenttype":"optin","region":"eu","geoip":"","dismiss_timeout":"","disable_cookiebanner":"","soft_cookiewall":"","dismiss_on_scroll":"","cookie_expiry":"365","url":"https:\/\/digitalfactoryalliance.eu\/wp-json\/complianz\/v1\/","locale":"lang=en&locale=en_US","set_cookies_on_root":"","cookie_domain":"","current_policy_id":"16","cookie_path":"\/","categories":{"statistics":"statistics","marketing":"marketing"},"tcf_active":"","placeholdertext":"Click to accept {category} cookies and enable this content","css_file":"https:\/\/digitalfactoryalliance.eu\/wp-content\/uploads\/complianz\/css\/banner-{banner_id}-{type}.css?v=131732181958","page_links":{"eu":{"cookie-statement":{"title":"Cookie Policy ","url":"https:\/\/digitalfactoryalliance.eu\/cookie-policy-eu\/"}}},"tm_categories":"","forceEnableStats":"","preview":"","clean_cookies":"","aria_label":"Click to accept {category} cookies and enable this content"}; /* ]]> */ </script> <script defer type="text/javascript" src="https://digitalfactoryalliance.eu/wp-content/plugins/complianz-gdpr/cookiebanner/js/complianz.js?ver=1723625354" id="cmplz-cookiebanner-js"></script> <script type="text/javascript" id="cmplz-cookiebanner-js-after"> /* <![CDATA[ */ let cmplz_activated_divi_recaptcha = false; document.addEventListener("cmplz_enable_category", function (e) { if (!cmplz_activated_divi_recaptcha && (e.detail.category==='marketing' || e.detail.service === 'google-recaptcha') ){ cmplz_divi_init_recaptcha(); } }); function cmplz_divi_init_recaptcha() { if ('undefined' === typeof window.jQuery || 'undefined' === typeof window.etCore ) { setTimeout(cmplz_divi_init_recaptcha, 500); } else { window.etCore.api.spam.recaptcha.init(); cmplz_activated_divi_recaptcha = true; } } /* ]]> */ </script>  <script data-service="google-analytics" data-category="statistics" data-cmplz-src="//www.googletagmanager.com/gtag/js?id=G-NSRJDZE3HB" data-cfasync="false" data-wpfc-render="false" type="text/plain" async></script> <script data-service="google-analytics" data-category="statistics" data-cfasync="false" data-wpfc-render="false" type="text/plain"> var mi_version = '9.2.1'; var mi_track_user = true; var mi_no_track_reason = ''; var MonsterInsightsDefaultLocations = {"page_location":"https:\/\/digitalfactoryalliance.eu\/components\/analytic-algorithm-remaining-useful-life-estimation\/","page_referrer":"https:\/\/digitalfactoryalliance.eu\/components\/analytic-algorithm-remaining-useful-life-estimation"}; if ( typeof MonsterInsightsPrivacyGuardFilter === 'function' ) { var MonsterInsightsLocations = (typeof MonsterInsightsExcludeQuery === 'object') ? MonsterInsightsPrivacyGuardFilter( MonsterInsightsExcludeQuery ) : MonsterInsightsPrivacyGuardFilter( MonsterInsightsDefaultLocations ); } else { var MonsterInsightsLocations = (typeof MonsterInsightsExcludeQuery === 'object') ? MonsterInsightsExcludeQuery : MonsterInsightsDefaultLocations; } var disableStrs = [ 'ga-disable-G-NSRJDZE3HB', ]; /* Function to detect opted out users */ function __gtagTrackerIsOptedOut() { for (var index = 0; index < disableStrs.length; index++) { if (document.cookie.indexOf(disableStrs[index] + '=true') > -1) { return true; } } return false; } /* Disable tracking if the opt-out cookie exists. */ if (__gtagTrackerIsOptedOut()) { for (var index = 0; index < disableStrs.length; index++) { window[disableStrs[index]] = true; } } /* Opt-out function */ function __gtagTrackerOptout() { for (var index = 0; index < disableStrs.length; index++) { document.cookie = disableStrs[index] + '=true; expires=Thu, 31 Dec 2099 23:59:59 UTC; path=/'; window[disableStrs[index]] = true; } } if ('undefined' === typeof gaOptout) { function gaOptout() { __gtagTrackerOptout(); } } window.dataLayer = window.dataLayer || []; window.MonsterInsightsDualTracker = { helpers: {}, trackers: {}, }; if (mi_track_user) { function __gtagDataLayer() { dataLayer.push(arguments); } function __gtagTracker(type, name, parameters) { if (!parameters) { parameters = {}; } if (parameters.send_to) { __gtagDataLayer.apply(null, arguments); return; } if (type === 'event') { parameters.send_to = monsterinsights_frontend.v4_id; var hookName = name; if (typeof parameters['event_category'] !== 'undefined') { hookName = parameters['event_category'] + ':' + name; } if (typeof MonsterInsightsDualTracker.trackers[hookName] !== 'undefined') { MonsterInsightsDualTracker.trackers[hookName](parameters); } else { __gtagDataLayer('event', name, parameters); } } else { __gtagDataLayer.apply(null, arguments); } } __gtagTracker('js', new Date()); __gtagTracker('set', { 'developer_id.dZGIzZG': true, }); if ( MonsterInsightsLocations.page_location ) { __gtagTracker('set', MonsterInsightsLocations); } __gtagTracker('config', 'G-NSRJDZE3HB', {"forceSSL":"true","link_attribution":"true"} ); window.gtag = __gtagTracker; (function () { /* https://developers.google.com/analytics/devguides/collection/analyticsjs/ */ /* ga and __gaTracker compatibility shim. */ var noopfn = function () { return null; }; var newtracker = function () { return new Tracker(); }; var Tracker = function () { return null; }; var p = Tracker.prototype; p.get = noopfn; p.set = noopfn; p.send = function () { var args = Array.prototype.slice.call(arguments); args.unshift('send'); __gaTracker.apply(null, args); }; var __gaTracker = function () { var len = arguments.length; if (len === 0) { return; } var f = arguments[len - 1]; if (typeof f !== 'object' || f === null || typeof f.hitCallback !== 'function') { if ('send' === arguments[0]) { var hitConverted, hitObject = false, action; if ('event' === arguments[1]) { if ('undefined' !== typeof arguments[3]) { hitObject = { 'eventAction': arguments[3], 'eventCategory': arguments[2], 'eventLabel': arguments[4], 'value': arguments[5] ? arguments[5] : 1, } } } if ('pageview' === arguments[1]) { if ('undefined' !== typeof arguments[2]) { hitObject = { 'eventAction': 'page_view', 'page_path': arguments[2], } } } if (typeof arguments[2] === 'object') { hitObject = arguments[2]; } if (typeof arguments[5] === 'object') { Object.assign(hitObject, arguments[5]); } if ('undefined' !== typeof arguments[1].hitType) { hitObject = arguments[1]; if ('pageview' === hitObject.hitType) { hitObject.eventAction = 'page_view'; } } if (hitObject) { action = 'timing' === arguments[1].hitType ? 'timing_complete' : hitObject.eventAction; hitConverted = mapArgs(hitObject); __gtagTracker('event', action, hitConverted); } } return; } function mapArgs(args) { var arg, hit = {}; var gaMap = { 'eventCategory': 'event_category', 'eventAction': 'event_action', 'eventLabel': 'event_label', 'eventValue': 'event_value', 'nonInteraction': 'non_interaction', 'timingCategory': 'event_category', 'timingVar': 'name', 'timingValue': 'value', 'timingLabel': 'event_label', 'page': 'page_path', 'location': 'page_location', 'title': 'page_title', 'referrer' : 'page_referrer', }; for (arg in args) { if (!(!args.hasOwnProperty(arg) || !gaMap.hasOwnProperty(arg))) { hit[gaMap[arg]] = args[arg]; } else { hit[arg] = args[arg]; } } return hit; } try { f.hitCallback(); } catch (ex) { } }; __gaTracker.create = newtracker; __gaTracker.getByName = newtracker; __gaTracker.getAll = function () { return []; }; __gaTracker.remove = noopfn; __gaTracker.loaded = true; window['__gaTracker'] = __gaTracker; })(); } else { console.log(""); (function () { function __gtagTracker() { return null; } window['__gtagTracker'] = __gtagTracker; window['gtag'] = __gtagTracker; })(); } </script>  <script type="text/javascript"> jQuery( window ).on( 'load', function() { jQuery('input[name="um_request"]').val(''); }); </script> </body> </html>

Analytic Algorithm – Remaining Useful Life Estimation