{"id":448,"date":"2024-05-30T15:15:18","date_gmt":"2024-05-30T13:15:18","guid":{"rendered":"https:\/\/www.asimute.uha.fr\/en\/?p=448"},"modified":"2024-06-04T13:08:48","modified_gmt":"2024-06-04T11:08:48","slug":"development-of-artificial-intelligence-to-predict-energy-consumption-using-nilm-for-optimum-use-of-pv-systems-in-combination-with-heat-pumps","status":"publish","type":"post","link":"https:\/\/www.asimute.uha.fr\/en\/2024\/05\/30\/development-of-artificial-intelligence-to-predict-energy-consumption-using-nilm-for-optimum-use-of-pv-systems-in-combination-with-heat-pumps\/","title":{"rendered":"Development of artificial intelligence to predict energy consumption using NILM for optimum use of PV systems in combination with heat pumps"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"448\" class=\"elementor elementor-448\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51a95560 e-flex e-con-boxed e-con e-parent\" data-id=\"51a95560\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-23666fc3 elementor-widget elementor-widget-global elementor-global-67 elementor-widget-breadcrumbs\" data-id=\"23666fc3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/www.asimute.uha.fr\/en\/\">Accueil<\/a><\/span><\/span><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1a2b6b3d e-flex e-con-boxed e-con e-parent\" data-id=\"1a2b6b3d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-793002c0 elementor-widget elementor-widget-menu-anchor\" data-id=\"793002c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"haut-de-page\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f4f511f elementor-widget__width-initial WP-Categorie elementor-widget elementor-widget-heading\" data-id=\"4f4f511f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Work package 8<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50269f21 elementor-widget elementor-widget-heading\" data-id=\"50269f21\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Research coordinated by Hochschule Furtwangen<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6113c62f elementor-share-buttons--view-icon elementor-share-buttons--color-custom elementor-share-buttons--skin-minimal elementor-share-buttons--shape-square elementor-grid-0 elementor-widget elementor-widget-share-buttons\" data-id=\"6113c62f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span 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4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn 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elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"16d1ec0b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1000\" height=\"400\" src=\"https:\/\/www.asimute.uha.fr\/en\/wp-content\/uploads\/2024\/05\/consommation-energie-NILM-Asimute-Furtwangen.jpg\" class=\"attachment-full size-full wp-image-332\" alt=\"\" srcset=\"https:\/\/www.asimute.uha.fr\/en\/wp-content\/uploads\/2024\/05\/consommation-energie-NILM-Asimute-Furtwangen.jpg 1000w, https:\/\/www.asimute.uha.fr\/en\/wp-content\/uploads\/2024\/05\/consommation-energie-NILM-Asimute-Furtwangen-300x120.jpg 300w, https:\/\/www.asimute.uha.fr\/en\/wp-content\/uploads\/2024\/05\/consommation-energie-NILM-Asimute-Furtwangen-768x307.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-27d9e6a3 e-con-full e-flex e-con e-child\" data-id=\"27d9e6a3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e68aa38 elementor-widget elementor-widget-global elementor-global-114 elementor-widget-post-navigation\" data-id=\"7e68aa38\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-navigation.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-post-navigation\">\n\t\t\t<div class=\"elementor-post-navigation__prev elementor-post-navigation__link\">\n\t\t\t\t<a href=\"https:\/\/www.asimute.uha.fr\/en\/2024\/05\/30\/development-of-a-free-online-software-tool-for-the-dimensioning-and-analysis-of-vehicle-2-home-systems-v2h\/\" rel=\"prev\"><span class=\"post-navigation__arrow-wrapper post-navigation__arrow-prev\"><i class=\"fa fa-angle-left\" aria-hidden=\"true\"><\/i><span class=\"elementor-screen-only\">Prev<\/span><\/span><span class=\"elementor-post-navigation__link__prev\"><span class=\"post-navigation__prev--label\">Previous WP<\/span><\/span><\/a>\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-post-navigation__next elementor-post-navigation__link\">\n\t\t\t\t<a href=\"https:\/\/www.asimute.uha.fr\/en\/2024\/05\/30\/multi-objective-optimization-for-efficiently-controlling-the-heating-systems-of-residential-buildings\/\" rel=\"next\"><span class=\"elementor-post-navigation__link__next\"><span class=\"post-navigation__next--label\">Next WP<\/span><\/span><span class=\"post-navigation__arrow-wrapper post-navigation__arrow-next\"><i class=\"fa fa-angle-right\" aria-hidden=\"true\"><\/i><span class=\"elementor-screen-only\">Next<\/span><\/span><\/a>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1edd200f text-zone elementor-widget elementor-widget-text-editor\" data-id=\"1edd200f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div id=\"lipsum\"><p>The research question that is in the foreground here is the investigation of production and consumption behavior and their optimization with the two technologies AI and NILM. A prototype is to be developed that predicts the energy consumption of individual devices that are relevant to overall consumption and uses this knowledge to optimally regulate the heat pump. The heat pump as a central consumer is particularly important here, as it can significantly influence your own consumption through optimized regulation. In particular, the combination of a PV system, heat pump and battery storage offer high potential for optimizing your own consumption. The work package will be carried out over the entire project period.<\/p><p>While previous simulation methods for forecasting self-consumption rely on very simplified data such as annual consumption or the installed peak power of the PV system, individual energy consumption is already taken into account when designing a PV system in combination with a heat pump with or without energy storage based on. In order to realize this in practice, a measuring system is installed over a certain period of time in order to record as much consumption data as possible. A research question here is the dimensioning of the measurement period. How long must consumption data be measured and analyzed in order to achieve a basic user profile for the design of the PV system and the energy storage system. A measurement period that is as short as possible is an advantage. Whether a generalized user profile can be derived from the measurement data needs to be further investigated. Another goal of the WP is to optimize the energy consumption of existing system combinations of PV and heat pumps. This takes advantage of the fact that the energy required by the heat pump is usually not needed immediately as heating systems are generally very slow. By optimizing the control of the heat pump, your own energy consumption can be improved. If an energy storage device is available, this can further increase your own consumption. In order to be able to carry out further optimization, a forecast of household consumption can help. In order to obtain the most accurate forecast possible, relevant consumers in the household are clustered so that, for example, when the washing machine is switched on, it is clear what additional consumption can be expected in the next few hours.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f561253 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"f561253\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div id=\"lipsum\">\n<ul>\n \t<li>Elaboration on the state of the art for optimizing self-consumption in PV systems in combination with heat pumps and energy storage<\/li>\n \t<li>Analysis of existing PV data sets: This requires data sets with the highest possible resolution &lt;1min, ideally 1 Hz<\/li>\n \t<li>Analysis of existing data sets of household consumption, especially with heat pumps: This requires data sets with the highest possible resolution &lt;1min, ideally 1 Hz<\/li>\n \t<li>Additional measurements of private households with heat pumps and PV systems\n<ul>\n\n \t<li style=\"list-style-type: square;\">Selection of measuring devices for long-term data logging<\/li>\n \t<li style=\"list-style-type: square;\">Setting up suitable interfaces for data collection from PV and energy storage<\/li>\n \t<li style=\"list-style-type: square;\">Setting up a server for secure remote access to the measuring devices for timely evaluation and monitoring of data collection<\/li>\n<\/ul>\n<\/li>\n \t<li>Synchronization of different data sets and merging of data sets<\/li>\n \t<li>Evaluation of the measurement results and creation of models to analyze personal consumption<\/li>\n \t<li>Clustering of consumers relevant to overall consumption<\/li>\n \t<li>Creation of a model for improved prediction of electricity consumption<\/li>\n \t<li>Creation of a simulation environment to optimize self-consumption, taking into account the different production and consumption data<\/li>\n \t<li>Creation of a prediction model for the optimized design of PV and energy storage<\/li>\n<\/ul>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11e3e09 elementor-widget elementor-widget-text-editor\" data-id=\"11e3e09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div id=\"lipsum\"><p>This WP is closely linked to all other WPs. In particular, the insights gained in <a href=\"https:\/\/www.asimute.uha.fr\/en\/2024\/05\/30\/legal-and-administrative-framework\/\" rel=\"noopener\">WP6<\/a> can be used to create a model that takes country-specific circumstances into account. By linking to <a href=\"\/en\/2024\/05\/30\/development-of-a-free-online-software-tool-for-the-dimensioning-and-analysis-of-vehicle-2-home-systems-v2h\/\" rel=\"noopener\">WP7<\/a> and WP8, the advantages of bidirectional charging of cars and buildings and heating models can be used to optimize self-consumption. Of the synchronized data sets that contain PV generation and energy consumption of households and heat pumps, WP6 to <a href=\"\/en\/2024\/05\/31\/robust-decentralised-energy-management-methods-with-low-data-exchange-and-high-interoperability\/\" rel=\"noopener\">WP13<\/a> in particular can be used.<\/p><p>It is planned to develop and implement an algorithm on an embedded system for real-time optimization of self-consumption.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-26a1b86 e-con-full e-flex e-con e-child\" data-id=\"26a1b86\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-e923aaf e-con-full e-flex e-con e-child\" data-id=\"e923aaf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ff8eae9 elementor-widget elementor-widget-image\" data-id=\"ff8eae9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"120\" src=\"https:\/\/www.asimute.uha.fr\/en\/wp-content\/uploads\/2024\/05\/Logo-HFU-Stockage-energie-1.png\" class=\"attachment-featured-thumbnail size-featured-thumbnail wp-image-591\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a05896e e-con-full e-flex e-con e-child\" data-id=\"a05896e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da5a830 elementor-widget elementor-widget-text-editor\" data-id=\"da5a830\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 500;\">Hochscule Furtwangen<\/span><\/p><p>Robert-Gerwig-Platz 1,<\/p><p>78120 Furtwangen im Schwarzwald,<\/p><p>Germany<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9391a01 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"9391a01\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a href=\"https:\/\/www.hs-furtwangen.de\/en\/\" target=\"_blank\" class=\"elementor-icon\" tabindex=\"-1\" aria-label=\"Website\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-university\" viewBox=\"0 0 512 512\" 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