{"id":6938,"date":"2025-08-21T20:34:40","date_gmt":"2025-08-21T20:34:40","guid":{"rendered":"https:\/\/godshand.link\/ground_post\/integrating-low-cost-sensor-systems-and-networks-to-enhance-air-quality-applications\/"},"modified":"2025-08-21T20:34:40","modified_gmt":"2025-08-21T20:34:40","slug":"integrating-low-cost-sensor-systems-and-networks-to-enhance-air-quality-applications","status":"publish","type":"ground_post","link":"https:\/\/godshand.link\/en_gb\/ground_post\/integrating-low-cost-sensor-systems-and-networks-to-enhance-air-quality-applications\/","title":{"rendered":"Integrating Low-Cost Sensor Systems and Networks to Enhance Air Quality Applications"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div class=\"flex flex-col gap-6 md:gap-8 lg:gap-10\">\n<div class=\"container-medium w-full\">\n<div class=\"flex flex-col gap-y-2\">\n<h1 class=\"page-title text-2xl md:text-3xl lg:text-4xl max-w-5xl text-wmo-blue-gray-900 font-semibold\">Integrating Low-Cost Sensor Systems and Networks to Enhance Air Quality Applications<\/h1>\n<div class=\"content-tags flex gap-x-10 gap-y-2 md:gap-y-3 flex-wrap\">\n<div class=\"flex gap-x-2 items-center text-xs md:text-sm uppercase\">\n  <span class=\"label-icon flex-none w-3.5 h-3.5 rounded-lg bg-wmo-cyan\"><\/span><br \/>\n  Publication\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"container-medium w-full\">\n<div class=\"flex items-center justify-between\">\n<div class=\"text-sm md:text-base\">\n<div class=\"font-normal\">\n  13 June 2024\n<\/div>\n<\/div>\n<div class=\"flex flex-row items-center gap-4\">\n<div class=\"text-wmo-blue-gray-900 text-sm md:text-base\">Share:<\/div>\n<div class=\"flex flex-row gap-4 items-center\">\n<p><a target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/tweet?url=https:\/\/wmo.int\/publication-series\/integrating-low-cost-sensor-systems-and-networks-enhance-air-quality-applications\" title=\"Share on X\" class=\"block w-5 h-5 lg:w-6 lg:h-6 text-wmo-blue-gray-600 hover:text-wmo-blue-gray-900 focus-visible:text-wmo-blue-gray-900 transition-colors duration-300 child-object-contain\"><br \/>\n        <svg width=\"32\" height=\"32\" viewbox=\"0 0 32 32\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n      <g clip-path=\"url(#clip0_9948_29678)\">\n        <path d=\"M18.6253 13.5429L30.2759 0H27.515L17.3988 11.7591L9.31907 0H0L12.2182 17.7818L0 31.9836H2.76097L13.4439 19.5656L21.9768 31.9836H31.2958L18.6246 13.5429H18.6253ZM14.8437 17.9385L13.6058 16.1678L3.75579 2.07842H7.99648L15.9455 13.449L17.1835 15.2197L27.5163 29.9997H23.2757L14.8437 17.9391V17.9385Z\" fill=\"currentColor\"><\/path>\n      <\/g>\n      <defs>\n        <clippath id=\"clip0_9948_29678\">\n          <rect width=\"31.2958\" height=\"32\" fill=\"white\"><\/rect>\n        <\/clippath>\n      <\/defs>\n    <\/svg><\/p>\n<p><\/a><\/p>\n<p><a target=\"_blank\" href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https:\/\/wmo.int\/publication-series\/integrating-low-cost-sensor-systems-and-networks-enhance-air-quality-applications\" title=\"Share on linkedin\" class=\"block w-5 h-5 lg:w-6 lg:h-6 text-wmo-blue-gray-600 hover:text-wmo-blue-gray-900 focus-visible:text-wmo-blue-gray-900 transition-colors duration-300 child-object-contain\"><br \/>\n        <svg width=\"32\" height=\"32\" viewbox=\"0 0 32 32\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n      <mask id=\"mask0_3111_21481\" style=\"mask-type:alpha\" maskunits=\"userSpaceOnUse\" x=\"0\" y=\"0\" width=\"32\" height=\"32\">\n        <path d=\"M0 0H32V32H0V0Z\" fill=\"white\"><\/path>\n      <\/mask>\n      <g mask=\"url(#mask0_3111_21481)\">\n        <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M17.5002 32.3332V21.0991C17.5002 19.8975 17.8219 18.9731 18.4671 18.3258C19.1122 17.6786 19.9215 17.3549 20.8949 17.3549C21.8903 17.3549 22.6947 17.7134 23.3057 18.4296C23.9159 19.1457 24.2214 20.2444 24.2214 21.7231V32.3332H30.3333V21.0991C30.3333 18.3482 29.6597 16.2048 28.3134 14.6672C26.9662 13.1303 25.1957 12.3619 23.0002 12.3619C20.7592 12.3619 18.9262 13.4598 17.5002 15.6555L17.2962 12.9859H11.2875L11.3891 17.3549V32.3332H17.5002ZM1.61103 32.3332H7.7221V12.9859H1.61103V32.3332ZM4.63284 9.86498H4.59872C3.53511 9.86498 2.66895 9.53555 2.00186 8.87667C1.33395 8.21779 1 7.40374 1 6.43285C1 5.43872 1.33964 4.61886 2.01811 3.97077C2.69739 3.32434 3.59199 2.99988 4.70029 2.99988C5.78746 2.99988 6.65768 3.32434 7.31502 3.97077C7.97074 4.61886 8.31038 5.43872 8.33394 6.43285C8.33394 7.40374 7.9943 8.21779 7.31502 8.87667C6.63574 9.53555 5.74114 9.86498 4.63284 9.86498Z\" fill=\"currentColor\"><\/path>\n      <\/g>\n    <\/svg><\/p>\n<p><\/a><\/p>\n<p><a target=\"_blank\" href=\"https:\/\/www.facebook.com\/share.php?u=https:\/\/wmo.int\/publication-series\/integrating-low-cost-sensor-systems-and-networks-enhance-air-quality-applications\" 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7.11072 17.4735 7.99978V12.0001H23.1579L22.7724 17.3336H17.4735V32H11.7891Z\" fill=\"currentColor\"><\/path>\n      <\/g>\n    <\/svg><\/p>\n<p><\/a><\/p>\n<p><a target=\"_blank\" href=\"https:\/\/wmo.int\/publication-series\/mailto:?subject=Integrating%20Low-Cost%20Sensor%20Systems%20and%20Networks%20to%20Enhance%20Air%20Quality%20Applications&amp;body=Check%20out%20this%20site%20https%3A%2F%2Fwmo.int%2Fpublication-series%2Fintegrating-low-cost-sensor-systems-and-networks-enhance-air-quality-applications\" title=\"Share by Email\" class=\"block w-5 h-5 lg:w-6 lg:h-6 text-wmo-blue-gray-600 hover:text-wmo-blue-gray-900 focus-visible:text-wmo-blue-gray-900 transition-colors duration-300 child-object-contain\"><br \/>\n        <svg width=\"32\" height=\"33\" viewbox=\"0 0.14 32 33\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n      <path d=\"M0 14.4958V27.5714C0 30.0962 2.0467 32.1429 4.57143 32.1429H27.4286C29.9533 32.1429 32 30.0962 32 27.5714V14.4958L18.3959 22.8675C16.9266 23.7717 15.0734 23.7717 13.6041 22.8675L0 14.4958Z\" fill=\"currentColor\"><\/path>\n      <path d=\"M32 11.8119V11.5714C32 9.0467 29.9533 7 27.4286 7H4.57143C2.0467 7 0 9.0467 0 11.5714V11.8119L14.8021 20.9209C15.5367 21.373 16.4633 21.373 17.1979 20.9209L32 11.8119Z\" fill=\"currentColor\"><\/path>\n    <\/svg><\/p>\n<p><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"container-medium w-full\">\n<div class=\"flex flex-col gap-6 md:gap-8 lg:gap-10\">\n<div class=\"p-4 md:p-5 rounded-lg shadow-md justify-between text-sm md:text-base bg-cover bg-center bg-info-box\">\n<div class=\"flex flex-col gap-4 md:gap-5 lg:gap-6\">\n<div class=\"text-sm md:text-base\">\n<div class=\"text-wmo-cyan-dark\">\n<div class=\"font-semibold\">\n  Key messages\n<\/div>\n<\/div>\n<\/div>\n<div class=\"text-sm md:text-base\">\n<div class=\"text-wmo-cyan-dark\">\n<div class=\"font-medium\">\n<div class=\"item-list\">\n<ul class=\"m-0 p-0 list-disc\">\n<li>Low-cost sensors can fill gaps in existing networks<\/li>\n<li>Low and middle income countries can benefit<\/li>\n<li>They are an important additional tool which can be harnessed at the community level <\/li>\n<li>Data-driven policy supports action towards combating air pollution<\/li>\n<li>The effects of air pollution lead to an estimated 7 million deaths every year<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><a target=\"_blank\" class=\"server-theme-button flex flex-row items-center justify-center gap-2 w-fit px-4 py-2 md:py-3 md:px-5 border-2 border-wmo-dark-blue rounded-lg text-sm md:text-base font-semibold  text-white bg-wmo-dark-blue hover:bg-wmo-blue-hover focus-visible:bg-wmo-blue-hover hover:border-wmo-blue-hover focus-visible:border-wmo-blue-hover\" href=\"https:\/\/library.wmo.int\/records\/item\/68924-integrating-low-cost-sensor-systems-and-networks-to-enhance-air-quality-applications\"><\/p>\n<div>View Report<\/div>\n<p><\/a><\/p>\n<div class=\"prose text-wmo-blue-gray-900 max-w-5xl\">\n<div class=\"clearfix text-formatted field field--name-field-summary field--type-text-long field--label-hidden field__item\">\n<p>Low-cost air quality sensor systems (LCS) are emerging technologies for policy-relevant air quality analysis, including pollution levels, source identification, and forecasting. This report discusses LCS use in networks and alongside other data sources for comprehensive air quality applications, complementing other WMO publications on LCS operating principles, calibration, performance assessment, and data communication.\u00a0<\/p>\n<\/div><\/div>\n<div class=\"prose text-wmo-blue-gray-900 max-w-5xl\">\n<div class=\"clearfix text-formatted field field--name-field-more field--type-text-long field--label-hidden field__item\">\n<p>The LCS\u2019s utility lies in their ability to provide new insights into air quality that existing data sources may not offer. While LCS data must be verified, their integration with other data sources can enhance understanding and management of air quality. In areas without reference-grade monitors, LCS can identify factors affecting local air quality and guide future monitoring efforts. Combining LCS data with satellite and other air quality systems can improve data reliability and establish corroborating evidence for observed trends. LCS can extend the spatial coverage of existing monitoring networks, offering localized insights and supporting effective air quality management policies. Co-locating LCS with reference-grade monitors helps quantify measurement uncertainties and apply LCS data appropriately for forecasting, source impact analysis, and community engagement.\u00a0<\/p>\n<\/div><\/div>\n<div class=\"flex flex-col gap-4 md:gap-5 lg:gap-6\">\n<h2 class=\"text-xl md:text-2xl lg:text-3xl\">Press Release<\/h2>\n<div class=\"flex gap-4 flex-wrap\">\n<p><a target=\"_blank\" class=\"server-theme-button flex flex-row items-center justify-center gap-2 w-fit px-4 py-2 md:py-3 md:px-5 border-2 border-wmo-dark-blue rounded-lg text-sm md:text-base font-semibold  text-wmo-blue-gray-900 hover:text-white focus-visible:text-white bg-white hover:bg-wmo-dark-blue focus-visible:bg-wmo-dark-blue\" href=\"https:\/\/wmo.int\/news\/media-centre\/low-cost-sensors-can-improve-air-quality-monitoring-and-peoples-health\"><\/p>\n<div>English<\/div>\n<p><\/a><\/p>\n<\/div>\n<\/div>\n<div class=\"border-t border-wmo-blue-gray-400\"><\/div>\n<\/div>\n<\/div>\n<div class=\"w-full\">\n<div class=\"bg-wmo-yellow\">\n<div class=\"py-6 md:py-8 lg:py-10\">\n<div class=\"flex flex-col gap-6 md:gap-8 lg:gap-10\">\n<div class=\"container-wide w-full\">\n<div class=\"max-w-[1040px] w-full mx-auto\">\n<div class=\"flex flex-col lg:grid lg:grid-cols-[minmax(400px,auto)_1fr] gap-8 md:gap-5  mx-auto items-center lg:items-start\">\n<div class=\"lg:max-w-[400px] text-center lg:text-left\">\n<h2 class=\"text-xl md:text-2xl lg:text-3xl\">About the Integrating Low-Cost Sensor Systems and Networks to Enhance Air Quality Applications series<\/h2>\n<\/div>\n<div class=\"flex flex-col gap-8 md:gap-5 items-center lg:items-start\">\n<div class=\"prose text-wmo-blue-gray-900 max-w-5xl\">\n<div class=\"clearfix text-formatted field field--name-description field--type-text-long field--label-hidden field__item\">\n<p><span>Low-cost air quality sensor systems (LCS) are emerging technologies for policy-relevant air quality analysis, including pollution levels, source identification, and forecasting. This report discusses LCS use in networks and alongside other data sources for comprehensive air quality applications, complementing other WMO publications on LCS operating principles, calibration, performance assessment, and data communication.\u00a0<\/span><\/p>\n<\/div><\/div>\n<p><a target=\"_blank\" class=\"server-theme-button flex flex-row items-center justify-center gap-2 w-fit px-4 py-2 md:py-3 md:px-5 border-2 border-wmo-dark-blue rounded-lg text-sm md:text-base font-semibold  text-wmo-blue-gray-900 hover:text-white focus-visible:text-white bg-white hover:bg-wmo-dark-blue focus-visible:bg-wmo-dark-blue\" href=\"https:\/\/wmo.int\/publication-series\/integrating-low-cost-sensor-systems-and-networks-enhance-air-quality-applications-0\"><\/p>\n<div>More about this series<\/div>\n<p><\/a><\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><br \/>\n<br \/><br \/>\n<br \/><a href=\"https:\/\/wmo.int\/publication-series\/integrating-low-cost-sensor-systems-and-networks-enhance-air-quality-applications?rand=6567\" target=\"_blank\">Source link <\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>Integrating Low-Cost Sensor Systems and Networks to Enhance Air Quality Applications Publication 13 June 2024 Share: Key messages Low-cost sensors can fill gaps in existing networks Low and middle income countries can benefit They are an important additional tool which can be harnessed at the community level Data-driven policy supports action towards combating air pollution The effects of air pollution&hellip;<\/p>","protected":false},"author":99045,"featured_media":6939,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"open","template":"","format":"standard","meta":{"give_campaign_id":0,"footnotes":""},"tags":[782,987,986,591,983,985,783,984,597],"ground_category":[315,321],"class_list":["post-6938","ground_post","type-ground_post","status-publish","format-standard","has-post-thumbnail","hentry","tag-air","tag-applications","tag-enhance","tag-integrating","tag-lowcost","tag-networks","tag-quality","tag-sensor","tag-systems","ground_category-2-grounds-tribulation","ground_category-2-6-time-disaster"],"fifu_image_url":"https:\/\/wmo.int\/sites\/default\/files\/2024-06\/GAW%20Report%20293%20Cover_Freepik.png","_links":{"self":[{"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/ground_post\/6938","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/ground_post"}],"about":[{"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/types\/ground_post"}],"author":[{"embeddable":true,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/users\/99045"}],"replies":[{"embeddable":true,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/comments?post=6938"}],"version-history":[{"count":0,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/ground_post\/6938\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/media\/6939"}],"wp:attachment":[{"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/media?parent=6938"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/tags?post=6938"},{"taxonomy":"ground_category","embeddable":true,"href":"https:\/\/godshand.link\/en_gb\/wp-json\/wp\/v2\/ground_category?post=6938"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}