{"id":3401,"date":"2023-06-29T12:07:34","date_gmt":"2023-06-29T12:07:34","guid":{"rendered":"https:\/\/neuraldesigner.com\/blog\/madrid-air-simulator\/"},"modified":"2023-12-29T14:51:15","modified_gmt":"2023-12-29T13:51:15","slug":"madrid-air-simulator","status":"publish","type":"blog","link":"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/","title":{"rendered":"Forecasting model of air pollution in Madrid"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3401\" class=\"elementor elementor-3401\" data-elementor-post-type=\"blog\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-774cd322 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"774cd322\" 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-5db3369f\" data-id=\"5db3369f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-583ac9b8 elementor-widget elementor-widget-text-editor\" data-id=\"583ac9b8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<section>This is the model we obtained in the example of <a href=\"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-forecasting\/\">forecasting the levels of air pollution for Madrid.<\/a><\/section>\n<section>\n<div style=\"text-align: center;\"><button style=\"text-decoration: underline;\">PM2.5<\/button><br><button>PM10<\/button><br><button>O3<\/button><br><button>NO2<\/button><br><button>SO2<\/button><\/div>\n<p>PM2.5 refers to particles in the air that are two and one half microns or less in width.<br>Especially dangerous to human health because they bypass many of our body\u2019s defenses.<\/p>\n<p style=\"display: none;\">PM10 refers to particles with a diameter of 10 micrometers (\u00b5m) or less.<br>Because PM10\u202fis\u202fa larger particle than PM2.5, it\u2019s less likely to cross from the lungs into the bloodstream.<\/p>\n<p style=\"display: none;\">Ozone can be particularly dangerous and abundant on hot days in an urban area.<br>Exposure to ozone can make it very difficult to breathe and cause coughing and shortness of breath.<\/p>\n<p style=\"display: none;\">Nitrogen dioxide is produced from combustion processes.<br>Its presence is closely linked to the formation or presence of other air pollutants.<\/p>\n<p style=\"display: none;\">Sulfur dioxide is a a colorless, bad-smelling, toxic gas.<br>It can contribute to respiratory illness by making breathing more difficult.<\/p>\n<div>\n<p><canvas style=\"width: 768px; height: 400px; text-align: center; margin-left: 22%;\">&nbsp;<\/canvas><\/p>\n<p><canvas style=\"width: 768px; height: 400px; text-align: center; margin-left: 22%; display: none;\">&nbsp;<\/canvas><\/p>\n<p><\/p>\n<p><canvas style=\"width: 768px; height: 400px; text-align: center; margin-left: 22%; display: none;\">&nbsp;<\/canvas><\/p>\n<p><\/p>\n<p><canvas style=\"width: 768px; height: 400px; text-align: center; margin-left: 22%; display: none;\">&nbsp;<\/canvas><\/p>\n<p><\/p>\n<p><canvas style=\"width: 768px; height: 400px; text-align: center; margin-left: 22%; display: none;\">&nbsp;<\/canvas><\/p>\n<p><\/p>\n<div>\n<div>AQI standard levels and meaning<\/div>\n<div>\n<ul>\n<li>Good(&lt;51)<\/li>\n<li>Moderate (&lt;101)<\/li>\n<li>Unhealthy (sensitive groups) (&lt;151)<\/li>\n<li>Unhealthy (&lt;201)<\/li>\n<li>Very unhealty (&lt;301)<\/li>\n<li>Hazardous (301+)<\/li>\n<\/ul>\n<\/div>\n<div>Source: <a href=\"https:\/\/www.airnow.gov\/aqi\/aqi-basics\/\">AirNow <\/a><\/div>\n<\/div>\n<\/div>\n<div>\n<h2>What is AQI?<\/h2>\n<p>The Air Quality Index (AQI) serves the purpose of reporting daily air quality. It tells you how clean or polluted your air is and what associated health effects might concern you.<\/p>\n<p>The AQI focuses on health effects you may experience within a few hours or days after breathing polluted air. Ground-level ozone and airborne particles are the two pollutants that pose the greatest threat to human health.<\/p>\n<p>Source for further information: <a href=\"https:\/\/www.weather.gov\/safety\/airquality-aqindex\">https:\/\/www.weather.gov\/safety\/airquality-aqindex<\/a><\/p>\n<h2>How do we obtain the forecast?<\/h2>\n<p>Using artificial intelligence techniques, we offer the prediction for the contamination values in the city of Madrid for the next week.<\/p>\n<p>A model obtained from a neural network trained with historical data allows us to know the trends in order to anticipate possible issues.<\/p>\n<\/div>\n<\/section>\n<h2>Related posts<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"author":18,"featured_media":1938,"template":"","categories":[],"tags":[46],"class_list":["post-3401","blog","type-blog","status-publish","has-post-thumbnail","hentry","tag-environment"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Forecasting model of air pollution in Madrid<\/title>\n<meta name=\"description\" content=\"Deployment of a forecasting model created with Neural Designer to predict 7-day air pollution in Madrid based on meteorological variables.\" \/>\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.neuraldesigner.com\/blog\/madrid-air-simulator\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Air pollution simulator\" \/>\n<meta property=\"og:description\" content=\"This example aims to predict air pollution in Madrid.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/\" \/>\n<meta property=\"og:site_name\" content=\"Neural Designer\" \/>\n<meta property=\"article:modified_time\" content=\"2023-12-29T13:51:15+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/06\/madrid-air-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1566\" \/>\n\t<meta property=\"og:image:height\" content=\"881\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Air pollution simulator\" \/>\n<meta name=\"twitter:description\" content=\"This example aims to predict air pollution in Madrid.\" \/>\n<meta name=\"twitter:site\" content=\"@NeuralDesigner\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/\",\"url\":\"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/\",\"name\":\"Forecasting model of air pollution in Madrid\",\"isPartOf\":{\"@id\":\"https:\/\/www.neuraldesigner.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/06\/madrid-air.jpg\",\"datePublished\":\"2023-06-29T12:07:34+00:00\",\"dateModified\":\"2023-12-29T13:51:15+00:00\",\"description\":\"Deployment of a forecasting model created with Neural Designer to predict 7-day air pollution in Madrid based on meteorological variables.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/#primaryimage\",\"url\":\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/06\/madrid-air.jpg\",\"contentUrl\":\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/06\/madrid-air.jpg\",\"width\":1566,\"height\":881},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.neuraldesigner.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Blog\",\"item\":\"https:\/\/www.neuraldesigner.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Forecasting model of air pollution in Madrid\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.neuraldesigner.com\/#website\",\"url\":\"https:\/\/www.neuraldesigner.com\/\",\"name\":\"Neural Designer\",\"description\":\"Explanable AI Platform\",\"publisher\":{\"@id\":\"https:\/\/www.neuraldesigner.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.neuraldesigner.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.neuraldesigner.com\/#organization\",\"name\":\"Neural Designer\",\"url\":\"https:\/\/www.neuraldesigner.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.neuraldesigner.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/05\/logo-neural-1.png\",\"contentUrl\":\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/05\/logo-neural-1.png\",\"width\":1024,\"height\":223,\"caption\":\"Neural Designer\"},\"image\":{\"@id\":\"https:\/\/www.neuraldesigner.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/NeuralDesigner\",\"https:\/\/es.linkedin.com\/showcase\/neuraldesigner\/\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Forecasting model of air pollution in Madrid","description":"Deployment of a forecasting model created with Neural Designer to predict 7-day air pollution in Madrid based on meteorological variables.","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.neuraldesigner.com\/blog\/madrid-air-simulator\/","og_locale":"en_US","og_type":"article","og_title":"Air pollution simulator","og_description":"This example aims to predict air pollution in Madrid.","og_url":"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/","og_site_name":"Neural Designer","article_modified_time":"2023-12-29T13:51:15+00:00","og_image":[{"width":1566,"height":881,"url":"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/06\/madrid-air-1.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_title":"Air pollution simulator","twitter_description":"This example aims to predict air pollution in Madrid.","twitter_site":"@NeuralDesigner","twitter_misc":{"Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/","url":"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/","name":"Forecasting model of air pollution in Madrid","isPartOf":{"@id":"https:\/\/www.neuraldesigner.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/#primaryimage"},"image":{"@id":"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/#primaryimage"},"thumbnailUrl":"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/06\/madrid-air.jpg","datePublished":"2023-06-29T12:07:34+00:00","dateModified":"2023-12-29T13:51:15+00:00","description":"Deployment of a forecasting model created with Neural Designer to predict 7-day air pollution in Madrid based on meteorological variables.","breadcrumb":{"@id":"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/#primaryimage","url":"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/06\/madrid-air.jpg","contentUrl":"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/06\/madrid-air.jpg","width":1566,"height":881},{"@type":"BreadcrumbList","@id":"https:\/\/www.neuraldesigner.com\/blog\/madrid-air-simulator\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.neuraldesigner.com\/"},{"@type":"ListItem","position":2,"name":"Blog","item":"https:\/\/www.neuraldesigner.com\/blog\/"},{"@type":"ListItem","position":3,"name":"Forecasting model of air pollution in Madrid"}]},{"@type":"WebSite","@id":"https:\/\/www.neuraldesigner.com\/#website","url":"https:\/\/www.neuraldesigner.com\/","name":"Neural Designer","description":"Explanable AI Platform","publisher":{"@id":"https:\/\/www.neuraldesigner.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.neuraldesigner.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.neuraldesigner.com\/#organization","name":"Neural Designer","url":"https:\/\/www.neuraldesigner.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.neuraldesigner.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/05\/logo-neural-1.png","contentUrl":"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/05\/logo-neural-1.png","width":1024,"height":223,"caption":"Neural Designer"},"image":{"@id":"https:\/\/www.neuraldesigner.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/NeuralDesigner","https:\/\/es.linkedin.com\/showcase\/neuraldesigner\/"]}]}},"_links":{"self":[{"href":"https:\/\/www.neuraldesigner.com\/api\/wp\/v2\/blog\/3401","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.neuraldesigner.com\/api\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.neuraldesigner.com\/api\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/www.neuraldesigner.com\/api\/wp\/v2\/users\/18"}],"version-history":[{"count":0,"href":"https:\/\/www.neuraldesigner.com\/api\/wp\/v2\/blog\/3401\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.neuraldesigner.com\/api\/wp\/v2\/media\/1938"}],"wp:attachment":[{"href":"https:\/\/www.neuraldesigner.com\/api\/wp\/v2\/media?parent=3401"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.neuraldesigner.com\/api\/wp\/v2\/categories?post=3401"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.neuraldesigner.com\/api\/wp\/v2\/tags?post=3401"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}