{"id":19989,"date":"2025-09-18T15:45:55","date_gmt":"2025-09-18T13:45:55","guid":{"rendered":"https:\/\/immune.institute\/?post_type=proyecto&#038;p=19989"},"modified":"2025-10-07T10:47:03","modified_gmt":"2025-10-07T08:47:03","slug":"viabilidad-de-instalaciones-fotovoltaicas-en-espana","status":"publish","type":"proyectos","link":"https:\/\/immune.institute\/en\/proyectos\/viabilidad-de-instalaciones-fotovoltaicas-en-espana\/","title":{"rendered":"Viability of photovoltaic installations in Spain"},"content":{"rendered":"<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-f72ede8d wp-block-columns-is-layout-flex\" style=\"margin-top:0;margin-bottom:0\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\">The energy transition is no longer an option, it's a necessity. In Spain, one of the countries with the highest solar radiation in Europe, the key question arises: is it worth investing in solar energy? <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This project addresses that question from a data science perspective, transforming scattered technical information into clear, practical, and accessible decisions for anyone interested in renewable energy.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"card card-light wp-block-paragraph\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-accent-1-color\">Carried out by<\/mark><\/strong> <a href=\"https:\/\/www.linkedin.com\/in\/eduardo-campos-balma\/\" target=\"_blank\" rel=\"noopener\">Eduardo Campos<\/a> | <a href=\"https:\/\/www.linkedin.com\/in\/mario-liria-martinez\/\" target=\"_blank\" rel=\"noopener\">Mario Liria<\/a> | <a href=\"https:\/\/www.linkedin.com\/in\/davidsantiagosanchezrojas\/\" target=\"_blank\" rel=\"noopener\">David Santiago S\u00e1nchez<\/a> | <a href=\"https:\/\/www.linkedin.com\/in\/juan-sss\/\" target=\"_blank\" rel=\"noopener\">Juan Santos<\/a><\/p>\n\n\n\n<p class=\"card card-light wp-block-paragraph\"><strong>Qualification<\/strong> <a href=\"https:\/\/immune.institute\/en\/programas\/master-en-data-science-online\/\" target=\"_blank\" rel=\"noreferrer noopener\">Master in <\/a><a href=\"https:\/\/immune.institute\/en\/programas\/master-executive-en-data-science\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Science<\/a><\/p>\n\n\n\n<p class=\"card card-light wp-block-paragraph\"><strong>Technologies<\/strong> Pandas | NumPy | Scikit-learn | Statsmodels | Power BI | Streamlits<\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">What is the motivation?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This project arises from the need to harness Spain's enormous solar potential and offer citizens and businesses a tool that turns data into clear decisions about investing in photovoltaic energy.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>To evaluate the technical and economic feasibility <\/strong>of residential photovoltaic installations in Spain.<\/li>\n\n\n\n<li><strong>Construct a predictive model for solar production <\/strong>with time series and Machine Learning.<\/li>\n\n\n\n<li><strong>Integrate a financial analysis<\/strong> which allows the calculation of key indicators (NPV, IRR, ROI, Payback).<\/li>\n\n\n\n<li><strong>Develop an interactive web application<\/strong> that democratises access to this data.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Where to Install Solar Panels in Spain for Maximum Profitability? TOP Provinces with the BEST ROI\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/XlvIyrzC5Ew?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\">\n<h2 class=\"wp-block-heading\">Development <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The project was based on the collection and unification of over 960 observations (2018\u20132025) from sources such as INE, OMIE, AEMET and NASA POWER. With this data, a<strong> DataFrame maestro<\/strong> which includes radiation, temperature, electricity prices and energy consumption.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SARIMAX<\/strong> for temporal patterns. <\/li>\n\n\n\n<li><strong>Random Forest Regressor <\/strong>to capture non-linear relationships.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The results were combined with a comprehensive financial analysis to simulate the profitability of real facilities in different provinces. Finally, it was designed <strong>\u201cphotovoltaic data\u201d<\/strong>, an interactive web application that allows you to explore the results intuitively and in a personalised way.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/immune.institute\/wp-content\/uploads\/Captura-de-pantalla-2025-09-18-122037.png\" alt=\"\" class=\"wp-image-19991\" style=\"width:832px;height:auto\"\/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50)\">\n<p class=\"wp-block-paragraph\"><strong>This project demonstrates that data science not only predicts and analyses, but also empowers decisions and accelerates the transition towards a more sustainable energy future.<\/strong><\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>An advanced data analysis evaluating the potential and profitability of residential solar energy in Spain, province by province.<\/p>","protected":false},"featured_media":19992,"menu_order":0,"template":"","area":[241],"class_list":["post-19989","proyectos","type-proyectos","status-publish","has-post-thumbnail","hentry","area-data-science"],"acf":[],"_links":{"self":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/proyectos\/19989","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/proyectos"}],"about":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/types\/proyectos"}],"version-history":[{"count":0,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/proyectos\/19989\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/media\/19992"}],"wp:attachment":[{"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/media?parent=19989"}],"wp:term":[{"taxonomy":"area","embeddable":true,"href":"https:\/\/immune.institute\/en\/wp-json\/wp\/v2\/area?post=19989"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}