{"id":3411,"date":"2023-01-31T10:16:01","date_gmt":"2023-01-31T09:16:01","guid":{"rendered":"https:\/\/www.euroccitaly.it\/?p=3411"},"modified":"2023-12-19T15:44:01","modified_gmt":"2023-12-19T14:44:01","slug":"weatherai","status":"publish","type":"post","link":"https:\/\/euroccitaly.it\/en\/case-histories-en\/weatherai\/","title":{"rendered":"WeatherAI\u00a0"},"content":{"rendered":"<h2><strong>Industrial organisations involved<\/strong><\/h2>\n<figure><img decoding=\"async\" data-src=\"https:\/\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ff9e576a59e0a12b9535c9b_Logotipo-verticale.png\" class=\"image-small-eurocc alignnone lazyload\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"\" width=\"3467\" height=\"2104\" \/><noscript><img decoding=\"async\" class=\"image-small-eurocc alignnone\" src=\"https:\/\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ff9e576a59e0a12b9535c9b_Logotipo-verticale.png\" alt=\"\" width=\"3467\" height=\"2104\"><\/noscript><\/figure>\n<p>&nbsp;<\/p>\n<p><b><a href=\"https:\/\/www.waterview.ai\/\" target=\"_blank\" rel=\"noopener\">WATERVIEW<\/a><\/b> blends expertise in meteorology, hydrology, environmental modeling, computer vision and AI, looking for new solutions to solve challenging problems.<\/p>\n<p><strong>WaterView combines its cutting-edge computer vision technologies with simple cameras, to turn each cam into a non-dedicated multivariable sensor.<br \/>\n<\/strong>That is one small step for a camera, one giant leap to reduce the costs of granular, real-time weather and environmental monitoring.<\/p>\n<p><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg\" data-srcset=\"https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?w=1400&amp;ssl=1 1400w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=300%2C214&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=1024%2C731&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=768%2C549&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=700%2C500&amp;ssl=1 700w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=520%2C371&amp;ssl=1 520w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=360%2C257&amp;ssl=1 360w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=250%2C179&amp;ssl=1 250w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=100%2C71&amp;ssl=1 100w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?w=1280&amp;ssl=1 1280w\" title=\"\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" sizes=\"(max-width: 1400px) 100vw, 1400px\"  alt=\"\" width=\"1400\" height=\"1000\" \/><noscript><img decoding=\"async\" title=\"\" src=\"https:\/\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg\" sizes=\"(max-width: 1400px) 100vw, 1400px\" srcset=\"https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?w=1400&amp;ssl=1 1400w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=300%2C214&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=1024%2C731&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=768%2C549&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=700%2C500&amp;ssl=1 700w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=520%2C371&amp;ssl=1 520w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=360%2C257&amp;ssl=1 360w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=250%2C179&amp;ssl=1 250w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?resize=100%2C71&amp;ssl=1 100w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/5ffbd8750e826a7c599c94b8_newperspective.jpg?w=1280&amp;ssl=1 1280w\" alt=\"\" width=\"1400\" height=\"1000\"><\/noscript><\/p>\n<h2><strong>Technical\/scientific Challenge:<\/strong><\/h2>\n<p>The <strong>first generation of models are based on physical models<\/strong>, require both <strong>device calibration<\/strong> and <strong>installation calibration<\/strong>, trained on large, annotated dataset. In addition, these models require great hardware and software development.<\/p>\n<p><strong>WeatherAI wants to develop a second generation of AI analytics, more portable and scalable than the first-generation ones, trained on optimized datasets.\u00a0<\/strong><\/p>\n<p><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg\" data-srcset=\"https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?w=2560&amp;ssl=1 2560w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=2048%2C1152&amp;ssl=1 2048w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=700%2C394&amp;ssl=1 700w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=520%2C293&amp;ssl=1 520w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=360%2C203&amp;ssl=1 360w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=250%2C141&amp;ssl=1 250w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=100%2C56&amp;ssl=1 100w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?w=1920&amp;ssl=1 1920w\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" sizes=\"(max-width: 2560px) 100vw, 2560px\"  alt=\"\" width=\"2560\" height=\"1440\" \/><noscript><img decoding=\"async\" src=\"https:\/\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg\" sizes=\"(max-width: 2560px) 100vw, 2560px\" srcset=\"https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?w=2560&amp;ssl=1 2560w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=2048%2C1152&amp;ssl=1 2048w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=700%2C394&amp;ssl=1 700w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=520%2C293&amp;ssl=1 520w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=360%2C203&amp;ssl=1 360w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=250%2C141&amp;ssl=1 250w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?resize=100%2C56&amp;ssl=1 100w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-3441687-scaled.jpg?w=1920&amp;ssl=1 1920w\" alt=\"\" width=\"2560\" height=\"1440\"><\/noscript><\/p>\n<h2><strong>The Solution<\/strong><\/h2>\n<p><strong>GPUs were used for the model training. Parallel CPUs were used for image augmentation. Hyperparameters and datasets were optimized for 5 models.\u00a0<\/strong><\/p>\n<p>To complete the project, a <strong>TensorFlow 2.X library was developed<\/strong>, to simplify training, exporting and quantization of AI models for edge applications <strong>(<\/strong><strong><a style=\"color: #ffffff;\" href=\"https:\/\/github.com\/waterviewsrl\/swiss-army-keras\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/waterviewsrl\/swiss-army-keras<\/a><\/strong><strong>)<\/strong>.<\/p>\n<p><strong>Randomized image augmentation pipelines, parallelized on node CPUs, were realized using the Albumentations library.\u00a0<\/strong><\/p>\n<p>To track dataset evolution using standard versioning tools (GIT), the Data Version Control System DVC was adopted. This helped the integration of Machine Learning \/ Data Science procedures and tools into the existing DevOps pipelines.<\/p>\n<p><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg\" data-srcset=\"https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=300%2C200&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=1024%2C683&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=768%2C512&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=1536%2C1024&amp;ssl=1 1536w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=700%2C467&amp;ssl=1 700w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=520%2C347&amp;ssl=1 520w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=360%2C240&amp;ssl=1 360w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=250%2C167&amp;ssl=1 250w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=100%2C67&amp;ssl=1 100w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?w=1280&amp;ssl=1 1280w\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" sizes=\"(max-width: 1920px) 100vw, 1920px\"  alt=\"\" width=\"1920\" height=\"1280\" \/><noscript><img decoding=\"async\" src=\"https:\/\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg\" sizes=\"(max-width: 1920px) 100vw, 1920px\" srcset=\"https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=300%2C200&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=1024%2C683&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=768%2C512&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=1536%2C1024&amp;ssl=1 1536w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=700%2C467&amp;ssl=1 700w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=520%2C347&amp;ssl=1 520w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=360%2C240&amp;ssl=1 360w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=250%2C167&amp;ssl=1 250w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?resize=100%2C67&amp;ssl=1 100w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/hd-wallpaper-1461288_1920.jpg?w=1280&amp;ssl=1 1280w\" alt=\"\" width=\"1920\" height=\"1280\"><\/noscript><\/p>\n<h2><strong> Business impact:<\/strong><\/h2>\n<p><strong>The access to HPC resources helped in the development of the second generation of weather analytics, based on AI technologies.<\/strong><\/p>\n<p>The solutions provide telemetries related to the current weather conditions (rain precipitations, visibility distance), as well as alerts related to specific dangerous conditions (flooding or snow settling on road pavement):<\/p>\n<ul>\n<li data-leveltext=\"%1)\" data-font=\"Calibri\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1)&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">RainCAM: detects the presence of rain precipitations, according to three severity classes<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"%1)\" data-font=\"Calibri\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1)&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">VisCAM: measures the visibility distance, in the range 25 to 1500 meters<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"%1)\" data-font=\"Calibri\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1)&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\">FloodCAM: detects flooding events<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"%1)\" data-font=\"Calibri\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1)&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\">SnowCAM: detects snow settling on the ground<\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"%1)\" data-font=\"Calibri\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559684&quot;:-1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1)&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\">SmoCAM: detects the presence of outdoor and indoor smoke and fire<\/li>\n<\/ul>\n<p><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg\" data-srcset=\"https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?w=2560&amp;ssl=1 2560w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=300%2C182&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=1024%2C621&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=768%2C466&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=1536%2C932&amp;ssl=1 1536w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=2048%2C1243&amp;ssl=1 2048w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=700%2C425&amp;ssl=1 700w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=520%2C316&amp;ssl=1 520w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=360%2C218&amp;ssl=1 360w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=250%2C152&amp;ssl=1 250w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=100%2C61&amp;ssl=1 100w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?w=1920&amp;ssl=1 1920w\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" sizes=\"(max-width: 2560px) 100vw, 2560px\"  alt=\"\" width=\"2560\" height=\"1554\" \/><noscript><img decoding=\"async\" src=\"https:\/\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg\" sizes=\"(max-width: 2560px) 100vw, 2560px\" srcset=\"https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?w=2560&amp;ssl=1 2560w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=300%2C182&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=1024%2C621&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=768%2C466&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=1536%2C932&amp;ssl=1 1536w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=2048%2C1243&amp;ssl=1 2048w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=700%2C425&amp;ssl=1 700w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=520%2C316&amp;ssl=1 520w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=360%2C218&amp;ssl=1 360w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=250%2C152&amp;ssl=1 250w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?resize=100%2C61&amp;ssl=1 100w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/www.euroccitaly.it\/wp-content\/uploads\/2023\/01\/flood-scaled.jpg?w=1920&amp;ssl=1 1920w\" alt=\"\" width=\"2560\" height=\"1554\"><\/noscript><\/p>\n<h2><strong>The benefits<\/strong><\/h2>\n<ul>\n<li>Test-before-invest. It is possible to test the feasibility of using AI to develop weather monitoring analytics, before buying the hardware<\/li>\n<li><a href=\"http:\/\/Faster%20time%20to%20market%20(3\/6%20months)%20\"><br \/>\nProcurement of forecasts of air quality over a urban area at a horizontal resolution of 4 m.<br \/>\n<\/a><\/li>\n<li>Support and tutoring provided by EuroCC\/CINECA staff<\/li>\n<\/ul>\n<p>Images Courtesy: WaterView<\/p>\n","protected":false},"excerpt":{"rendered":"<p>WeatherAI wants to develop a second generation of AI analytics, more portable and scalable than the first-generation ones, trained on optimized datasets. <\/p>\n","protected":false},"author":1,"featured_media":7568,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_members_access_role":[],"_members_access_error":""},"categories":[13],"tags":[],"class_list":["post-3411","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-case-histories-en"],"_links":{"self":[{"href":"https:\/\/euroccitaly.it\/en\/wp-json\/wp\/v2\/posts\/3411","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/euroccitaly.it\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/euroccitaly.it\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/euroccitaly.it\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/euroccitaly.it\/en\/wp-json\/wp\/v2\/comments?post=3411"}],"version-history":[{"count":15,"href":"https:\/\/euroccitaly.it\/en\/wp-json\/wp\/v2\/posts\/3411\/revisions"}],"predecessor-version":[{"id":8305,"href":"https:\/\/euroccitaly.it\/en\/wp-json\/wp\/v2\/posts\/3411\/revisions\/8305"}],"wp:attachment":[{"href":"https:\/\/euroccitaly.it\/en\/wp-json\/wp\/v2\/media?parent=3411"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/euroccitaly.it\/en\/wp-json\/wp\/v2\/categories?post=3411"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/euroccitaly.it\/en\/wp-json\/wp\/v2\/tags?post=3411"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}