{"id":1368,"date":"2021-10-10T20:56:09","date_gmt":"2021-10-10T20:56:09","guid":{"rendered":"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/?page_id=1368"},"modified":"2021-10-10T21:04:20","modified_gmt":"2021-10-10T21:04:20","slug":"mlwins-tasks","status":"publish","type":"page","link":"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/mlwins-tasks\/","title":{"rendered":"MLWins Tasks"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1368\" class=\"elementor elementor-1368\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-16020870 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"16020870\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element 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data-settings=\"{&quot;padding_horizontal_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_row_space&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_row_space_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_row_space_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;dropdown_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;dropdown_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;dropdown_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;width_dropdown_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;220&quot;,&quot;sizes&quot;:[]},&quot;width_dropdown_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;width_dropdown_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_dropdown_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_dropdown_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_dropdown_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;distance_from_menu&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;distance_from_menu_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;distance_from_menu_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"navigation-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"hfe-nav-menu hfe-layout-horizontal hfe-nav-menu-layout horizontal hfe-pointer__double-line hfe-animation__grow\" data-layout=\"horizontal\">\n\t\t\t\t<div role=\"button\" class=\"hfe-nav-menu__toggle elementor-clickable\" tabindex=\"0\" aria-label=\"Menu Toggle\">\n\t\t\t\t\t<span class=\"screen-reader-text\">Menu<\/span>\n\t\t\t\t\t<div class=\"hfe-nav-menu-icon\">\n\t\t\t\t\t\t<i aria-hidden=\"true\"  class=\"fas fa-align-justify\"><\/i>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<nav class=\"hfe-nav-menu__layout-horizontal hfe-nav-menu__submenu-arrow\" data-toggle-icon=\"&lt;i aria-hidden=&quot;true&quot; tabindex=&quot;0&quot; class=&quot;fas fa-align-justify&quot;&gt;&lt;\/i&gt;\" data-close-icon=\"&lt;i aria-hidden=&quot;true&quot; tabindex=&quot;0&quot; class=&quot;far fa-window-close&quot;&gt;&lt;\/i&gt;\" data-full-width=\"yes\">\n\t\t\t\t\t<ul id=\"menu-1-33188b99\" class=\"hfe-nav-menu\"><li id=\"menu-item-1281\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/mlwins\/\" class = \"hfe-menu-item\">MLWiNS<\/a><\/li>\n<li id=\"menu-item-1414\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/mlwins-educational-activities\/\" class = \"hfe-menu-item\">Educational Activities<\/a><\/li>\n<li id=\"menu-item-1415\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/mlwins-objectives\/\" class = \"hfe-menu-item\">Objectives<\/a><\/li>\n<li id=\"menu-item-1416\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/mlwins-outreach\/\" class = \"hfe-menu-item\">Outreach and Broader Impact Outcomes<\/a><\/li>\n<li id=\"menu-item-1417\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/mlwins-publications\/\" class = \"hfe-menu-item\">Publications and Code Repositories<\/a><\/li>\n<li id=\"menu-item-1418\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/mlwins-tasks\/\" class = \"hfe-menu-item\">Tasks<\/a><\/li>\n<li id=\"menu-item-1419\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/mlwins-team-members\/\" class = \"hfe-menu-item\">Team Members<\/a><\/li>\n<\/ul> \n\t\t\t\t<\/nav>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-345fd308\" data-id=\"345fd308\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-65e8e872 elementor-widget elementor-widget-text-editor\" data-id=\"65e8e872\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"h3Style02\">Main Tasks<\/h2><ul><li><strong class=\"h5Style02\">Task 1:<\/strong>\u00a0Bandlimited Coordinate Descent: Learning-driven Joint Power Allocation and Gradient Estimation.<\/li><li><strong class=\"h5Style02\">Task 2:<\/strong>\u00a0Bandlimited Gradient Sketching: Power Control and Bandwidth-Accuracy Tradeoffs.<\/li><li><strong class=\"h5Style02\">Task 3:<\/strong>\u00a0Bandlimited Coordinate Descent based on Zero-order Estimates.<\/li><li><strong class=\"h5Style02\">Task 4:<\/strong>\u00a0Bandlimited Gradient Sketching based on Zero-order Methods.<\/li><li><strong class=\"h5Style02\">Task 5:<\/strong>\u00a0Exploiting RF Characteristics in DL-Based CSI Estimation.<\/li><\/ul><div class=\"divStyle03\"><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone  wp-image-1378\" src=\"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-content\/uploads\/sites\/77\/2021\/10\/fig2-2-300x163.jpg\" alt=\"\" width=\"532\" height=\"289\" srcset=\"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-content\/uploads\/sites\/77\/2021\/10\/fig2-2-300x163.jpg 300w, https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-content\/uploads\/sites\/77\/2021\/10\/fig2-2-1024x557.jpg 1024w, https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-content\/uploads\/sites\/77\/2021\/10\/fig2-2-768x418.jpg 768w, https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-content\/uploads\/sites\/77\/2021\/10\/fig2-2.jpg 1225w\" sizes=\"(max-width: 532px) 100vw, 532px\" \/><br \/><p class=\"pStyle03\">Figure 1. Flow of research tasks.<\/p><\/div><h2 class=\"h3Style02\">Management Plan<\/h2><p class=\"pStyle02\">This project will investigate two sets of edge learning algorithms over wireless MAC channels, namely 1) bandlimited coordinate descent algorithms and 2) bandlimited gradient sketching algorithms. We will devise these algorithms using two intimately related approaches, namely 1) first-order stochastic gradient descent methods (which consists of two detailed tasks Tasks 1, 2 and 3) zero-order stochastic optimization methods (which consists of two detailed tasks Tasks 2 and 4. Task 5 will be dedicated to investigating machine learning aided channel estimation. The PIs will evaluate the performance of the proposed learning framework for wireless edge computing, using simulation (Matlab\/Python), experiments, and prototype development. The year-by-year research plan for the proposed research effort is presented in Figure 2. The figure refers explicitly to the tasks highlighted throughout the proposal. This proposal has laid out an ambitious agenda. We expect our team to work together on all tasks; however, a task lead has been identified to ensure progress on each task.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>MLWiNS Main Tasks Task 1:\u00a0Bandlimited Coordinate Descent: Learning-driven Joint Power Allocation and Gradient Estimation. Task 2:\u00a0Bandlimited Gradient Sketching: Power Control and Bandwidth-Accuracy Tradeoffs. Task 3:\u00a0Bandlimited Coordinate Descent based on Zero-order Estimates. Task 4:\u00a0Bandlimited Gradient Sketching based on Zero-order Methods. Task 5:\u00a0Exploiting RF Characteristics in DL-Based CSI Estimation. Figure 1. Flow of research tasks. Management Plan [&hellip;]<\/p>\n","protected":false},"author":64,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-1368","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-json\/wp\/v2\/pages\/1368","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-json\/wp\/v2\/users\/64"}],"replies":[{"embeddable":true,"href":"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-json\/wp\/v2\/comments?post=1368"}],"version-history":[{"count":13,"href":"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-json\/wp\/v2\/pages\/1368\/revisions"}],"predecessor-version":[{"id":1387,"href":"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-json\/wp\/v2\/pages\/1368\/revisions\/1387"}],"wp:attachment":[{"href":"https:\/\/faculty.engineering.ucdavis.edu\/jzhang\/wp-json\/wp\/v2\/media?parent=1368"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}