{"id":2517,"date":"2016-01-21T11:59:36","date_gmt":"2016-01-21T11:59:36","guid":{"rendered":"http:\/\/www.iic.uam.es\/\/?page_id=2517"},"modified":"2016-02-24T07:44:55","modified_gmt":"2016-02-24T07:44:55","slug":"ea2-en","status":"publish","type":"page","link":"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/","title":{"rendered":"EA2"},"content":{"rendered":"[vc_row type=&#8221;full_width_section&#8221; top_padding=&#8221;-10&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text]\n<div id=\"rev_slider_110_1_wrapper\" class=\"rev_slider_wrapper fullwidthbanner-container\" style=\"margin:0px auto;background-color:transparent;padding:0px;margin-top:0px;margin-bottom:0px;\">\n<!-- START REVOLUTION SLIDER 5.0.9 fullwidth mode -->\n\t<div id=\"rev_slider_110_1\" class=\"rev_slider fullwidthabanner\" style=\"display:none;\" data-version=\"5.0.9\">\n<ul>\t<!-- SLIDE  -->\n\t<li data-index=\"rs-151\" data-transition=\"fade\" data-slotamount=\"default\"  data-easein=\"default\" data-easeout=\"default\" data-masterspeed=\"default\"  data-rotate=\"0\"  data-saveperformance=\"off\"  data-title=\"Slide\" data-description=\"\">\n\t\t<!-- MAIN IMAGE -->\n\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.iic.uam.es\/wp-content\/uploads\/2015\/12\/cabecera_EA2.jpg\"  alt=\"\"  width=\"1903\" height=\"300\" data-bgposition=\"center center\" data-bgfit=\"cover\" data-bgrepeat=\"no-repeat\" class=\"rev-slidebg\" data-no-retina>\n\t\t<!-- LAYERS -->\n\n\t\t<!-- LAYER NR. 1 -->\n\t\t<div class=\"tp-caption Fashion-BigDisplay   tp-resizeme\" \n\t\t\t id=\"slide-151-layer-1\" \n\t\t\t data-x=\"center\" data-hoffset=\"1\" \n\t\t\t data-y=\"center\" data-voffset=\"-51\" \n\t\t\t\t\t\tdata-width=\"['880']\"\n\t\t\tdata-height=\"['70']\"\n\t\t\tdata-transform_idle=\"o:1;\"\n \n\t\t\t data-transform_in=\"opacity:0;s:300;e:Power2.easeInOut;\" \n\t\t\t data-transform_out=\"opacity:0;s:300;s:300;\" \n\t\t\tdata-start=\"500\" \n\t\t\tdata-splitin=\"none\" \n\t\t\tdata-splitout=\"none\" \n\t\t\tdata-responsive_offset=\"on\" \n\n\t\t\t\n\t\t\tstyle=\"z-index: 5; min-width: 880px; max-width: 880px; max-width: 70px; max-width: 70px; white-space: nowrap; font-size: 22px; line-height: 20px; font-weight: 700; color: rgba(255, 255, 255, 1.00);font-family:OPEN SANS;text-align:center;\">WIND POWER PRODUCTION FORECAST SYSTEM \n\t\t<\/div>\n\n\t\t<!-- LAYER NR. 2 -->\n\t\t<div class=\"tp-caption Fashion-BigDisplay   tp-resizeme\" \n\t\t\t id=\"slide-151-layer-2\" \n\t\t\t data-x=\"center\" data-hoffset=\"-3\" \n\t\t\t data-y=\"center\" data-voffset=\"50\" \n\t\t\t\t\t\tdata-width=\"['1040']\"\n\t\t\tdata-height=\"['140']\"\n\t\t\tdata-transform_idle=\"o:1;\"\n \n\t\t\t data-transform_in=\"opacity:0;s:300;e:Power2.easeInOut;\" \n\t\t\t data-transform_out=\"opacity:0;s:300;s:300;\" \n\t\t\tdata-start=\"500\" \n\t\t\tdata-splitin=\"none\" \n\t\t\tdata-splitout=\"none\" \n\t\t\tdata-responsive_offset=\"on\" \n\n\t\t\t\n\t\t\tstyle=\"z-index: 6; min-width: 1040px; max-width: 1040px; max-width: 140px; max-width: 140px; white-space: normal; font-size: 22px; line-height: 30px; font-weight: 100; color: rgba(255, 255, 255, 1.00);font-family:OPEN SANS;text-align:center;\">It is able to carry out hourly forecasts of single farms, little groups of farms or wider areas. \n\t\t<\/div>\n\t<\/li>\n<\/ul>\n<div class=\"tp-bannertimer tp-bottom\" style=\"visibility: hidden !important;\"><\/div>\t<\/div>\n<script>var htmlDiv = document.getElementById(\"rs-plugin-settings-inline-css\"); var htmlDivCss=\".tp-caption.Fashion-BigDisplay,.Fashion-BigDisplay{color:rgba(0,0,0,1.00);font-size:60px;line-height:60px;font-weight:900;font-style:normal;font-family:Raleway;padding:0px 0px 0px 0px;text-decoration:none;background-color:transparent;border-color:transparent;border-style:none;border-width:0px;border-radius:0px 0px 0px 0px;letter-spacing:2px}\";\r\n\t\t\t\tif(htmlDiv) {\r\n\t\t\t\t\thtmlDiv.innerHTML = htmlDiv.innerHTML + htmlDivCss;\r\n\t\t\t\t}\r\n\t\t\t\telse{\r\n\t\t\t\t\tvar htmlDiv = document.createElement(\"div\");\r\n\t\t\t\t\thtmlDiv.innerHTML = \"<style>\" + htmlDivCss + \"<\/style>\";\r\n\t\t\t\t\tdocument.getElementsByTagName(\"head\")[0].appendChild(htmlDiv.childNodes[0]);\r\n\t\t\t\t}\r\n\t\t\t<\/script>\n\t\t<script type=\"text\/javascript\">\r\n\t\t\t\t\t\t\/******************************************\r\n\t\t\t\t-\tPREPARE PLACEHOLDER FOR SLIDER\t-\r\n\t\t\t******************************************\/\r\n\r\n\t\t\tvar setREVStartSize=function(){\r\n\t\t\t\ttry{var e=new Object,i=jQuery(window).width(),t=9999,r=0,n=0,l=0,f=0,s=0,h=0;\r\n\t\t\t\t\te.c = jQuery('#rev_slider_110_1');\r\n\t\t\t\t\te.gridwidth = [1240];\r\n\t\t\t\t\te.gridheight = [300];\r\n\t\t\t\t\t\t\t\r\n\t\t\t\t\te.sliderLayout = \"fullwidth\";\r\n\t\t\t\t\tif(e.responsiveLevels&&(jQuery.each(e.responsiveLevels,function(e,f){f>i&&(t=r=f,l=e),i>f&&f>r&&(r=f,n=e)}),t>r&&(l=n)),f=e.gridheight[l]||e.gridheight[0]||e.gridheight,s=e.gridwidth[l]||e.gridwidth[0]||e.gridwidth,h=i\/s,h=h>1?1:h,f=Math.round(h*f),\"fullscreen\"==e.sliderLayout){var u=(e.c.width(),jQuery(window).height());if(void 0!=e.fullScreenOffsetContainer){var c=e.fullScreenOffsetContainer.split(\",\");if (c) jQuery.each(c,function(e,i){u=jQuery(i).length>0?u-jQuery(i).outerHeight(!0):u}),e.fullScreenOffset.split(\"%\").length>1&&void 0!=e.fullScreenOffset&&e.fullScreenOffset.length>0?u-=jQuery(window).height()*parseInt(e.fullScreenOffset,0)\/100:void 0!=e.fullScreenOffset&&e.fullScreenOffset.length>0&&(u-=parseInt(e.fullScreenOffset,0))}f=u}else void 0!=e.minHeight&&f<e.minHeight&&(f=e.minHeight);e.c.closest(\".rev_slider_wrapper\").css({height:f})\r\n\t\t\t\t}catch(d){console.log(\"Failure at Presize of Slider:\"+d)}\r\n\t\t\t};\r\n\t\t\t\t\t\t\r\n\t\t\t\t\r\n\t\t\tsetREVStartSize();\r\n\t\t\tfunction revslider_showDoubleJqueryError(sliderID) {\r\n\t\t\t\t\tvar errorMessage = \"Revolution Slider Error: You have some jquery.js library include that comes after the revolution files js include.\";\r\n\t\t\t\t\terrorMessage += \"<br> This includes make eliminates the revolution slider libraries, and make it not work.\";\r\n\t\t\t\t\terrorMessage += \"<br><br> To fix it you can:<br>&nbsp;&nbsp;&nbsp; 1. In the Slider Settings -> Troubleshooting set option:  <strong><b>Put JS Includes To Body<\/b><\/strong> option to true.\";\r\n\t\t\t\t\terrorMessage += \"<br>&nbsp;&nbsp;&nbsp; 2. Find the double jquery.js include and remove it.\";\r\n\t\t\t\t\terrorMessage = \"<span style='font-size:16px;color:#BC0C06;'>\" + errorMessage + \"<\/span>\"\r\n\t\t\t\t\t\tjQuery(sliderID).show().html(errorMessage);\r\n\t\t\t\t}\r\n\t\t\t\t\t\tvar tpj=jQuery;\r\n\t\t\t\r\n\t\t\tvar revapi110;\r\n\t\t\ttpj(document).ready(function() {\n\t\t\t\tif(tpj(\"#rev_slider_110_1\").revolution == undefined){\n\t\t\t\t\trevslider_showDoubleJqueryError(\"#rev_slider_110_1\");\n\t\t\t\t}else{\n\t\t\t\t\trevapi110 = tpj(\"#rev_slider_110_1\").show().revolution({\n\t\t\t\t\t\tsliderType:\"standard\",\n\t\t\t\t\t\tjsFileLocation:\"https:\/\/www.iic.uam.es\/wp-content\/plugins\/revslider\/public\/assets\/js\/\",\n\t\t\t\t\t\tsliderLayout:\"fullwidth\",\n\t\t\t\t\t\tdottedOverlay:\"none\",\n\t\t\t\t\t\tdelay:9000,\n\t\t\t\t\t\tnavigation: {\n\t\t\t\t\t\t\tonHoverStop:\"off\",\n\t\t\t\t\t\t},\n\t\t\t\t\t\tgridwidth:1240,\n\t\t\t\t\t\tgridheight:300,\n\t\t\t\t\t\tlazyType:\"none\",\n\t\t\t\t\t\tshadow:0,\n\t\t\t\t\t\tspinner:\"spinner0\",\n\t\t\t\t\t\tstopLoop:\"off\",\n\t\t\t\t\t\tstopAfterLoops:-1,\n\t\t\t\t\t\tstopAtSlide:-1,\n\t\t\t\t\t\tshuffle:\"off\",\n\t\t\t\t\t\tautoHeight:\"off\",\n\t\t\t\t\t\tdisableProgressBar:\"on\",\n\t\t\t\t\t\thideThumbsOnMobile:\"off\",\n\t\t\t\t\t\thideSliderAtLimit:0,\n\t\t\t\t\t\thideCaptionAtLimit:0,\n\t\t\t\t\t\thideAllCaptionAtLilmit:0,\n\t\t\t\t\t\tdebugMode:false,\n\t\t\t\t\t\tfallbacks: {\n\t\t\t\t\t\t\tsimplifyAll:\"off\",\n\t\t\t\t\t\t\tnextSlideOnWindowFocus:\"off\",\n\t\t\t\t\t\t\tdisableFocusListener:false,\n\t\t\t\t\t\t}\n\t\t\t\t\t});\n\t\t\t\t}\n\t\t\t});\t\/*ready*\/\n\t\t<\/script>\r\n\t\t<\/div><!-- END REVOLUTION SLIDER -->[\/vc_column_text][\/vc_column][\/vc_row][vc_row top_padding=&#8221;30&#8243; bottom_padding=&#8221;30&#8243;][vc_column width=&#8221;1\/1&#8243;]<div class=\"single_image wpb_content_element align-center \" data-animation=\"none\" data-delay=\"\"><img decoding=\"async\" src=\"https:\/\/www.iic.uam.es\/wp-content\/uploads\/2015\/11\/logo_EA2.png\" alt=\"\" \/><\/div>[vc_column_text]\n<p style=\"text-align: center;\"><strong>Wind energy<\/strong> is one of the main <strong>sources of electricity generation<\/strong> in our country, and Spain ranked fourth on the world only behind China, United States and Germany in terms of installed capacity. At the moment, the installed capacity in Spain is 23,000 MW, covering around 20% of the electric demand. Forecasting the generation of this <strong>unmanageable resource<\/strong> is necessary to integrate it to the electric system.<\/p>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row bg_color=&#8221;#f1f1f1&#8243; top_padding=&#8221;40&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/2&#8243;][vc_column_text]\n<h3 style=\"text-align: left;\"><span style=\"color: #9f1700;\">What is EA2? <\/span><\/h3>\n[\/vc_column_text][vc_column_text]\n<p style=\"text-align: justify;\">EA2 is a <strong>system to forecast wind power production<\/strong> designed with 100% IIC technology based on applying predictive analytics techniques, neural networks and Support Vector Machines (SVM), among others.<\/p>\n<p style=\"text-align: justify;\">Predictions are generated using <strong>weather forecast and electricity production<\/strong> data, and can be applied both in a single wind farm and in groups of farms in wider areas, such as a group or cluster, or the whole Iberian Peninsula.<\/p>\n<p style=\"text-align: justify;\">The system is a SaaS product, and generates <strong>forecasts depending on the frequency of refreshment required<\/strong>, adjusting to the needs of both national and international electric markets.<\/p>\n[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/2&#8243;][vc_column_text]\n<h3 style=\"text-align: left;\"><span style=\"color: #9f1700;\">How does EA2 work? <\/span><\/h3>\n[\/vc_column_text][vc_column_text]\n<p style=\"text-align: justify;\">EA2 applies predictive analytics techniques to offer <strong>agents<\/strong> accurate forecasts that may be used for the offers of generation of the electric market and to plan regular maintenance. It is also an effective application for <strong>Transmission System Operators (TSO)<\/strong> such as REE, since it helps them improve the generation programmes and manage the stability of the system.<\/p>\n<p style=\"text-align: justify;\">After receiving new data from weather forecasts and electricity production, EA2 generates <strong>new forecasts<\/strong>, so the system collects all this new information very quickly and reinterprets the conditions of the environment, generating highly reliable new information: the forecast. EA2 updates forecasts at least twice a day, and the <strong>maximum number<\/strong> of updates is determined by the frequency of refreshment of the entry data.<\/p>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row bg_color=&#8221;#ffffff&#8221; top_padding=&#8221;40&#8243; bottom_padding=&#8221;20&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text]\n<h3 style=\"text-align: center;\"><span style=\"color: #9f1700;\">Benefits<\/span><\/h3>\n<p style=\"text-align: center; font-size: 23px;\"><span style=\"color: #bbbbbb;\">EA2 stands out because: <\/span><\/p>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row bg_color=&#8221;#ffffff&#8221; top_padding=&#8221;5&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/3&#8243;]<div class=\"iconbox  wpb_content_element iconbox-style-1 icon-color-accent color-dark\"><h3><i class=\"fa sl-trophy boxicon\" style=\"\"><\/i>It obtains excellent results <\/h3><p>\n<p style=\"text-align: justify;\">It obtains excellent results: absolute error and relative error of forecasts are very low, which results in profits for the service users.<\/p>\n<\/p><\/div><div class=\"iconbox  wpb_content_element iconbox-style-1 icon-color-accent color-dark\"><h3><i class=\"fa sl-compass boxicon\" style=\"\"><\/i>It adapts <\/h3><p>\n<p style=\"text-align: justify;\">It adapts to clients\u2019 demands successfully.<\/p>\n<\/p><\/div>[\/vc_column][vc_column width=&#8221;1\/3&#8243;]<div class=\"single_image wpb_content_element align-center \" data-animation=\"none\" data-delay=\"\"><img decoding=\"async\" src=\"https:\/\/www.iic.uam.es\/wp-content\/uploads\/2015\/11\/EA2_01.png\" alt=\"\" \/><\/div>[\/vc_column][vc_column width=&#8221;1\/3&#8243;]<div class=\"iconbox  wpb_content_element iconbox-style-1 icon-color-accent color-dark\"><h3><i class=\"fa sl-clock boxicon\" style=\"\"><\/i>It is able to carry out hourly forecasts <\/h3><p>\n<p style=\"text-align: justify;\">It is able to carry out hourly forecasts of single farms, little groups of farms or wider areas.<\/p>\n<\/p><\/div><div class=\"iconbox  wpb_content_element iconbox-style-1 icon-color-accent color-dark\"><h3><i class=\"fa sl-settings boxicon\" style=\"\"><\/i>It is a fully automatic system<\/h3><p>\n<p style=\"text-align: justify;\">It is a fully automatic system, a SaaS product, ready for self-learning at any time.<\/p>\n<\/p><\/div>[\/vc_column][\/vc_row][vc_row type=&#8221;full_width_section&#8221;][vc_column width=&#8221;1\/1&#8243;]<div class=\"divider divider1\" style='margin:1px 0 0px 0 !important;'><\/div>[\/vc_column][\/vc_row][vc_row top_padding=&#8221;40&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_tabs][vc_tab title=&#8221;Guaranteed efficiency&#8221; tab_id=&#8221;de63443e-a113-0&#8243;][vc_row_inner][vc_column_inner width=&#8221;2\/6&#8243;][vc_column_text]\n<h3 style=\"text-align: left;\"><span style=\"color: #9f1700;\">Guaranteed efficiency <\/span><\/h3>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;4\/6&#8243;][vc_column_text]\n<p style=\"text-align: justify;\">EA2 algorithms approximations, carried out by the IIC team of <strong>experts in machine learning<\/strong>, can be adjusted, improved and renewed according to the needs from wind farms and considering commands, periods of unavailability, etc.<\/p>\n<p style=\"text-align: justify;\">Every hour 100% of the installed capacity in Spain is analysed by EA2 and hourly forecasts are updated for the next ten days.<\/p>\n<p style=\"text-align: justify;\">One example of R&amp;D+I actions related to EA2 is the <strong>estimation of the products of meteorological agents<\/strong>, so the best approximation forecasts are always offered.<\/p>\n[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_tab][vc_tab title=&#8221;Why invest in EA2?&#8221; tab_id=&#8221;1450804564649-1-6&#8243;][vc_row_inner][vc_column_inner width=&#8221;2\/6&#8243;][vc_column_text]\n<h3 style=\"text-align: left;\"><span style=\"color: #9f1700;\">Why invest in EA2?<\/span><\/h3>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;4\/6&#8243;][vc_column_text]\n<p style=\"text-align: justify;\">Selling wind farm energy at the electric market requires <strong>hourly production forecasts a day in advance<\/strong>. For instance, the daily electricity market closes at 10 a.m. every day and there prices are negotiated for the 24 hours of the following day.<\/p>\n<p style=\"text-align: justify;\">Wind farms, as any market participant, must pay a penalty for deviations generated, i.e., for the difference between the offer made to the market and the amount actually produced whenever the system is not benefited. An accurate forecast is, therefore, a distinctive value, involving a direct economic reward as <strong>deviation charges would be reduced<\/strong>.<\/p>\n<p style=\"text-align: justify;\">However, forecasts are not only important from a market perspective, but also for the work involved in the <strong>operation and maintenance<\/strong> of farms. Both aspects have a direct impact on the farm economy, so acquiring a <strong>reliable and accurate model<\/strong> means counting on an extremely <strong>useful and particularly redeemable<\/strong> tool.<\/p>\n[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_tab][\/vc_tabs][\/vc_column][\/vc_row][vc_row bg_color=&#8221;#f1f1f1&#8243; top_padding=&#8221;40&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text]\n<h3 style=\"text-align: center;\"><span style=\"color: #9f1700;\">Solutions implemented so far<\/span><\/h3>\n[\/vc_column_text][vc_row_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text]\n<p style=\"text-align: justify;\">EA2 is a system specially developed for agents related to <strong>Smart Grids<\/strong>. They may be Transmission System Operators (TSO), Distribution System Operators (DSO), energy generators, energy suppliers, companies related to <strong>energy efficiency<\/strong> and, in general, companies requiring modelling and prediction techniques to improve processes.<\/p>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text]\n<p style=\"text-align: justify;\">EA2 model makes it easier to be applied virtually at <strong>any area of the world<\/strong>; we work both inside and outside Spain. <strong>100% of the installed capacity in Spain<\/strong> is analysed every hour by this service, and one of our clients is REE (Red El\u00e9ctrica de Espa\u00f1a), the Spanish Transmission System Operator (TSO).<\/p>\n[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row bg_color=&#8221;#2b99cc&#8221; text_color=&#8221;light&#8221; top_padding=&#8221;15&#8243; bottom_padding=&#8221;15&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_raw_html]JTNDcCUyMHN0eWxlJTNEJTIybGluZS1oZWlnaHQlM0ElMjAyOHB4JTNCJTIwZm9udC13ZWlnaHQlM0ElMjAxMDAlM0IlMjBmb250LWZhbWlseSUzQSUyME9wZW4lMjBTYW5zJTNCJTIwZm9udC1zaXplJTNBJTIwMjBweCUzQiUyMHRleHQtYWxpZ24lM0ElMjBjZW50ZXIlM0IlMjIlM0VTZWxsaW5nJTIwd2luZCUyMGZhcm0lMjBlbmVyZ3klMjBhdCUyMHRoZSUyMGVsZWN0cmljJTIwbWFya2V0JTIwcmVxdWlyZXMlMjBob3VybHklMjBwcm9kdWN0aW9uJTIwZm9yZWNhc3RzJTIwYSUyMGRheSUyMGluJTIwYWR2YW5jZS4lM0MlMkZwJTNF[\/vc_raw_html][\/vc_column][\/vc_row][vc_row bg_image=&#8221;2082&#8243; top_padding=&#8221;40&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text]\n<p style=\"text-align: center;\"><a href=\"\/en\/more-information\/\" target=\"_self\" class=\"button color-8 large \" style=\"border-radius: 2px;\">MORE INFORMATION<\/a>\n[\/vc_column_text][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[vc_row type=&#8221;full_width_section&#8221; top_padding=&#8221;-10&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text][\/vc_column_text][\/vc_column][\/vc_row][vc_row top_padding=&#8221;30&#8243; bottom_padding=&#8221;30&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text] Wind energy is one of the main sources of electricity generation in our country, and Spain ranked fourth on the world only behind China, United States and Germany in terms of installed capacity. At the moment, the installed capacity in Spain is 23,000 MW, covering around 20% of the electric demand. Forecasting the generation of this unmanageable resource is necessary to integrate it to the electric system. [\/vc_column_text][\/vc_column][\/vc_row][vc_row bg_color=&#8221;#f1f1f1&#8243; top_padding=&#8221;40&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/2&#8243;][vc_column_text] What is EA2? [\/vc_column_text][vc_column_text] EA2 is a system to forecast wind power production designed with 100% IIC technology based on applying predictive analytics techniques, neural networks and Support Vector Machines (SVM), among others. Predictions are generated using weather forecast and electricity production data, and can be applied both in a single wind farm and in groups of farms in wider areas, such as a group or cluster, or the whole Iberian Peninsula. The system is a SaaS product, and generates forecasts depending on the frequency of refreshment required, adjusting to the needs of both national and international electric markets. [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/2&#8243;][vc_column_text] How does EA2 work? [\/vc_column_text][vc_column_text] EA2 applies predictive analytics techniques to offer agents accurate forecasts that may be used for [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"parent":17922,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-2517","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>EA2 - IIC<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"EA2 - IIC\" \/>\n<meta property=\"og:description\" content=\"[vc_row type=&#8221;full_width_section&#8221; top_padding=&#8221;-10&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text][\/vc_column_text][\/vc_column][\/vc_row][vc_row top_padding=&#8221;30&#8243; bottom_padding=&#8221;30&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text] Wind energy is one of the main sources of electricity generation in our country, and Spain ranked fourth on the world only behind China, United States and Germany in terms of installed capacity. At the moment, the installed capacity in Spain is 23,000 MW, covering around 20% of the electric demand. Forecasting the generation of this unmanageable resource is necessary to integrate it to the electric system. [\/vc_column_text][\/vc_column][\/vc_row][vc_row bg_color=&#8221;#f1f1f1&#8243; top_padding=&#8221;40&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/2&#8243;][vc_column_text] What is EA2? [\/vc_column_text][vc_column_text] EA2 is a system to forecast wind power production designed with 100% IIC technology based on applying predictive analytics techniques, neural networks and Support Vector Machines (SVM), among others. Predictions are generated using weather forecast and electricity production data, and can be applied both in a single wind farm and in groups of farms in wider areas, such as a group or cluster, or the whole Iberian Peninsula. The system is a SaaS product, and generates forecasts depending on the frequency of refreshment required, adjusting to the needs of both national and international electric markets. [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/2&#8243;][vc_column_text] How does EA2 work? [\/vc_column_text][vc_column_text] EA2 applies predictive analytics techniques to offer agents accurate forecasts that may be used for [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/\" \/>\n<meta property=\"og:site_name\" content=\"Instituto de Ingenier\u00eda del Conocimiento\" \/>\n<meta property=\"article:modified_time\" content=\"2016-02-24T07:44:55+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@iiconocimiento\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/\",\"url\":\"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/\",\"name\":\"EA2 - IIC\",\"isPartOf\":{\"@id\":\"https:\/\/www.iic.uam.es\/#website\"},\"datePublished\":\"2016-01-21T11:59:36+00:00\",\"dateModified\":\"2016-02-24T07:44:55+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Portada\",\"item\":\"https:\/\/www.iic.uam.es\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Big Data Services\",\"item\":\"https:\/\/www.iic.uam.es\/en\/big-data-services\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Energy Environment\",\"item\":\"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"Predicci\u00f3n de generaci\u00f3n de energ\u00eda renovable (ingl\u00e9s)\",\"item\":\"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/\"},{\"@type\":\"ListItem\",\"position\":5,\"name\":\"EA2\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.iic.uam.es\/#website\",\"url\":\"https:\/\/www.iic.uam.es\/\",\"name\":\"Instituto de Ingenier\u00eda del Conocimiento\",\"description\":\"IIC\",\"publisher\":{\"@id\":\"https:\/\/www.iic.uam.es\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.iic.uam.es\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.iic.uam.es\/#organization\",\"name\":\"Instituto de Ingenier\u00eda del Conocimiento\",\"url\":\"https:\/\/www.iic.uam.es\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.iic.uam.es\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.iic.uam.es\/wp-content\/uploads\/2017\/12\/IIC_logoP.png\",\"contentUrl\":\"https:\/\/www.iic.uam.es\/wp-content\/uploads\/2017\/12\/IIC_logoP.png\",\"width\":400,\"height\":283,\"caption\":\"Instituto de Ingenier\u00eda del Conocimiento\"},\"image\":{\"@id\":\"https:\/\/www.iic.uam.es\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/iiconocimiento\",\"https:\/\/www.linkedin.com\/company\/instituto-de-ingenieria-del-conocimiento-iic\",\"https:\/\/www.youtube.com\/IIConocimiento\",\"https:\/\/es.wikipedia.org\/wiki\/Instituto_de_Ingeniera_del_Conocimiento\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"EA2 - IIC","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/","og_locale":"en_US","og_type":"article","og_title":"EA2 - IIC","og_description":"[vc_row type=&#8221;full_width_section&#8221; top_padding=&#8221;-10&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text][\/vc_column_text][\/vc_column][\/vc_row][vc_row top_padding=&#8221;30&#8243; bottom_padding=&#8221;30&#8243;][vc_column width=&#8221;1\/1&#8243;][vc_column_text] Wind energy is one of the main sources of electricity generation in our country, and Spain ranked fourth on the world only behind China, United States and Germany in terms of installed capacity. At the moment, the installed capacity in Spain is 23,000 MW, covering around 20% of the electric demand. Forecasting the generation of this unmanageable resource is necessary to integrate it to the electric system. [\/vc_column_text][\/vc_column][\/vc_row][vc_row bg_color=&#8221;#f1f1f1&#8243; top_padding=&#8221;40&#8243; bottom_padding=&#8221;40&#8243;][vc_column width=&#8221;1\/2&#8243;][vc_column_text] What is EA2? [\/vc_column_text][vc_column_text] EA2 is a system to forecast wind power production designed with 100% IIC technology based on applying predictive analytics techniques, neural networks and Support Vector Machines (SVM), among others. Predictions are generated using weather forecast and electricity production data, and can be applied both in a single wind farm and in groups of farms in wider areas, such as a group or cluster, or the whole Iberian Peninsula. The system is a SaaS product, and generates forecasts depending on the frequency of refreshment required, adjusting to the needs of both national and international electric markets. [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/2&#8243;][vc_column_text] How does EA2 work? [\/vc_column_text][vc_column_text] EA2 applies predictive analytics techniques to offer agents accurate forecasts that may be used for [&hellip;]","og_url":"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/","og_site_name":"Instituto de Ingenier\u00eda del Conocimiento","article_modified_time":"2016-02-24T07:44:55+00:00","twitter_card":"summary_large_image","twitter_site":"@iiconocimiento","twitter_misc":{"Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/","url":"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/","name":"EA2 - IIC","isPartOf":{"@id":"https:\/\/www.iic.uam.es\/#website"},"datePublished":"2016-01-21T11:59:36+00:00","dateModified":"2016-02-24T07:44:55+00:00","breadcrumb":{"@id":"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/ea2-en\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Portada","item":"https:\/\/www.iic.uam.es\/en\/"},{"@type":"ListItem","position":2,"name":"Big Data Services","item":"https:\/\/www.iic.uam.es\/en\/big-data-services\/"},{"@type":"ListItem","position":3,"name":"Energy Environment","item":"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/"},{"@type":"ListItem","position":4,"name":"Predicci\u00f3n de generaci\u00f3n de energ\u00eda renovable (ingl\u00e9s)","item":"https:\/\/www.iic.uam.es\/en\/big-data-services\/energy-environment\/prediccion-de-generacion-de-energia-renovable-ingles\/"},{"@type":"ListItem","position":5,"name":"EA2"}]},{"@type":"WebSite","@id":"https:\/\/www.iic.uam.es\/#website","url":"https:\/\/www.iic.uam.es\/","name":"Instituto de Ingenier\u00eda del Conocimiento","description":"IIC","publisher":{"@id":"https:\/\/www.iic.uam.es\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.iic.uam.es\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.iic.uam.es\/#organization","name":"Instituto de Ingenier\u00eda del Conocimiento","url":"https:\/\/www.iic.uam.es\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.iic.uam.es\/#\/schema\/logo\/image\/","url":"https:\/\/www.iic.uam.es\/wp-content\/uploads\/2017\/12\/IIC_logoP.png","contentUrl":"https:\/\/www.iic.uam.es\/wp-content\/uploads\/2017\/12\/IIC_logoP.png","width":400,"height":283,"caption":"Instituto de Ingenier\u00eda del Conocimiento"},"image":{"@id":"https:\/\/www.iic.uam.es\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/iiconocimiento","https:\/\/www.linkedin.com\/company\/instituto-de-ingenieria-del-conocimiento-iic","https:\/\/www.youtube.com\/IIConocimiento","https:\/\/es.wikipedia.org\/wiki\/Instituto_de_Ingeniera_del_Conocimiento"]}]}},"_links":{"self":[{"href":"https:\/\/www.iic.uam.es\/en\/wp-json\/wp\/v2\/pages\/2517"}],"collection":[{"href":"https:\/\/www.iic.uam.es\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.iic.uam.es\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.iic.uam.es\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.iic.uam.es\/en\/wp-json\/wp\/v2\/comments?post=2517"}],"version-history":[{"count":0,"href":"https:\/\/www.iic.uam.es\/en\/wp-json\/wp\/v2\/pages\/2517\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.iic.uam.es\/en\/wp-json\/wp\/v2\/pages\/17922"}],"wp:attachment":[{"href":"https:\/\/www.iic.uam.es\/en\/wp-json\/wp\/v2\/media?parent=2517"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}