{"id":2083,"date":"2022-04-21T14:40:22","date_gmt":"2022-04-21T13:40:22","guid":{"rendered":"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/?page_id=2083"},"modified":"2022-09-12T15:39:29","modified_gmt":"2022-09-12T14:39:29","slug":"journal-paper","status":"publish","type":"page","link":"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/?page_id=2083","title":{"rendered":"Journal paper, published on 2021.06.10"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2083\" class=\"elementor elementor-2083\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-263c28b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"263c28b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a96d743\" data-id=\"a96d743\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2366195 elementor-widget elementor-widget-heading\" data-id=\"2366195\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.9.0 - 06-12-2022 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Data-Driven Energy Storage Scheduling to Minimise Peak Demand on Distribution Systems with PV Generation<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8f9a89c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8f9a89c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a624f0\" data-id=\"2a624f0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6b04899 elementor-widget elementor-widget-text-editor\" data-id=\"6b04899\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.9.0 - 06-12-2022 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#818a91;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#818a91;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>June 10, 2021<\/p><p>\u00a0<\/p><p><strong style=\"font-style: inherit; background-color: var(--ast-global-color-5);\">Abstract:<\/strong><span style=\"font-style: inherit; font-weight: inherit; background-color: var(--ast-global-color-5);\"> The growing adoption of decentralised renewable energy generation (such as solar photovoltaic panels and wind turbines) and low-carbon technologies will increase the strain experienced by the distribution networks in the near future. In such a scenario, energy storage is becoming a key alternative to traditional expensive reinforcements to network infrastructure, due to its flexibility, decreasing costs and fast deployment capabilities. In this work, an end-to-end data-driven solution to optimally design the control of a battery unit with the aim of reducing the peak electricity demand is presented. The proposed solution uses state-of-the-art machine learning methods for forecasting electricity demand and PV generation, combined with an optimisation strategy to maximise the use of photovoltaic energy to charge the energy storage unit. To this end, historical demand, weather, and solar energy generation data collected at the Stentaway Primary substation near Plymouth, UK, and at other six locations were employed.<\/span><\/p><p>\u00a0<\/p><p><strong>Citation: <\/strong>Borghini, E.; Giannetti, C.; Flynn, J.; Todeschini, G. Data-Driven Energy Storage Scheduling to Minimise Peak Demand on Distribution Systems with PV Generation.\u00a0<em>Energies<\/em>2021,\u00a0<em>14<\/em>, 3453.<\/p><p>\u00a0<\/p><p><strong>doi<\/strong>: <a href=\"https:\/\/doi.org\/10.3390\/en14123453\">https:\/\/doi.org\/10.3390<strong>\/<\/strong>en14123453<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Data-Driven Energy Storage Scheduling to Minimise Peak Demand on Distribution Systems with PV Generation June 10, 2021 Abstract: The growing adoption of decentralised renewable energy generation (such as solar photovoltaic panels and wind turbines) and low-carbon technologies will increase the strain experienced by the distribution networks in the near future. In such a scenario, energy &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/?page_id=2083\"> <span class=\"screen-reader-text\">Journal paper, published on 2021.06.10<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":4,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":""},"_links":{"self":[{"href":"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/index.php?rest_route=\/wp\/v2\/pages\/2083"}],"collection":[{"href":"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2083"}],"version-history":[{"count":22,"href":"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/index.php?rest_route=\/wp\/v2\/pages\/2083\/revisions"}],"predecessor-version":[{"id":2819,"href":"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/index.php?rest_route=\/wp\/v2\/pages\/2083\/revisions\/2819"}],"wp:attachment":[{"href":"https:\/\/future-power-grid.sites.er.kcl.ac.uk\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2083"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}