{"id":3645,"date":"2025-09-21T21:52:52","date_gmt":"2025-09-21T21:52:52","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3645"},"modified":"2025-09-21T21:52:52","modified_gmt":"2025-09-21T21:52:52","slug":"multi-objective-optimisation-of-rf-pipelines-robustness-vs-latency","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=3645","title":{"rendered":"Multi-Objective Optimisation of RF Pipelines: Robustness vs.Latency"},"content":{"rendered":"\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Multi\u2011Objective_Optimisation_of_RF_Pipelines.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Multi\u2011Objective_Optimisation_of_RF_Pipelines.\"><\/object><a id=\"wp-block-file--media-57c642c9-0837-45a4-ac94-ba16864ac996\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Multi\u2011Objective_Optimisation_of_RF_Pipelines.pdf\">Multi\u2011Objective_Optimisation_of_RF_Pipelines<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Multi\u2011Objective_Optimisation_of_RF_Pipelines.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-57c642c9-0837-45a4-ac94-ba16864ac996\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Robust radio-frequency (RF) pipelines must balance conflicting objectives: accurate demodulation of signals and low latency. Improving accuracy (true hit rate) often requires operating<br>in regimes with high signal-to-noise ratio (SNR) and small frequency offset, which may incur increased computational cost and run time. Conversely, minimising latency may require relaxing<br>accuracy. This paper explores these trade-offs using a synthetic RF benchmark and demonstrates how Pareto fronts and utility-based scalarisation can guide multi-objective optimisation.<br>We show that the Pareto frontier emerges naturally when plotting accuracy against latency and<br>that simple weighting schemes allow practitioners to select solutions consistent with particular<br>preferences. Runtime contour maps illustrate how latency varies across the parameter space<br>and identify operating regimes satisfying strict latency budgets.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Robust radio-frequency (RF) pipelines must balance conflicting objectives: accurate demodulation of signals and low latency. Improving accuracy (true hit rate) often requires operatingin regimes with high signal-to-noise ratio (SNR) and small frequency offset, which may incur increased computational cost and run time. Conversely, minimising latency may require relaxingaccuracy. This paper explores these trade-offs using a&hellip;&nbsp;<\/p>\n","protected":false},"author":2,"featured_media":2534,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-3645","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3645","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3645"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3645\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/2534"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3645"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}