{"id":1798,"date":"2026-07-03T11:50:25","date_gmt":"2026-07-03T03:50:25","guid":{"rendered":"https:\/\/www.translab.top\/?p=1798"},"modified":"2026-07-03T11:50:27","modified_gmt":"2026-07-03T03:50:27","slug":"%e3%80%90ep48-%c2%b7-research-highlights%e3%80%91-when-large-language-models-llms-meet-transportation-energy-integration-unveiling-a-new-paradigm-for-future-smart-low-carbon-cities","status":"publish","type":"post","link":"https:\/\/www.translab.top\/index.php\/en\/2026\/07\/03\/%e3%80%90ep48-%c2%b7-research-highlights%e3%80%91-when-large-language-models-llms-meet-transportation-energy-integration-unveiling-a-new-paradigm-for-future-smart-low-carbon-cities\/","title":{"rendered":"\u3010EP48 \u00b7 Research Highlights\u3011\u2014When Large Language Models (LLMs) Meet Transportation-Energy Integration: Unveiling a New Paradigm for Future Smart, Low-Carbon Cities"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">In July 2026, the TRANS research group published its latest finding\u2014titled &#8220;<em>Large Language Models for Transportation Energy Integration: A Functional Framework and Future Directions<\/em>&#8220;\u2014in <strong><em>Renewable and Sustainable Energy Reviews<\/em><\/strong>, a top-tier (JCR Q1) journal in the energy sector with an impact factor of 18. The transportation and building sectors currently account for approximately 55% of global energy consumption and nearly 50% of carbon emissions. With the advancement of electric mobility, Vehicle-to-Grid technology, and renewable energy, the deep coupling of transportation networks with power grids and building systems\u2014known as Transportation-Energy Integration (TEI)\u2014has emerged as a critical pathway toward global decarbonization. However, traditional computational models face significant bottlenecks when dealing with massive heterogeneous data, complex non-linear coupling, and the high uncertainty of human behavior. Addressing the frontier needs of low-carbon transportation transitions, the synergistic optimization of energy systems, and the integration of AI technologies, this paper systematically reviews research progress on LLMs in the field of TEI. It proposes a three-layer functional framework\u2014&#8221;Perception &amp; Understanding,&#8221; &#8220;Prediction &amp; Reasoning,&#8221; and &#8220;Decision-Making &amp; Optimization&#8221;\u2014providing a systematic reference for future research on smart transportation-energy systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CITAION: Chen, Y., Ou, S. S., Lv, Z., Yang, Z., Gu, L., &amp; Ma, W. (2026). Large language models for transportation energy integration: A functional framework and future directions. Renewable and Sustainable Energy Reviews, 241, 117243. doi:10.1016\/j.rser.2026.117243<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In July 2026, the TRANS research group published its la [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1787,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[70],"tags":[],"class_list":["post-1798","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publications-en"],"blocksy_meta":[],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/1-1.png","_links":{"self":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts\/1798","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"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=1798"}],"version-history":[{"count":1,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts\/1798\/revisions"}],"predecessor-version":[{"id":1799,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts\/1798\/revisions\/1799"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/media\/1787"}],"wp:attachment":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/media?parent=1798"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/categories?post=1798"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/tags?post=1798"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}