{"id":238,"date":"2026-01-20T14:47:28","date_gmt":"2026-01-20T06:47:28","guid":{"rendered":"http:\/\/lasso.eee.sustech.edu.cn\/?page_id=238"},"modified":"2026-01-30T16:30:02","modified_gmt":"2026-01-30T08:30:02","slug":"%e8%be%85%e5%8a%a9wifi%e4%bc%98%e5%8c%96","status":"publish","type":"page","link":"http:\/\/lasso.eee.sustech.edu.cn\/?page_id=238","title":{"rendered":"\u8f85\u52a9wifi\u4f18\u5316"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"238\" class=\"elementor elementor-238\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38b6cbd e-flex e-con-boxed e-con e-parent\" data-id=\"38b6cbd\" 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-442b3ac elementor-widget elementor-widget-text-editor\" data-id=\"442b3ac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<section style=\"max-width: 1200px; margin: 0px auto; padding: 40px 20px; color: #2d3748; line-height: 1.8;\"><br \/><!-- \u9875\u9762\u6807\u9898 --><header style=\"font-family: Roboto, 'Microsoft YaHei', sans-serif; margin-bottom: 40px; padding-bottom: 20px; border-bottom: 3px solid #2b6cb0; text-align: center;\"><h2 style=\"font-size: 28px; color: #2b6cb0; margin: 0; font-weight: bold;\">\u8f85\u52a9wifi\u4f18\u5316<\/h2><p style=\"margin: 10px 0 0 0; color: #666; font-size: 16px; font-style: italic;\">\uff08\u90b1\u6d69\u6631 \u6587\u8d85\u51e1\uff09<\/p><\/header><p style=\"font-family: Roboto, 'Microsoft YaHei', sans-serif;\"><!-- \u9879\u76ee\u6982\u8ff0\u6a21\u677f --><\/p><div style=\"margin-bottom: 30px; padding: 30px; background: #f7fafc; border-radius: 12px; box-shadow: rgba(0, 0, 0, 0.05) 0px 4px 12px; border: 1px dashed #cbd5e0;\"><h3 style=\"font-family: Roboto, 'Microsoft YaHei', sans-serif; font-size: 20px; color: #2b6cb0; margin: 0px 0px 15px; font-weight: 600;\">Abstract<\/h3><div style=\"font-family: Roboto, 'Microsoft YaHei', sans-serif;\"><p>We propose a\u00a0<strong><b>Generative Predictor-based Input Optimization<\/b><\/strong>\u00a0framework to achieve deterministic low latency in stochastic dual-band Wi-Fi networks. By shifting from reactive heuristics to\u00a0<strong><b>differentiable predictive control<\/b><\/strong>, our system enables\u00a0<strong><b>one-shot adaptation<\/b><\/strong>\u00a0of traffic splits across heterogeneous links, minimizing latency and enhancing video fluency in real time.<\/p><\/div><\/div><p style=\"font-family: Roboto, 'Microsoft YaHei', sans-serif;\"><!-- \u6280\u672f\u65b9\u6848\u6a21\u677f --><\/p><div style=\"font-family: Roboto, 'Microsoft YaHei', sans-serif; margin-bottom: 30px; padding: 30px; background: #f7fafc; border-radius: 12px; box-shadow: rgba(0, 0, 0, 0.05) 0px 4px 12px; border: 1px dashed #cbd5e0;\"><h3 style=\"font-size: 20px; color: #2b6cb0; margin: 0 0 15px 0; font-weight: 600;\">\u00a0Key Contributions<\/h3><p>We measure the current communication interference environment by recording the RTT (round-trip time) and throughput when video is transmitted between devices. The continuous transmission of files between computers causes interference on both the 5GHz and 2.4GHz channels.<br \/>Neural networks are utilized to predict the channel and optimize the future allocation ratio in advance.\u00a0<\/p><ul style=\"font-size: 16px; color: #718096; line-height: 1.8; padding-left: 20px; margin: 0; font-style: italic;\"><li><img decoding=\"async\" class=\"alignnone size-medium wp-image-516\" style=\"color: #2b6cb0; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif, sans-serif; font-size: 20px; font-weight: 600; text-transform: uppercase; word-spacing: normal; text-align: var(--text-align);\" src=\"http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p4-300x126.png\" alt=\"\" width=\"300\" height=\"126\" srcset=\"http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p4-300x126.png 300w, http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p4-1024x430.png 1024w, http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p4-768x323.png 768w, http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p4.png 1074w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-medium wp-image-495\" src=\"http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p2-300x225.png\" alt=\"\" width=\"300\" height=\"225\" srcset=\"http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p2-300x225.png 300w, http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p2-768x576.png 768w, http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p2.png 885w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/li><\/ul><p><!-- \u56fe\u7247\u5360\u4f4d --><\/p><div style=\"text-align: center; margin-top: 20px;\"><div style=\"width: 100%; max-width: 800px; height: 400px; background: #e2e8f0; border-radius: 8px; display: flex; align-items: center; justify-content: center; color: #718096; font-size: 16px; margin: 0 auto;\"><div style=\"width: 568px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-238-1\" width=\"568\" height=\"320\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/a99a332fe82b6f8db0aad4c106225e69.mp4?_=1\" \/><a href=\"http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/a99a332fe82b6f8db0aad4c106225e69.mp4\">http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/a99a332fe82b6f8db0aad4c106225e69.mp4<\/a><\/video><\/div><\/div><\/div><\/div><p style=\"font-family: Roboto, 'Microsoft YaHei', sans-serif;\"><!-- \u5b9e\u9a8c\u7ed3\u679c\u6a21\u677f --><\/p><div style=\"font-family: Roboto, 'Microsoft YaHei', sans-serif; padding: 30px; background: #f7fafc; border-radius: 12px; box-shadow: rgba(0, 0, 0, 0.05) 0px 4px 12px; border: 1px dashed #cbd5e0;\"><h3 style=\"font-size: 20px; color: #2b6cb0; margin: 0 0 15px 0; font-weight: 600;\">Experimental results &amp; effects<\/h3><p>Through the learning of neural networks, we can achieve the prediction of future transmission RTT, and use this to adjust the allocation ratio of transmission, thereby reducing the overall RTT and improving the communication throughput.<\/p><div style=\"display: flex; flex-wrap: wrap; gap: 20px; justify-content: center;\"><div style=\"width: 100%; max-width: 350px; height: 250px; background: #e2e8f0; border-radius: 8px; display: flex; align-items: center; justify-content: center; color: #718096; font-size: 14px;\"><img decoding=\"async\" class=\"alignnone size-full wp-image-494\" src=\"http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p1.png\" alt=\"\" width=\"1299\" height=\"649\" srcset=\"http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p1.png 1299w, http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p1-300x150.png 300w, http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p1-1024x512.png 1024w, http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p1-768x384.png 768w\" sizes=\"(max-width: 1299px) 100vw, 1299px\" \/><\/div><div style=\"width: 100%; max-width: 350px; height: 250px; background: #e2e8f0; border-radius: 8px; display: flex; align-items: center; justify-content: center; color: #718096; font-size: 14px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-514\" src=\"http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p1-1-300x219.png\" alt=\"\" width=\"300\" height=\"219\" srcset=\"http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p1-1-300x219.png 300w, http:\/\/lasso.eee.sustech.edu.cn\/wp-content\/uploads\/2026\/01\/p1-1.png 618w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/div><\/div><p style=\"font-family: Roboto, 'Microsoft YaHei', sans-serif;\"><!-- \u6837\u5f0f\u4f18\u5316 --><\/p><p style=\"font-family: Roboto, 'Microsoft YaHei', sans-serif;\"><style>\n    div[style*=\"background: #f7fafc;\"]:hover {<br \/>      box-shadow: 0 6px 16px rgba(43, 108, 176, 0.15);<br \/>      transition: all 0.3s ease;<br \/>    }<br \/>    @media (max-width: 768px) {<br \/>      h2 { font-size: 24px !important; }<br \/>      h3 { font-size: 18px !important; }<br \/>      p, li { font-size: 14px !important; }<br \/>    }<br \/>  <\/style><\/p><\/section>\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>\u8f85\u52a9wifi\u4f18\u5316 \uff08\u90b1\u6d69\u6631 \u6587\u8d85\u51e1\uff09 Abstract We propose a\u00a0Generative Predictor-based Input Optimization\u00a0framework to achieve deterministic low latency in stochastic du&hellip;<\/p>\n<p> <a class=\"more-link\" href=\"http:\/\/lasso.eee.sustech.edu.cn\/?page_id=238\">\u7ee7\u7eed\u9605\u8bfb<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":36,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-238","page","type-page","status-publish"],"_links":{"self":[{"href":"http:\/\/lasso.eee.sustech.edu.cn\/index.php?rest_route=\/wp\/v2\/pages\/238","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/lasso.eee.sustech.edu.cn\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/lasso.eee.sustech.edu.cn\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/lasso.eee.sustech.edu.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/lasso.eee.sustech.edu.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=238"}],"version-history":[{"count":12,"href":"http:\/\/lasso.eee.sustech.edu.cn\/index.php?rest_route=\/wp\/v2\/pages\/238\/revisions"}],"predecessor-version":[{"id":612,"href":"http:\/\/lasso.eee.sustech.edu.cn\/index.php?rest_route=\/wp\/v2\/pages\/238\/revisions\/612"}],"up":[{"embeddable":true,"href":"http:\/\/lasso.eee.sustech.edu.cn\/index.php?rest_route=\/wp\/v2\/pages\/36"}],"wp:attachment":[{"href":"http:\/\/lasso.eee.sustech.edu.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=238"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}