{"id":68,"date":"2019-11-02T11:36:42","date_gmt":"2019-11-02T11:36:42","guid":{"rendered":"http:\/\/presscore.dream-demo.com\/dummy\/?post_type=dt_portfolio&#038;p=68"},"modified":"2020-03-21T13:05:49","modified_gmt":"2020-03-21T13:05:49","slug":"smart-power-management-system","status":"publish","type":"dt_portfolio","link":"https:\/\/www.eng.ruh.ac.lk\/dis\/project\/smart-power-management-system\/","title":{"rendered":"Smart Power  Management System"},"content":{"rendered":"<section class=\"wpb-content-wrapper\"><p>[vc_row content_placement=&#8221;top&#8221; type=&#8221;vc_default&#8221; css=&#8221;.vc_custom_1584795657029{padding-bottom: 20px !important;}&#8221;][vc_column width=&#8221;1\/2&#8243; css=&#8221;.vc_custom_1572893353553{padding-bottom: 50px !important;}&#8221;]<div id=\"ultimate-heading-75916ac84978bb28b\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-75916ac84978bb28b uvc-2574  uvc-heading-default-font-sizes\" data-hspacer=\"no_spacer\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-heading-spacer no_spacer\" style=\"top\"><\/div><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-75916ac84978bb28b h3'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h3 style=\"font-weight:bold;margin-bottom:30px;\">SMART POWER MANAGEMENT SYSTEM<\/h3><\/div><\/div>[vc_column_text css=&#8221;.vc_custom_1584702453070{margin-bottom: 30px !important;border-left-width: 3px !important;padding-left: 20px !important;border-left-color: rgba(0,0,0,0.1) !important;border-left-style: solid !important;}&#8221;]Dr. M.R. Udawalpola, Mr. P.S. Ranaweera, Abeykoon V.L, Nishadi K.D, Senevirathna R.G.A[\/vc_column_text][vc_column_text]The aim of this project is to implement a reliable energy monitoring system which can measure current and voltage values to calculate useful parameters in order to produce useful outcomes or to carry out certain functionalities like device identification, pattern recognition, cost prediction etc. For this a set of smart plug devices are connected to a central device via wireless technology. Smart plug is the data acquisition system which is used to measure current and voltage parameters necessary for the rest of the processes. The electrical appliances are connected to smart plug and devices obtain power through the smart plug to operate. By improving the smart plug and energy management system as above we hope to make a positive impact on energy consumption and financial sector of Sri Lankan domestic and industrial areas.[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/2&#8243; css=&#8221;.vc_custom_1572893349347{padding-bottom: 50px !important;}&#8221;]<style type=\"text\/css\" data-type=\"the7_shortcodes-inline-css\">.shortcode-single-image-wrap.shortcode-single-image-cfd2004c909d07919d04b91a1d85d95e.enable-bg-rollover .rollover i,\n.shortcode-single-image-wrap.shortcode-single-image-cfd2004c909d07919d04b91a1d85d95e.enable-bg-rollover .rollover-video i {\n  background: -webkit-linear-gradient();\n  background: linear-gradient();\n}\n.shortcode-single-image-wrap.shortcode-single-image-cfd2004c909d07919d04b91a1d85d95e .rollover-icon {\n  font-size: 32px;\n  color: #ffffff;\n  min-width: 44px;\n  min-height: 44px;\n  line-height: 44px;\n  border-radius: 100px;\n  border-style: solid;\n  border-width: 0px;\n}\n.dt-icon-bg-on.shortcode-single-image-wrap.shortcode-single-image-cfd2004c909d07919d04b91a1d85d95e .rollover-icon {\n  background: rgba(255,255,255,0.3);\n  box-shadow: none;\n}\n<\/style>[\/vc_column][vc_column]<div id=\"ultimate-heading-70376ac84978bbd34\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-70376ac84978bbd34 uvc-9851  uvc-heading-default-font-sizes\" data-hspacer=\"no_spacer\"  data-halign=\"center\" style=\"text-align:center\"><div class=\"uvc-heading-spacer no_spacer\" style=\"top\"><\/div><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-70376ac84978bbd34 h3'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h3 style=\"--font-weight:theme;\">Overview<\/h3><\/div><\/div>[vc_column_text]This document is about a smart solution for household power management which mainly focused on optimizing the usage of power with cost optimization. In this smart power management system a smart plug and a central device are introduced. Smart plug is for the parameter measurement and central device acts as the main controlling unit. These two devices communicate through wireless technology. These measured parameters are stored in a local database and a remote database. Main tasks like device-identification, pattern recognition and cost prediction are done through analysis of data. The prediction of domestic power consumption and usage optimization are done via data mining and clustering using machine learning techniques. The analysis is done using neural networks, support vector machines, k-means, mean shift and Silhouette classifications. The basic idea is to select a classifier with better performance in real time to detect devices and record the power consumption data set. The device prediction and pattern identification algorithms adapt itself based on the data received via the smart plug. The prediction algorithms have the ability to give expected power consumption of next period and optimization algorithms provide optimized methods to use devices efficiently and effectively.[\/vc_column_text][\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; bg_type=&#8221;image&#8221; bg_override=&#8221;ex-full&#8221; type=&#8221;vc_default&#8221; css=&#8221;.vc_custom_1572893362996{padding-bottom: 70px !important;}&#8221;][vc_column offset=&#8221;vc_col-lg-offset-0 vc_col-lg-12 vc_col-md-offset-0 vc_col-md-12&#8243;]<style type=\"text\/css\" data-type=\"the7_shortcodes-inline-css\">.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e .owl-nav a {\n  width: 36px;\n  height: 36px;\n  border-radius: 500px;\n}\n.dt-arrow-border-on.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e .owl-nav a:not(:hover):before {\n  border-width: 0px;\n}\n.dt-arrow-hover-border-on.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e .owl-nav a:hover:after {\n  border-width: 0px;\n}\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e .owl-nav a.owl-prev {\n  top: 50%;\n  transform: translateY(calc(-50% + 0px));\n  left: -43px;\n}\n@media all and (-ms-high-contrast: none) {\n  .gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e .owl-nav a.owl-prev {\n    transform: translateY(-50%);\n    margin-top: 0px;\n  }\n}\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e .owl-nav a.owl-prev i {\n  padding: 0px 0px 0px 0px;\n}\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e .owl-nav a.owl-next {\n  top: 50%;\n  transform: translateY(calc(-50% + 0px));\n  right: -43px;\n}\n@media all and (-ms-high-contrast: none) {\n  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figure,\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e .rollover,\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e img,\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e .gallery-rollover {\n  border-radius: 0px;\n}\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e.enable-bg-rollover .gallery-rollover {\n  background: rgba(0,0,0,0.5);\n  box-shadow: none;\n  background: -webkit-linear-gradient();\n  background: linear-gradient();\n}\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e.enable-img-shadow .owl-stage-outer {\n  padding: 34px 0;\n}\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e.enable-bg-rollover.hover-scale figure .rollover:after {\n  background: rgba(0,0,0,0.5);\n  box-shadow: none;\n  background: -webkit-linear-gradient();\n  background: linear-gradient();\n}\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e.gallery-shortcode .gallery-zoom-ico {\n  width: 44px;\n  height: 44px;\n  line-height: 44px;\n  border-radius: 100px;\n  margin: -22px 0 0 -22px;\n  border-width: 0px;\n}\n.dt-icon-bg-on.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e.gallery-shortcode .gallery-zoom-ico {\n  background: rgba(255,255,255,0.3);\n  box-shadow: none;\n}\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e.gallery-shortcode .gallery-zoom-ico:before,\n.gallery-carousel-shortcode.gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e.gallery-shortcode .gallery-zoom-ico span {\n  font-size: 32px;\n  line-height: 44px;\n  color: #ffffff;\n  background: none;\n}\n<\/style><div class=\"owl-carousel gallery-carousel-shortcode gallery-shortcode  dt-gallery-container dt-owl-carousel-call gallery-carousel-shortcode-id-eab314f5bfe758f44f110326773d8b0e quick-scale-img enable-bg-rollover meta-info-off dt-arrow-border-on dt-arrow-hover-border-on bullets-small-dot-stroke reposition-arrows dt-icon-bg-off arrows-bg-on disable-arrows-hover-bg arrows-hover-bg-on  hover-fade \" data-scroll-mode=\"1\" data-col-num=\"3\" data-wide-col-num=\"3\" data-laptop-col=\"3\" data-h-tablet-columns-num=\"3\" data-v-tablet-columns-num=\"2\" data-phone-columns-num=\"1\" data-col-gap=\"30\" data-stage-padding=\"0\" data-speed=\"800\" data-autoplay=\"false\" data-autoplay_speed=\"6000\" data-arrows=\"true\" data-bullet=\"false\" data-next-icon=\"icon-ar-017-r\" data-prev-icon=\"icon-ar-017-l\" data-img-shadow-size=\"12px\" data-img-shadow-spread=\"3px\"><\/div>[\/vc_column][\/vc_row][vc_row equal_height=&#8221;yes&#8221; content_placement=&#8221;top&#8221; type=&#8221;vc_default&#8221; el_class=&#8221;reverse-row-on-mobile&#8221; css=&#8221;.vc_custom_1572893387563{margin-bottom: -40px !important;}&#8221;][vc_column width=&#8221;1\/2&#8243; css=&#8221;.vc_custom_1572893376547{padding-bottom: 20px !important;}&#8221;]<div id=\"ultimate-heading-30536ac84978bc4a2\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-30536ac84978bc4a2 uvc-3243  uvc-heading-default-font-sizes\" data-hspacer=\"no_spacer\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-heading-spacer no_spacer\" style=\"top\"><\/div><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-30536ac84978bc4a2 h3'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h3 style=\"font-weight:bold;margin-bottom:30px;\">Updates<\/h3><\/div><\/div><style type=\"text\/css\" data-type=\"the7_shortcodes-inline-css\">.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon {\n  width: 60px;\n  height: 60px;\n  line-height: 60px;\n  font-size: 32px;\n  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  class=\"text-icon dt-icon-bg-on dt-icon-hover-off\" ><span class=\"icon-inner\"><i class=\"dt-regular-icon soc-icon fas fa-cogs\"><\/i><i class=\"dt-hover-icon soc-icon fas fa-cogs\"><\/i><\/span><\/span><h4 class=\"dt-text-title\"  >Lorem ipsum nulla dolor<\/h4><div class=\"dt-text-desc\">Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras aliquet dolor sed ex laoreet, vel molestie quam gravida. Proin molestie vestibulum sem quis ornare. Suspendisse lectus nulla!<\/div><\/div><style type=\"text\/css\" data-type=\"the7_shortcodes-inline-css\">.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon {\n  width: 60px;\n  height: 60px;\n  line-height: 60px;\n  font-size: 32px;\n  border-radius: 0px;\n  margin: 0px 20px 0px 0px;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon .icon-inner {\n  min-width: 60px;\n  min-height: 60px;\n  border-radius: 0px;\n}\n@media all and (-ms-high-contrast: none) {\n  .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon .icon-inner {\n    height: 60px;\n  }\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon .dt-hover-icon {\n  line-height: 60px;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon:before,\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon:after,\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon .icon-inner:before,\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon .icon-inner:after {\n  min-width: 100%;\n  min-height: 100%;\n  padding: inherit;\n  border-radius: inherit;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-border-on:before {\n  border-width: 0px;\n  border-style: solid;\n}\n.dt-icon-border-dashed.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-border-on:before {\n  border-style: dashed;\n}\n.dt-icon-border-dotted.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-border-on:before {\n  border-style: dotted;\n}\n.dt-icon-border-double.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-border-on:before {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-border-dashed.dt-icon-border-on:before {\n  border-style: dashed;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-border-dotted.dt-icon-border-on:before {\n  border-style: dotted;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-border-double.dt-icon-border-on:before {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-border-on:after {\n  border-width: 0px;\n  border-style: solid;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-border-dashed.dt-icon-hover-border-on:after {\n  border-style: dashed;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-border-dotted.dt-icon-hover-border-on:after {\n  border-style: dotted;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-border-double.dt-icon-hover-border-on:after {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-on:hover {\n  font-size: 32px;\n}\n#page .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-on:hover .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-on:hover .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-on:hover .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-on:hover .soc-icon {\n  color: #fff;\n  background: none;\n}\n#page .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-on:not(:hover) .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-on:not(:hover) .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-on:not(:hover) .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-on:not(:hover) .soc-icon,\n#page .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-off .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-off .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-off .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .text-icon.dt-icon-hover-off .soc-icon {\n  color: #ffffff;\n  background: none;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55.layout-1 {\n  grid-template-columns: 60px minmax(0,1fr);\n  grid-column-gap: 20px;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55.layout-2 {\n  grid-template-columns: minmax(0,1fr) 60px;\n  grid-column-gap: 0px;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55.layout-2 .text-icon {\n  margin-left: 0;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55.layout-3 {\n  grid-template-columns: 60px minmax(0,1fr);\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55.layout-3 .dt-text-title {\n  margin-left: 20px;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .dt-text-title,\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .dt-text-title a {\n  font-weight: bold;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .dt-text-title {\n  margin-bottom: 10px;\n}\n.icon-with-text-shortcode.icon-text-id-12b969ccb9bf623e8d88c40870107a55 .dt-text-desc {\n  margin-bottom: 0px;\n  font-size: 15px;\n  line-height: 28px;\n}\n<\/style><div class=\"icon-with-text-shortcode  icon-text-id-12b969ccb9bf623e8d88c40870107a55 layout-1  vc_custom_1572796589690 \" ><span   class=\"text-icon dt-icon-bg-on dt-icon-hover-off\" ><span class=\"icon-inner\"><i class=\"dt-regular-icon soc-icon fas fa-window-restore\"><\/i><i class=\"dt-hover-icon soc-icon fas fa-window-restore\"><\/i><\/span><\/span><h4 class=\"dt-text-title\"  >Proin molestie vestibulum sem quis ornare<\/h4><div class=\"dt-text-desc\">Consectetur adipiscing elit. Cras aliquet dolor sed ex laoreet, vel molestie quam gravida. Proin molestie vestibulum sem quis ornare.<\/div><\/div><style type=\"text\/css\" data-type=\"the7_shortcodes-inline-css\">.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon {\n  width: 60px;\n  height: 60px;\n  line-height: 60px;\n  font-size: 32px;\n  border-radius: 0px;\n  margin: 0px 20px 0px 0px;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon .icon-inner {\n  min-width: 60px;\n  min-height: 60px;\n  border-radius: 0px;\n}\n@media all and (-ms-high-contrast: none) {\n  .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon .icon-inner {\n    height: 60px;\n  }\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon .dt-hover-icon {\n  line-height: 60px;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon:before,\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon:after,\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon .icon-inner:before,\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon .icon-inner:after {\n  min-width: 100%;\n  min-height: 100%;\n  padding: inherit;\n  border-radius: inherit;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-border-on:before {\n  border-width: 0px;\n  border-style: solid;\n}\n.dt-icon-border-dashed.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-border-on:before {\n  border-style: dashed;\n}\n.dt-icon-border-dotted.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-border-on:before {\n  border-style: dotted;\n}\n.dt-icon-border-double.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-border-on:before {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-border-dashed.dt-icon-border-on:before {\n  border-style: dashed;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-border-dotted.dt-icon-border-on:before {\n  border-style: dotted;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-border-double.dt-icon-border-on:before {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-border-on:after {\n  border-width: 0px;\n  border-style: solid;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-border-dashed.dt-icon-hover-border-on:after {\n  border-style: dashed;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-border-dotted.dt-icon-hover-border-on:after {\n  border-style: dotted;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-border-double.dt-icon-hover-border-on:after {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-on:hover {\n  font-size: 32px;\n}\n#page .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-on:hover .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-on:hover .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-on:hover .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-on:hover .soc-icon {\n  color: #fff;\n  background: none;\n}\n#page .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-on:not(:hover) .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-on:not(:hover) .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-on:not(:hover) .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-on:not(:hover) .soc-icon,\n#page .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-off .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-off .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-off .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .text-icon.dt-icon-hover-off .soc-icon {\n  color: #ffffff;\n  background: none;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500.layout-1 {\n  grid-template-columns: 60px minmax(0,1fr);\n  grid-column-gap: 20px;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500.layout-2 {\n  grid-template-columns: minmax(0,1fr) 60px;\n  grid-column-gap: 0px;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500.layout-2 .text-icon {\n  margin-left: 0;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500.layout-3 {\n  grid-template-columns: 60px minmax(0,1fr);\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500.layout-3 .dt-text-title {\n  margin-left: 20px;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .dt-text-title,\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .dt-text-title a {\n  font-weight: bold;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .dt-text-title {\n  margin-bottom: 10px;\n}\n.icon-with-text-shortcode.icon-text-id-4a39d5e3640264602217ee9444f89500 .dt-text-desc {\n  margin-bottom: 0px;\n  font-size: 15px;\n  line-height: 28px;\n}\n<\/style><div class=\"icon-with-text-shortcode  icon-text-id-4a39d5e3640264602217ee9444f89500 layout-1  vc_custom_1572796644950 \" ><span   class=\"text-icon dt-icon-bg-on dt-icon-hover-off\" ><span class=\"icon-inner\"><i class=\"dt-regular-icon soc-icon fas fa-swatchbook\"><\/i><i class=\"dt-hover-icon soc-icon fas fa-swatchbook\"><\/i><\/span><\/span><h4 class=\"dt-text-title\"  >Proin molestie vestibulum sem<\/h4><div class=\"dt-text-desc\">Proin molestie vestibulum sem quis ornare. Suspendisse lectus nulla! Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras aliquet dolor sed ex laoreet, vel molestie quam gravida. Proin molestie vestibusse lectus nulla!<\/div><\/div>[\/vc_column][vc_column width=&#8221;1\/2&#8243; css=&#8221;.vc_custom_1572893381514{padding-bottom: 50px !important;}&#8221;]<div id=\"ultimate-heading-73146ac84978bc7eb\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-73146ac84978bc7eb uvc-616  uvc-heading-default-font-sizes\" data-hspacer=\"no_spacer\"  data-halign=\"left\" style=\"text-align:left\"><div class=\"uvc-heading-spacer no_spacer\" style=\"top\"><\/div><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-73146ac84978bc7eb h3'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h3 style=\"font-weight:bold;margin-bottom:30px;\">Project Video<\/h3><\/div><\/div>[vc_video link=&#8221;&#8221;][\/vc_column][vc_column]<div id=\"ultimate-heading-15046ac84978bc849\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-15046ac84978bc849 uvc-4289  uvc-heading-default-font-sizes\" data-hspacer=\"no_spacer\"  data-halign=\"center\" style=\"text-align:center\"><div class=\"uvc-heading-spacer no_spacer\" style=\"top\"><\/div><div class=\"uvc-main-heading ult-responsive\"  data-ultimate-target='.uvc-heading.ultimate-heading-15046ac84978bc849 h3'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}' ><h3 style=\"--font-weight:theme;\">Publications<\/h3><\/div><\/div><div class=\"standard-arrow list-divider bullet-top\"><ul>\n<li>Your list<\/li>\n<li>goes<\/li>\n<li>here!<\/li>\n<\/ul>\n<\/div>[\/vc_column][vc_column][\/vc_column][\/vc_row]<\/p>\n<\/section>","protected":false},"excerpt":{"rendered":"<p>Keywords: Machine Learning, Embedded Systesm<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","dt_portfolio_category":[99,100],"dt_portfolio_tags":[],"_links":{"self":[{"href":"https:\/\/www.eng.ruh.ac.lk\/dis\/wp-json\/wp\/v2\/dt_portfolio\/68"}],"collection":[{"href":"https:\/\/www.eng.ruh.ac.lk\/dis\/wp-json\/wp\/v2\/dt_portfolio"}],"about":[{"href":"https:\/\/www.eng.ruh.ac.lk\/dis\/wp-json\/wp\/v2\/types\/dt_portfolio"}],"author":[{"embeddable":true,"href":"https:\/\/www.eng.ruh.ac.lk\/dis\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.eng.ruh.ac.lk\/dis\/wp-json\/wp\/v2\/comments?post=68"}],"version-history":[{"count":17,"href":"https:\/\/www.eng.ruh.ac.lk\/dis\/wp-json\/wp\/v2\/dt_portfolio\/68\/revisions"}],"predecessor-version":[{"id":57109,"href":"https:\/\/www.eng.ruh.ac.lk\/dis\/wp-json\/wp\/v2\/dt_portfolio\/68\/revisions\/57109"}],"wp:attachment":[{"href":"https:\/\/www.eng.ruh.ac.lk\/dis\/wp-json\/wp\/v2\/media?parent=68"}],"wp:term":[{"taxonomy":"dt_portfolio_category","embeddable":true,"href":"https:\/\/www.eng.ruh.ac.lk\/dis\/wp-json\/wp\/v2\/dt_portfolio_category?post=68"},{"taxonomy":"dt_portfolio_tags","embeddable":true,"href":"https:\/\/www.eng.ruh.ac.lk\/dis\/wp-json\/wp\/v2\/dt_portfolio_tags?post=68"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}