{"id":919,"date":"2025-06-26T09:27:47","date_gmt":"2025-06-26T12:27:47","guid":{"rendered":"https:\/\/stattus4.com\/?p=919"},"modified":"2025-07-03T10:12:37","modified_gmt":"2025-07-03T13:12:37","slug":"machine-learning-saneamento","status":"publish","type":"post","link":"https:\/\/stattus4.com\/en\/machine-learning-saneamento\/","title":{"rendered":"How Machine Learning is Revolutionizing Leak Detection in Sanitation"},"content":{"rendered":"<p class=\"has-black-color has-text-color has-link-color wp-elements-563b8a011bac7afbaa0e3d446082e240\">If you are a loss manager at a water utility, you know that <strong>identify non-visible leaks<\/strong> \u2013 those that have not yet reached the surface \u2013 is one of the biggest operational challenges. But now, technology makes it possible to do this <strong>proactive, automated and intelligent<\/strong>. That\u2019s exactly what Machine Learning is making possible.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-black-color has-text-color has-link-color wp-elements-10e0efeb7f4513bdad312ed93b9f5291\">What is Machine Learning?<\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-68b86b94939884e1068d18ede1f289c6\">Machine learning is a branch of artificial intelligence that allows systems to learn to identify patterns in large volumes of data and make decisions based on them, without being explicitly programmed for each task. Over time, these algorithms become more accurate as they are exposed to new data, and are widely used in areas such as health, finance, transportation and, more recently, sanitation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-black-color has-text-color has-link-color wp-elements-c59620f1a4b612d49c57a1f9f96c6dc7\">Artificial Intelligence and Machine Learning: what is the relationship?<\/h3>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-e5095c9a1ec8fd15f0372221edc7b67b\">Artificial Intelligence (AI) is a broader field of computer science that seeks to simulate human capabilities, such as reasoning, learning, and decision-making. Within this field, Machine Learning is an area that teaches systems to learn on their own from data.<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-e2c0be1377a146bce9f7ff24751cdd8a\">In other words, all Machine Learning technology is part of the AI universe. It is this set of technologies that allows sanitation companies to automate leak detection, predict failures and make more effective decisions.<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-990a90b9603eeb309ad398b185151024\">As Antonio Oliveira Jr., CTO and Co-Founder of Stattus4 explains: <\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"has-black-color has-text-color has-link-color wp-elements-fddee207e21111e24f239c274a6dd9e0\"><em>\u201c\u2026What once seemed like science fiction is now transforming the way we live, work and care for the planet. AI has evolved from basic algorithms to systems capable of learning, predicting and even creating \u2014 and in doing so, it has opened up new possibilities for solving historic challenges for humanity.\u201d<\/em><\/p>\n<\/div>\n<\/div>\n<\/blockquote>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-945b579a6f9a2f18ed2eeb562e7dcae5\">This strategic look reinforces how the combination of innovation and purpose can address historic challenges \u2014 and shows why technologies like Machine Learning are so crucial to the sector.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-black-color has-text-color has-link-color wp-elements-f2c43288d324114ce30c16a43f47b081\"><strong>Audio and pressure as data source<\/strong><\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-af4477c7e8e67e3a48d28616be3189a7\">At Stattus4, we apply Artificial Intelligence and Machine Learning to analyze data collected from the fields. They provide rich information about what is happening within the networks.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A continuous low frequency sound?<\/li>\n\n\n\n<li>A repetitive peak during low consumption hours?<\/li>\n\n\n\n<li>An altered pressure during VMN (Minimum Nocturnal Flow)?<\/li>\n\n\n\n<li>A vibrational pattern that has appeared in previous leaks?<\/li>\n<\/ul>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-e923b74cfc0324ba4281d62fbf58b9c2\">All of this becomes processable data \u2014 and, more importantly, a basis for decision-making.&nbsp;<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-1353e534c205e7da720ee9e078f181d1\">According to Antonio, Machine Learning in sanitation and Artificial Intelligence learning is continuous: the more data passes through the system, the more it learns, adjusts and <strong>anticipate the problem<\/strong>. <\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"has-black-color has-text-color has-link-color wp-elements-a9554e781b60729b51ecfc36ae541c79\"><em>\u201c\u2026It is in this challenging and purposeful scenario that artificial intelligence and the Internet of Things show their potential. By combining smart sensors, data analysis and predictive capacity, these technologies can take sanitation to a new level of efficiency, transparency and social impact.\u201d<\/em><\/p>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-black-color has-text-color has-link-color wp-elements-699ed7a08a20a831c4a6c833793243e7\"><strong>&nbsp;The manager gains time, focus and agility<\/strong><\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-098bef7da4f03659fa3577b6df4cb09a\">For those involved in day-to-day loss control, this means less unnecessary travel, more focus on critical areas, and responses based on field anomalies, not assumptions.<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-185e1951f894bafac05a96f764d37c4c\">Imagine receiving prioritized alerts based on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-1d8bf0d2c84b54f0b3c98859fe5c3590\">Similarity to previous real leaks;<br><\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-a84ac2fb5346e9470082fb27d34635ac\">Comparative analysis by region, soil type or time of occurrence;<br><\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-32fc6a5d96ef58a5926e3fad6b709272\">Crossing with maintenance history.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-8b082674a4b203353e54281324a7c44f\">You no longer have to act in the dark. Data shows you where the risk lies \u2014 and what to do first.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-black-color has-text-color has-link-color wp-elements-2945921a635dd2c82a6acfa0f322dd56\"><strong>&nbsp;Talk to Stattus4<\/strong><\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-09c94bc5ea32fc73718659b475626f5c\">Want to understand how Machine Learning can apply to your network and its specific challenges?<br><\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-c7fb0283cd4668d2f7b0e8317ed0b7af\"><strong><a href=\"https:\/\/stattus4.com\/en\/contato\/\">Contact our team<\/a><\/strong> and see how to adapt our technologies to the reality of your dealership.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-black-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/stattus4.com\/en\/contato\/\" style=\"background-color:#6eff94\" rel=\"https:\/\/stattus4.com\/contato\/\"><strong>GET IN TOUCH<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>If you\u2019re a loss manager at a water utility, you know that identifying hidden leaks\u2014those that haven\u2019t yet reached the surface\u2014is one of your biggest operational challenges. But now, technology makes it possible to do just that\u2026","protected":false},"author":2,"featured_media":920,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[5,3,4],"tags":[18,20,17,19],"class_list":["post-919","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-gestao-de-perdas","category-saneamento","category-tecnologia","tag-agua","tag-ia","tag-machine-learning","tag-saneamento"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Como o Machine Learning est\u00e1 revolucionando a detec\u00e7\u00e3o de vazamentos no saneamento - Stattus4<\/title>\n<meta name=\"description\" content=\"Machine Learning no saneamento: veja como a tecnologia ajuda a detectar vazamentos n\u00e3o vis\u00edveis e otimizar a efici\u00eancia da rede.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/stattus4.com\/en\/machine-learning-saneamento\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como o Machine Learning est\u00e1 revolucionando a detec\u00e7\u00e3o de vazamentos no saneamento - 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