{"id":68,"date":"2019-11-02T11:36:42","date_gmt":"2019-11-02T06:06:42","guid":{"rendered":"http:\/\/presscore.dream-demo.com\/dummy\/?post_type=dt_portfolio&#038;p=68"},"modified":"2020-05-04T11:17:50","modified_gmt":"2020-05-04T05:47:50","slug":"smart-power-management-system","status":"publish","type":"dt_portfolio","link":"https:\/\/www.eng.ruh.ac.lk\/deie\/project\/smart-power-management-system\/","title":{"rendered":"Smart Power  Management System"},"content":{"rendered":"<div 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-240369e9d8c410916\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-240369e9d8c410916 uvc-5198  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-240369e9d8c410916 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><div class=\"shortcode-single-image-wrap shortcode-single-image-cfd2004c909d07919d04b91a1d85d95e alignnone  enable-bg-rollover dt-icon-bg-off\" style=\"margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; width:800px;\"><div class=\"shortcode-single-image\"><div class=\"fancy-media-wrap  layzr-bg\" style=\"\"><img class=\"preload-me lazy-load aspect\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#39;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#39;%20viewBox%3D&#39;0%200%20245%20245&#39;%2F%3E\" data-src=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/smart_meter-245x245.png\" data-srcset=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/smart_meter-245x245.png 245w\" loading=\"eager\" sizes=\"(max-width: 245px) 100vw, 245px\" width=\"245\" height=\"245\"  data-dt-location=\"https:\/\/www.eng.ruh.ac.lk\/deie\/project\/smart-power-management-system\/smart_meter\/\" style=\"--ratio: 245 \/ 245;\" alt=\"\" \/><\/div><\/div><\/div>[\/vc_column][vc_column]<div id=\"ultimate-heading-488669e9d8c411784\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-488669e9d8c411784 uvc-6050  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-488669e9d8c411784 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: 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-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 data-post-id=\"57102\" data-date=\"2020-03-21T12:59:04+05:30\" data-name=\"consumtion\"><figure class=\"post\"><a href=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/consumtion.png\" class=\"rollover dt-pswp-item layzr-bg\" data-large_image_width=\"506\" data-large_image_height=\"263\" data-dt-img-description=\"\" title=\"consumtion\"><img class=\"preload-me owl-lazy-load aspect\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#39;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#39;%20viewBox%3D&#39;0%200%20197%20262&#39;%2F%3E\" data-src=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/consumtion-197x262.png\" data-srcset=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/consumtion-197x262.png 197w, https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/consumtion-197x263.png 197w\" loading=\"eager\" style=\"--ratio: 197 \/ 262\" sizes=\"(max-width: 197px) 100vw, 197px\" alt=\"\" width=\"197\" height=\"262\"  \/><span class=\"gallery-rollover\"><span class=\"gallery-zoom-ico icomoon-the7-font-the7-zoom-06\"><span><\/span><\/span><\/span><\/a><\/figure><\/div><div data-post-id=\"57104\" data-date=\"2020-03-21T13:00:06+05:30\" data-name=\"training\"><figure class=\"post\"><a href=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/training.png\" class=\"rollover dt-pswp-item layzr-bg\" data-large_image_width=\"336\" data-large_image_height=\"568\" data-dt-img-description=\"\" title=\"training\"><img class=\"preload-me owl-lazy-load aspect\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#39;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#39;%20viewBox%3D&#39;0%200%20336%20448&#39;%2F%3E\" data-src=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/training-336x448.png\" data-srcset=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/training-336x448.png 336w\" loading=\"eager\" style=\"--ratio: 336 \/ 448\" sizes=\"(max-width: 336px) 100vw, 336px\" alt=\"\" width=\"336\" height=\"448\"  \/><span class=\"gallery-rollover\"><span class=\"gallery-zoom-ico icomoon-the7-font-the7-zoom-06\"><span><\/span><\/span><\/span><\/a><\/figure><\/div><div data-post-id=\"57107\" data-date=\"2020-03-21T13:02:03+05:30\" data-name=\"devices\"><figure class=\"post\"><a href=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/devices.png\" class=\"rollover dt-pswp-item layzr-bg\" data-large_image_width=\"562\" data-large_image_height=\"500\" data-dt-img-description=\"\" title=\"devices\"><img class=\"preload-me owl-lazy-load aspect\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#39;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#39;%20viewBox%3D&#39;0%200%20375%20500&#39;%2F%3E\" data-src=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/devices-375x500.png\" data-srcset=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/devices-375x500.png 375w\" loading=\"eager\" style=\"--ratio: 375 \/ 500\" sizes=\"(max-width: 375px) 100vw, 375px\" alt=\"\" width=\"375\" height=\"500\"  \/><span class=\"gallery-rollover\"><span class=\"gallery-zoom-ico icomoon-the7-font-the7-zoom-06\"><span><\/span><\/span><\/span><\/a><\/figure><\/div><div data-post-id=\"57101\" data-date=\"2020-03-21T12:57:30+05:30\" data-name=\"smart_meter\"><figure class=\"post\"><a href=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/smart_meter.png\" class=\"rollover dt-pswp-item layzr-bg\" data-large_image_width=\"245\" data-large_image_height=\"318\" data-dt-img-description=\"\" title=\"smart_meter\"><img class=\"preload-me owl-lazy-load aspect\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#39;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#39;%20viewBox%3D&#39;0%200%20238%20317&#39;%2F%3E\" data-src=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/smart_meter-238x317.png\" data-srcset=\"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/smart_meter-238x317.png 238w, https:\/\/www.eng.ruh.ac.lk\/deie\/wp-content\/uploads\/2019\/11\/smart_meter-238x318.png 238w\" loading=\"eager\" style=\"--ratio: 238 \/ 317\" sizes=\"(max-width: 238px) 100vw, 238px\" alt=\"\" width=\"238\" height=\"317\"  \/><span class=\"gallery-rollover\"><span class=\"gallery-zoom-ico icomoon-the7-font-the7-zoom-06\"><span><\/span><\/span><\/span><\/a><\/figure><\/div><\/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-173569e9d8c4146c0\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-173569e9d8c4146c0 uvc-1591  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-173569e9d8c4146c0 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  border-radius: 0px;\n  margin: 0px 20px 0px 0px;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .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-06809a35f10ae1359f842c88aacad600 .text-icon .icon-inner {\n    height: 60px;\n  }\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon .dt-hover-icon {\n  line-height: 60px;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon:before,\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon:after,\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon .icon-inner:before,\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .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-06809a35f10ae1359f842c88aacad600 .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-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-border-on:before {\n  border-style: dashed;\n}\n.dt-icon-border-dotted.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-border-on:before {\n  border-style: dotted;\n}\n.dt-icon-border-double.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-border-on:before {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-border-dashed.dt-icon-border-on:before {\n  border-style: dashed;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-border-dotted.dt-icon-border-on:before {\n  border-style: dotted;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-border-double.dt-icon-border-on:before {\n  border-style: double;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .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-06809a35f10ae1359f842c88aacad600 .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-06809a35f10ae1359f842c88aacad600 .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-06809a35f10ae1359f842c88aacad600 .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-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-on:hover {\n  font-size: 32px;\n}\n#page .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-on:hover .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-on:hover .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-on:hover .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .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-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-on:not(:hover) .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-on:not(:hover) .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-on:not(:hover) .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-on:not(:hover) .soc-icon,\n#page .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-off .soc-font-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-off .soc-font-icon,\n#page .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-off .soc-icon,\n#phantom .icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .text-icon.dt-icon-hover-off .soc-icon {\n  color: #ffffff;\n  background: none;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600.layout-1 {\n  grid-template-columns: 60px minmax(0,1fr);\n  grid-column-gap: 20px;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600.layout-2 {\n  grid-template-columns: minmax(0,1fr) 60px;\n  grid-column-gap: 0px;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600.layout-2 .text-icon {\n  margin-left: 0;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600.layout-3 {\n  grid-template-columns: 60px minmax(0,1fr);\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600.layout-3 .dt-text-title {\n  margin-left: 20px;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .dt-text-title,\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .dt-text-title a {\n  font-weight: bold;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .dt-text-title {\n  margin-bottom: 10px;\n}\n.icon-with-text-shortcode.icon-text-id-06809a35f10ae1359f842c88aacad600 .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-06809a35f10ae1359f842c88aacad600 layout-1  vc_custom_1572796485529 \" ><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-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: 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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-420369e9d8c414a09\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-420369e9d8c414a09 uvc-4959  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-420369e9d8c414a09 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-105669e9d8c414a72\" class=\"uvc-heading ult-adjust-bottom-margin ultimate-heading-105669e9d8c414a72 uvc-4702  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-105669e9d8c414a72 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<\/div>","protected":false},"excerpt":{"rendered":"<p>Keywords: Machine Learning, Embedded System<\/p>\n<p>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. <\/p>\n","protected":false},"author":1,"featured_media":57101,"comment_status":"open","ping_status":"closed","template":"","dt_portfolio_category":[100,109],"dt_portfolio_tags":[],"_links":{"self":[{"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/dt_portfolio\/68"}],"collection":[{"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/dt_portfolio"}],"about":[{"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/types\/dt_portfolio"}],"author":[{"embeddable":true,"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/comments?post=68"}],"version-history":[{"count":20,"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/dt_portfolio\/68\/revisions"}],"predecessor-version":[{"id":57675,"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/dt_portfolio\/68\/revisions\/57675"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/media\/57101"}],"wp:attachment":[{"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/media?parent=68"}],"wp:term":[{"taxonomy":"dt_portfolio_category","embeddable":true,"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/dt_portfolio_category?post=68"},{"taxonomy":"dt_portfolio_tags","embeddable":true,"href":"https:\/\/www.eng.ruh.ac.lk\/deie\/wp-json\/wp\/v2\/dt_portfolio_tags?post=68"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}