{"id":1312,"date":"2026-01-04T10:39:38","date_gmt":"2026-01-04T02:39:38","guid":{"rendered":"https:\/\/xunanzhineng.com\/?page_id=1312"},"modified":"2026-01-13T18:13:19","modified_gmt":"2026-01-13T10:13:19","slug":"our-solution","status":"publish","type":"page","link":"https:\/\/xunanzhineng.com\/index.php\/en\/our-solution\/","title":{"rendered":"OUR SOLUTION"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1312\" class=\"elementor elementor-1312\">\n\t\t\t\t<div class=\"elementor-element elementor-element-55a4b0e e-flex e-con-boxed e-con e-parent\" data-id=\"55a4b0e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fda88c8 elementor-widget elementor-widget-spacer\" data-id=\"fda88c8\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1e82c2e e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"1e82c2e\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b62a165 elementor-widget elementor-widget-text-editor\" data-id=\"b62a165\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>If you have already understood the previous article, <em>\u201c<strong>Thermal Runaway and Internal Short Circuits in Lithium-Ion Batteries<\/strong>,\u201d<\/em> you should be able to infer how our company addresses the thermal runaway problem.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-500b72d e-flex e-con-boxed e-con e-parent\" data-id=\"500b72d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-09e0d61 elementor-widget elementor-widget-text-editor\" data-id=\"09e0d61\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Our solution framework is as follows:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5161f02 e-flex e-con-boxed elementor-invisible e-con e-parent\" data-id=\"5161f02\" data-element_type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeInLeft&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-709aa83 elementor-widget elementor-widget-image\" data-id=\"709aa83\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"167\" src=\"https:\/\/xunanzhineng.com\/wp-content\/uploads\/2026\/01\/\u5fae\u4fe1\u56fe\u7247_20260113181231_77_2-1024x167.png\" class=\"attachment-large size-large wp-image-1646\" alt=\"\" srcset=\"https:\/\/xunanzhineng.com\/wp-content\/uploads\/2026\/01\/\u5fae\u4fe1\u56fe\u7247_20260113181231_77_2-1024x167.png 1024w, https:\/\/xunanzhineng.com\/wp-content\/uploads\/2026\/01\/\u5fae\u4fe1\u56fe\u7247_20260113181231_77_2-300x49.png 300w, https:\/\/xunanzhineng.com\/wp-content\/uploads\/2026\/01\/\u5fae\u4fe1\u56fe\u7247_20260113181231_77_2-768x125.png 768w, https:\/\/xunanzhineng.com\/wp-content\/uploads\/2026\/01\/\u5fae\u4fe1\u56fe\u7247_20260113181231_77_2.png 1505w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-095af43 e-flex e-con-boxed e-con e-parent\" data-id=\"095af43\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c86a69e elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"c86a69e\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-path-to-node=\"4,0\">In the process described above, training a highly accurate <strong>RNN network<\/strong> is the core issue. This includes the neural network input data structure, training data, output, etc.&nbsp;<\/p><p data-path-to-node=\"4,0\">In our model, the data inputs include the <b data-path-to-node=\"4,1\" data-index-in-node=\"42\">voltage<\/b> and <b data-path-to-node=\"4,1\" data-index-in-node=\"54\">temperature<\/b> of each individual cell. The neural network output is the <b data-path-to-node=\"4,1\" data-index-in-node=\"124\">severity\/probability<\/b> of an internal short circuit for each cell.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f5d3379 e-flex e-con-boxed e-con e-parent\" data-id=\"f5d3379\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a9c996 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"6a9c996\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Internal Short-Circuit Severity<\/strong>\uff1a<\/p><p>We implement a dedicated algorithm to assess the <strong>severity level<\/strong> of the internal short circuit.<\/p><ol><li>Early-stage internal short: Issue <strong>warnings<\/strong> and recommend replacing the problematic cell.<\/li><li>Mid-stage internal short: Recommend <strong>immediate replacement or isolation of the entire PACK<\/strong>.<br \/>If a <strong>thermal-runaway suppression system<\/strong> is available, it can be activated.<\/li><li>Late-stage internal short: Immediately <strong>activate the thermal-runaway suppression system<\/strong>.<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-95c913e e-flex e-con-boxed e-con e-parent\" data-id=\"95c913e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5149eb8 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"5149eb8\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Thermal-Runaway Suppression System:<\/strong><\/p><p>Based on the application scenario of the host system, our company provides or recommends an appropriate <strong>thermal-runaway suppression system design<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f26a8b2 e-flex e-con-boxed e-con e-parent\" data-id=\"f26a8b2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86c7650 elementor-widget elementor-widget-spacer\" data-id=\"86c7650\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a1a34c2 e-flex e-con-boxed e-con e-parent\" data-id=\"a1a34c2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9abd8 elementor-widget elementor-widget-heading\" data-id=\"1e9abd8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Why Is Xun\u2019An Intelligent the First to Achieve This Technology?<\/h1>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1b6e5b6 e-flex e-con-boxed e-con e-parent\" data-id=\"1b6e5b6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d219b2 elementor-widget elementor-widget-text-editor\" data-id=\"4d219b2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Large companies typically invest resources into solving thermal runaway <strong>at the root<\/strong>, such as developing all-solid-state or semi-solid-state batteries, improving manufacturing processes, or optimizing cell structural design. However, these approaches are either extremely difficult to realize or provide limited real-world effectiveness.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c2250a5 e-flex e-con-boxed e-con e-parent\" data-id=\"c2250a5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ef338a elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"5ef338a\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Xunan Intelligent takes a different view:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9d78f2f e-flex e-con-boxed e-con e-parent\" data-id=\"9d78f2f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10eb0c8 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"10eb0c8\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>We acknowledge that <strong>liquid lithium-ion batteries will inevitably experience a certain rate of internal short circuits<\/strong> throughout their life cycle. As long as these internal shorts can be detected in the early or mid stages, there is <strong>sufficient time to prevent thermal runaway<\/strong>. Even if detected in the late stage, there are still <strong>tens of seconds to over a minute<\/strong> available to take action.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-41ad526 e-flex e-con-boxed e-con e-parent\" data-id=\"41ad526\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84703b0 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"84703b0\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Another reason\u2014often overlooked\u2014is that few expect <strong>algorithms<\/strong> to play such a decisive role. You may think of our method as similar to <strong>facial-recognition systems<\/strong>, but applied to lithium batteries.<\/p><p>Our breakthrough comes from the integration of multiple disciplines, including:<\/p><ul><li>lithium-ion cell internal mechanisms<\/li><li>physics-based computation<\/li><li>advanced software algorithms<\/li><li>hardware-level data acquisition<\/li><li>software engineering<\/li><li>simulation technologies<\/li><li>reliability engineering<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>If you have already  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-1312","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - 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