{"id":3712,"date":"2023-04-19T16:29:39","date_gmt":"2023-04-19T14:29:39","guid":{"rendered":"https:\/\/www.ippo-engineering.eu\/?p=3712"},"modified":"2023-04-19T16:56:42","modified_gmt":"2023-04-19T14:56:42","slug":"environmental-software-artificial-intelligence-ai-sustainability","status":"publish","type":"post","link":"https:\/\/www.ippo-engineering.eu\/en\/environmental-software-artificial-intelligence-ai-sustainability\/","title":{"rendered":"Eco-intelligence: how AI helps environmental software"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3712\" class=\"elementor elementor-3712 elementor-3693\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b1133f3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b1133f3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c9cee05\" data-id=\"c9cee05\" data-element_type=\"column\" data-e-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-f37fa21 elementor-widget elementor-widget-text-editor\" data-id=\"f37fa21\" 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><strong>Environmental software<\/strong> are computer tools that collect, analyse and visualise data from the environment. This data can come from a variety of sources, such as <strong>sensors<\/strong>, <strong>satellites<\/strong>, <strong>weather stations<\/strong> and <strong>government agencies<\/strong>. Their main objective is to help public and private agencies make more informed decisions for the <strong>protection of the environment<\/strong>.<\/p><p><strong>Artificial intelligence (<\/strong><a href=\"https:\/\/pmf-research.eu\/en\/us-portfolio\/artificial-intelligence\/\" target=\"_blank\" rel=\"noopener\"><strong>AI<\/strong><\/a><strong>)<\/strong>, instead, can:<\/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-82af042 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"82af042\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">help <strong>interpret data<\/strong>;<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">improve the accuracy of <strong>weather forecasts<\/strong>;<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">identify areas where <strong>environmental restoration<\/strong> work is needed.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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-852b3da elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"852b3da\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:[],&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;],&quot;marker_view&quot;:&quot;numbers&quot;,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\tTable of Contents\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__852b3da\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__852b3da\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__852b3da\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\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 class=\"elementor-element elementor-element-2385ce2 elementor-widget elementor-widget-heading\" data-id=\"2385ce2\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Environmental software types<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68a1d5b elementor-widget elementor-widget-text-editor\" data-id=\"68a1d5b\" 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>There are many environmental software that use artificial intelligence to <strong>fight rising waste<\/strong> and thus ensure a more <strong>sustainable future<\/strong>. Let\u2019s discover the most common ones together.<\/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-114b18d elementor-widget elementor-widget-heading\" data-id=\"114b18d\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Environmental monitoring systems<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-353048d elementor-widget elementor-widget-text-editor\" data-id=\"353048d\" 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><strong>Environmental monitoring systems<\/strong> help users monitor the environment by means of sensors that collect data on air quality, water quality, temperature and the amount of solar radiation.<\/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-ae81351 elementor-widget elementor-widget-heading\" data-id=\"ae81351\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Environmental modelling software<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9b7506 elementor-widget elementor-widget-text-editor\" data-id=\"e9b7506\" 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><strong>Environmental modelling software<\/strong> works with specific algorithms capable of predicting the behaviour of the environment under different scenarios. For example, the impact of a climate change on biodiversity or that of a development project on water resources.<\/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-cd88dfe elementor-widget elementor-widget-heading\" data-id=\"cd88dfe\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Environmental data analysis software<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d510f5 elementor-widget elementor-widget-text-editor\" data-id=\"0d510f5\" 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><strong>Environmental data analysis software<\/strong> is based on in-depth analysis to identify trends and patterns in the environment. They can identify <strong>air pollution trends<\/strong> in a given geographical area or predict <strong>global temperature patterns<\/strong>.<\/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-c13ad0c elementor-widget elementor-widget-heading\" data-id=\"c13ad0c\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Examples of AI applied to environmental software<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-255c0ca elementor-widget elementor-widget-text-editor\" data-id=\"255c0ca\" 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>An example of how AI can be applied to environmental software is the case of the <strong>Atmosphere<\/strong> platform, created by the company <a href=\"https:\/\/www.clarity.io\/\" rel=\"nofollow noopener\" target=\"_blank\"><strong>Clarity Movement<\/strong><\/a>.<\/p><p>Atmosphere employs a network of sensors to <strong>monitor air quality<\/strong> in real time and AI to analyse the collected data. In doing so, the system is able to identify sources of air contamination and suggest solutions to improve air quality.<\/p><p>A second example is the <a href=\"https:\/\/rfcx.org\/\" rel=\"nofollow noopener\" target=\"_blank\"><strong>Rainforest Connection<\/strong><\/a> project, which employs acoustic sensors and AI to monitor rainforests and <strong>prevent illegal deforestation<\/strong>. In practice, the sensors detect the sounds of loggers and the noises associated with deforestation processes; at the same time, the AI analyses the data and identifies the areas most at risk in order to alert the authorities if necessary.<\/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-2820eb2 elementor-widget elementor-widget-image\" data-id=\"2820eb2\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"556\" src=\"https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-2-EN-1024x556.jpg\" class=\"attachment-large size-large wp-image-3719\" alt=\"\" srcset=\"https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-2-EN-1024x556.jpg 1024w, https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-2-EN-300x163.jpg 300w, https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-2-EN-768x417.jpg 768w, https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-2-EN.jpg 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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 class=\"elementor-element elementor-element-3d13887 elementor-widget elementor-widget-heading\" data-id=\"3d13887\" 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<h2 class=\"elementor-heading-title elementor-size-default\">The challenges that AI must overcome to be even more effective<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4dd1577 elementor-widget elementor-widget-text-editor\" data-id=\"4dd1577\" 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><strong>AI <\/strong>still has to overcome many challenges to call itself <strong>mature<\/strong> and make environmental software more effective. Let\u2019s see in detail what this is all about.<\/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-5c6b3dc elementor-widget elementor-widget-heading\" data-id=\"5c6b3dc\" 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<h3 class=\"elementor-heading-title elementor-size-default\"> Data quality<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11f4255 elementor-widget elementor-widget-text-editor\" data-id=\"11f4255\" 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>AI relies on the <strong>quality of the data<\/strong>, so the data must be as accurate and representative as possible. This is not always easy to achieve, especially considering that sensors can generate incomplete data.<\/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-024e641 elementor-widget elementor-widget-heading\" data-id=\"024e641\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Data Interpretation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-452146a elementor-widget elementor-widget-text-editor\" data-id=\"452146a\" 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>In order to <strong>interpret data<\/strong> correctly, the AI must be able to recognise the <strong>relationships between data and results<\/strong>.<\/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-4b52227 elementor-widget elementor-widget-heading\" data-id=\"4b52227\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Computational limitations<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc2747e elementor-widget elementor-widget-text-editor\" data-id=\"dc2747e\" 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>AI requires a lot of resources, which is a problem if the communication networks and data processing infrastructure are <strong>computationally limited<\/strong>.<\/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-d74e259 elementor-widget elementor-widget-heading\" data-id=\"d74e259\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Privacy and security<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc90cce elementor-widget elementor-widget-text-editor\" data-id=\"cc90cce\" 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>It may happen that the environmental data collected contain <strong>sensible information<\/strong>, such as the location of people or animals. The AI must then protect the data and ensure that they are only used for authorised purposes.<\/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-3aa2891 elementor-widget elementor-widget-heading\" data-id=\"3aa2891\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Accessibility and inclusion<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4058aef elementor-widget elementor-widget-text-editor\" data-id=\"4058aef\" 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>AI is an expensive and complex tool to use, precluded to many regions of the world. But yet, AI can be a very important resource for environmental software.<\/p><p>Indeed, with the advancement of technology and collaboration between AI experts and environmentalists, it is possible to overcome the aforementioned challenges and employ AI more effectively for environmental protection, ensuring <strong>accessibility and inclusion<\/strong>.<\/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-48fdd2f elementor-widget elementor-widget-image\" data-id=\"48fdd2f\" 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=\"1024\" height=\"556\" src=\"https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-3-EN-1024x556.jpg\" class=\"attachment-large size-large wp-image-3721\" alt=\"\" srcset=\"https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-3-EN-1024x556.jpg 1024w, https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-3-EN-300x163.jpg 300w, https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-3-EN-768x417.jpg 768w, https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-3-EN.jpg 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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 class=\"elementor-element elementor-element-e936fd2 elementor-widget elementor-widget-heading\" data-id=\"e936fd2\" 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<h2 class=\"elementor-heading-title elementor-size-default\">How to make AI algorithms inclusive and not discriminatory<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2677e5d elementor-widget elementor-widget-text-editor\" data-id=\"2677e5d\" 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>In order for the algorithms used in environmental software to be inclusive and not discriminatory, it is necessary to adopt a <strong>holistic approach<\/strong> that covers every aspect of AI decision-making, from the training of the algorithm to its implementation and monitoring.<\/p><p>We will shortly look at some holistic approaches that can be used by AI.<\/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-715ed93 elementor-widget elementor-widget-heading\" data-id=\"715ed93\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Data diversity<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47d18b2 elementor-widget elementor-widget-text-editor\" data-id=\"47d18b2\" 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><strong>Data diversity<\/strong> is important: the data must represent the diversity of people living in a specific geographical area or affected by an environmental problem.<\/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-2b98266 elementor-widget elementor-widget-heading\" data-id=\"2b98266\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Data analysis<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed48315 elementor-widget elementor-widget-text-editor\" data-id=\"ed48315\" 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>Equally important is <strong>data analysis<\/strong> to train algorithms to identify biases or inequalities. This can prevent the same algorithms from reproducing or, worse, amplifying existing inequalities.<\/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-77fa416 elementor-widget elementor-widget-heading\" data-id=\"77fa416\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Selection of attributes<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b94de1 elementor-widget elementor-widget-text-editor\" data-id=\"9b94de1\" 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>The <strong>selection of algorithm attributes<\/strong> should be conducted carefully and based on objective criteria. It is best to avoid attributes that in any way discriminate, such as race or religion.<\/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-149ca63 elementor-widget elementor-widget-heading\" data-id=\"149ca63\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Algorithms validation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7502a46 elementor-widget elementor-widget-text-editor\" data-id=\"7502a46\" 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><strong>Algorithms must be validated<\/strong> so that they do not discriminate. This is done using <strong>sensitivity tests<\/strong>, which test the codes on different population groups.<\/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-8ab6542 elementor-widget elementor-widget-heading\" data-id=\"8ab6542\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Transparency and responsibility<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4123519 elementor-widget elementor-widget-text-editor\" data-id=\"4123519\" 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>Algorithms must follow the principles of <strong>transparency and responsibility<\/strong>. Only then can users fully understand how AIs make decisions and achieve their results.<\/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-ff3777a elementor-widget elementor-widget-heading\" data-id=\"ff3777a\" 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<h3 class=\"elementor-heading-title elementor-size-default\">Stakeholders involvement<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30e7be9 elementor-widget elementor-widget-text-editor\" data-id=\"30e7be9\" 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>Stakeholders, e. g. <strong>local communities<\/strong>, must absolutely be involved in the AI decision-making process. This can help to ensure that algorithms are more attentive to the needs of local communities and, above all, that there are no inequalities.<\/p><p>Furthermore, it is important that <strong>AI experts <\/strong>work closely with <strong>environmental experts<\/strong> to ensure that algorithms are developed taking into account the <strong>needs of the territory<\/strong> and the complexity of the problems affecting it.<\/p><p>In short: ensuring that the algorithms developed for environmental software are truly inclusive and not discriminatory requires a holistic approach that takes into account every aspect of AI decision making, from the writing of the code to its implementation and monitoring.<\/p><p>The combination of artificial intelligence and environmental software can help institutions and companies make <strong>more informed decisions to protect the environment<\/strong>.<\/p><p>Thanks to AI, it is now possible to analyse large amounts of environmental data and identify areas where <strong>environmental remediation<\/strong> is needed. All would lead to <strong>better monitoring and protection of the ecosystem<\/strong>.<\/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-cae6cec elementor-widget elementor-widget-image\" data-id=\"cae6cec\" 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\t<a href=\"https:\/\/www.ippo-engineering.eu\/en\/#contact\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"556\" src=\"https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-4-EN-1024x556.jpg\" class=\"attachment-large size-large wp-image-3723\" alt=\"\" srcset=\"https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-4-EN-1024x556.jpg 1024w, https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-4-EN-300x163.jpg 300w, https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-4-EN-768x417.jpg 768w, https:\/\/media.ippo-engineering.eu\/ippo-engineering.eu\/wp-content\/uploads\/2023\/04\/Software-ambientali-4-EN.jpg 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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 class=\"elementor-element elementor-element-2c36332 elementor-widget elementor-widget-text-editor\" data-id=\"2c36332\" 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>For more information on <strong>AI applied to environmental software<\/strong>, contact us by phone or fill in the contact form below. We will give you all the information you need and, in case you want to develop AI driven environmental software, we will help you. Contact us.<\/p>\t\t\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<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Environmental software are computer tools that collect, analyse and visualise data from the environment. This data can come from a variety of sources, such as sensors, satellites, weather stations and government agencies. Their main objective is to help public and private agencies make more informed decisions for the protection of the environment. Artificial intelligence (AI), [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":3713,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"default","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1,3],"tags":[],"class_list":["post-3712","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-non-categorizzato","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/posts\/3712","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/comments?post=3712"}],"version-history":[{"count":13,"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/posts\/3712\/revisions"}],"predecessor-version":[{"id":3742,"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/posts\/3712\/revisions\/3742"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/media\/3713"}],"wp:attachment":[{"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/media?parent=3712"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/categories?post=3712"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ippo-engineering.eu\/en\/wp-json\/wp\/v2\/tags?post=3712"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}