{"id":75,"date":"2017-01-07T00:16:25","date_gmt":"2017-01-06T15:16:25","guid":{"rendered":"http:\/\/hpclab.hongik.ac.kr\/hpclabwebdir\/?page_id=75"},"modified":"2026-04-09T00:05:28","modified_gmt":"2026-04-08T15:05:28","slug":"research-interests","status":"publish","type":"page","link":"https:\/\/hpclab.hongik.ac.kr\/?page_id=75","title":{"rendered":"RESEARCH INTERESTS"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"75\" class=\"elementor elementor-75\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ee6556d e-flex e-con-boxed e-con e-parent\" data-id=\"7ee6556d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-164a5922 elementor-widget elementor-widget-text-editor\" data-id=\"164a5922\" 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<p><\/p>\n<h5 class=\"wp-block-heading\"><span style=\"color: #0000ff;\">\u2666 (Current Focus) High-Performance Computing for AI\/ML<\/span><\/h5>\n<p><span style=\"color: #0000ff;\"><\/span><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul><\/ul>\n<\/li>\n<li><span style=\"color: #0000ff;\">High-performance computing for large AI\/ML models<\/span><\/li>\n<li><span style=\"color: #0000ff;\">High-performance platform for on-device AI\/ML<\/span><\/li>\n<li><span style=\"font-style: inherit; font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); color: #0000ff;\">Hybrid of Classical\/Quantum Computing<\/span><\/li>\n<li><span style=\"font-style: inherit; font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); color: #0000ff;\">OpenRAN AI\/ML for 5G\/6G Wireless Networks<\/span><\/li>\n<\/ul>\n<p><\/p>\n<h5 class=\"wp-block-heading\">High-Performance Computing in Big Facilities<\/h5>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul><\/ul>\n<\/li>\n<li>Optimizing scientific workflows and network transfer job scheduling in R&amp;E networks such as ESnet\/Internet2\/KREONET.<\/li>\n<li><span style=\"font-style: inherit; font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Optimizing system components holistically for high-speed data transfer.<\/span><\/li>\n<li><span style=\"font-style: inherit; font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Parallel job scheduling especially focusing on time-critical jobs combined with batch jobs.<\/span><\/li>\n<\/ul>\n<p><\/p>\n<h5 class=\"wp-block-heading\">Cloud Computing for Big Data<\/h5>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul><\/ul>\n<\/li>\n<li>Container-based Hyper-Converged Infrastructure.<\/li>\n<li><span style=\"font-style: inherit; font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Dynamic resource provisioning for streaming data.<\/span><\/li>\n<li><span style=\"font-style: inherit; font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Flexbile and fast storage management system for SSD\/NVRM.<\/span><\/li>\n<\/ul>\n<p><\/p>\n<h5 class=\"wp-block-heading\">IoT Data Analytics<\/h5>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul><\/ul>\n<\/li>\n<li>Time-series data prediction using Deep Learning.<\/li>\n<li><span style=\"font-style: inherit; font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Light-weight Deep Learning for edge computing\/devices.<\/span><\/li>\n<li><span style=\"font-style: inherit; font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align);\">Flexible IoT datapath management using SDN.<\/span><\/li>\n<\/ul>\n<p><\/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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u2666 (Current Focus) High-Performance Computing for AI\/ML<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":43,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"narrow-width-container","site-content-style":"boxed","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-75","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/hpclab.hongik.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/75","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hpclab.hongik.ac.kr\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/hpclab.hongik.ac.kr\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/hpclab.hongik.ac.kr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hpclab.hongik.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=75"}],"version-history":[{"count":11,"href":"https:\/\/hpclab.hongik.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/75\/revisions"}],"predecessor-version":[{"id":1770,"href":"https:\/\/hpclab.hongik.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/75\/revisions\/1770"}],"up":[{"embeddable":true,"href":"https:\/\/hpclab.hongik.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/43"}],"wp:attachment":[{"href":"https:\/\/hpclab.hongik.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=75"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}