{"id":1934,"date":"2026-07-06T19:25:33","date_gmt":"2026-07-06T11:25:33","guid":{"rendered":"https:\/\/www.translab.top\/?page_id=1934"},"modified":"2026-07-08T14:37:06","modified_gmt":"2026-07-08T06:37:06","slug":"empowering-gac-group-intelligent-diagnosis-and-optimization-of-powertrains","status":"publish","type":"page","link":"https:\/\/www.translab.top\/index.php\/research\/empowering-gac-group-intelligent-diagnosis-and-optimization-of-powertrains\/","title":{"rendered":"Empowering GAC Group: Intelligent Diagnosis and Optimization of Powertrains"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\">Collaboration Background<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">GAC Group faced an urgent need to improve vehicle powertrain reliability and reduce after-sales costs. Traditional diagnostic methods rely heavily on expert experience, making them inefficient, costly, and difficult to apply across complex operating conditions.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Solutions<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Data-driven intelligent fault diagnosis:<\/strong> Based on vehicle operation data, a fault feature library was constructed and integrated with machine learning techniques to enable accurate early-stage fault identification in powertrain systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Intelligent transmission load spectrum development:<\/strong> By using AI to simulate real-world driving scenarios, high-precision load spectra can be rapidly generated to support optimization and validation of key components.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Research Objects &#8211; Four Vehicle Models<\/h4>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-ebe6b4f5 wp-block-columns-is-layout-flex\" style=\"margin-top:0px;margin-bottom:0px;padding-top:0px;padding-right:0px;padding-bottom:10px;padding-left:0px\">\n<div class=\"wp-block-column is-layout-flow wp-container-core-column-is-layout-8c6a0561 wp-block-column-is-layout-flow\" style=\"padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-6324c42f wp-block-group-is-layout-constrained\" style=\"margin-top:0px;margin-bottom:0px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"192\" height=\"116\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247291.png\" alt=\"\" class=\"wp-image-1882\"\/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-container-core-column-is-layout-8c6a0561 wp-block-column-is-layout-flow\" style=\"padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-6324c42f wp-block-group-is-layout-constrained\" style=\"margin-top:0px;margin-bottom:0px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<figure class=\"wp-block-image aligncenter size-full wp-duotone-unset-1\"><img loading=\"lazy\" decoding=\"async\" width=\"192\" height=\"116\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u724730.png\" alt=\"\" class=\"wp-image-1883\"\/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-container-core-column-is-layout-8c6a0561 wp-block-column-is-layout-flow\" style=\"padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-6324c42f wp-block-group-is-layout-constrained\" style=\"margin-top:0px;margin-bottom:0px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<figure class=\"wp-block-image aligncenter size-full wp-duotone-unset-2\"><img loading=\"lazy\" decoding=\"async\" width=\"192\" height=\"116\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247311.png\" alt=\"\" class=\"wp-image-1884\"\/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-container-core-column-is-layout-8c6a0561 wp-block-column-is-layout-flow\" style=\"padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-6324c42f wp-block-group-is-layout-constrained\" style=\"margin-top:0px;margin-bottom:0px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<figure class=\"wp-block-image aligncenter size-full wp-duotone-unset-3\"><img loading=\"lazy\" decoding=\"async\" width=\"192\" height=\"116\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247321.png\" alt=\"\" class=\"wp-image-1885\"\/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Mature Technical Foundation-User-Facing Front-End Interface<\/strong><\/h4>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-b502ea78 wp-block-columns-is-layout-flex\" style=\"margin-top:0px;margin-bottom:0px;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-column is-layout-flow wp-container-core-column-is-layout-8c6a0561 wp-block-column-is-layout-flow\" style=\"padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-6324c42f wp-block-group-is-layout-constrained\" style=\"margin-top:0px;margin-bottom:0px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<figure class=\"wp-block-image aligncenter size-full wp-duotone-unset-4\"><img loading=\"lazy\" decoding=\"async\" width=\"1801\" height=\"1159\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247351-1.jpg\" alt=\"\" class=\"wp-image-1888\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247351-1.jpg 1801w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247351-1-300x193.jpg 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247351-1-1024x659.jpg 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247351-1-768x494.jpg 768w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u7247351-1-1536x988.jpg 1536w\" sizes=\"auto, (max-width: 1801px) 100vw, 1801px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-container-core-column-is-layout-8c6a0561 wp-block-column-is-layout-flow\" style=\"padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-6324c42f wp-block-group-is-layout-constrained\" style=\"margin-top:0px;margin-bottom:0px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<figure class=\"wp-block-image aligncenter size-large wp-duotone-unset-5\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"659\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u72473611-1024x659.jpg\" alt=\"\" class=\"wp-image-1889\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u72473611-1024x659.jpg 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u72473611-300x193.jpg 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u72473611-768x494.jpg 768w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u72473611-1536x988.jpg 1536w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/\u56fe\u72473611.jpg 1801w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading\">Significant Economic and Social Value<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Substantially improved diagnostic accuracy:<\/strong> AI enables accurate identification of early-stage faults, reducing the risks of missed and false diagnoses and ensuring stable system operation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Significantly improved fault troubleshooting efficiency:<\/strong> Manual troubleshooting time is shortened, downtime is reduced, and delivery and operation efficiency are improved.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. Significantly reduced overall operating costs:<\/strong> Through fault early warning and optimization, after-sales compensation and validation cycles are reduced, achieving cost reduction and efficiency improvement.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-fe0a7de2 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.translab.top\/index.php\/en\/research-2\/\">\u2190 Back to Research<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Collaboration Background GAC Group faced an urgent need [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":72,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1934","page","type-page","status-publish","hentry"],"blocksy_meta":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/pages\/1934","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/comments?post=1934"}],"version-history":[{"count":2,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/pages\/1934\/revisions"}],"predecessor-version":[{"id":1973,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/pages\/1934\/revisions\/1973"}],"up":[{"embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/pages\/72"}],"wp:attachment":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/media?parent=1934"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}