{"id":23256,"date":"2023-08-23T11:45:44","date_gmt":"2023-08-23T14:45:44","guid":{"rendered":"https:\/\/www.inthemine.com.br\/site\/?p=23256"},"modified":"2023-08-23T11:46:13","modified_gmt":"2023-08-23T14:46:13","slug":"inteligencia-artificial-e-machine-learning","status":"publish","type":"post","link":"https:\/\/www.inthemine.com.br\/site\/inteligencia-artificial-e-machine-learning\/","title":{"rendered":"INTELIG\u00caNCIA ARTIFICIAL E MACHINE LEARNING"},"content":{"rendered":"<p>Para solucionar desafios do dia-a-dia de opera\u00e7\u00f5es de minera\u00e7\u00e3o, a Beyond Mining desenvolveu a GAIA (Geoscience Intelligence Artificial Algorithms). Baseada em Intelig\u00eancia Artificial (IA) e Machine Learning, a plataforma pode simular processos minerais, otimizando-os ou trazendo-lhes previsibilidade, explica o engenheiro de Minas Paulo Lopes, COO da empresa.<\/p>\n<figure id=\"attachment_23257\" aria-describedby=\"caption-attachment-23257\" style=\"width: 699px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.inthemine.com.br\/site\/wp-content\/uploads\/2023\/08\/Foto1-e1692801663976.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-23257 size-full\" src=\"https:\/\/www.inthemine.com.br\/site\/wp-content\/uploads\/2023\/08\/Foto1-e1692801663976.jpg\" alt=\"Paulo Lopes\" width=\"699\" height=\"684\" srcset=\"https:\/\/www.inthemine.com.br\/site\/wp-content\/uploads\/2023\/08\/Foto1-e1692801663976.jpg 699w, https:\/\/www.inthemine.com.br\/site\/wp-content\/uploads\/2023\/08\/Foto1-e1692801663976-300x294.jpg 300w\" sizes=\"auto, (max-width: 699px) 100vw, 699px\" \/><\/a><figcaption id=\"caption-attachment-23257\" class=\"wp-caption-text\">Paulo Lopes, COO da Beyond Mining (Arquivo Pessoal\/LinkedIn)<\/figcaption><\/figure>\n<p>A Mining Tech atua desde 2019 nos principais hubs de inova\u00e7\u00e3o do setor, como o Mining Hub e o InovAtiva Brasil, promovido pelo SEBRAE e pelo Minist\u00e9rio de Ci\u00eancia, Tecnologia e Inova\u00e7\u00e3o (MCTI). Conta, ainda, com o apoio de aceleradoras como a FIEMGLab 4.0, vinculada \u00e0 Federa\u00e7\u00e3o das Ind\u00fastrias do Estado de Minas Gerais, e a SEED MG &#8211; <strong>Startups and Entrepreneurship Ecosystem Development<\/strong> \u2013, do governo de Minas Gerais.<\/p>\n<p>Apesar do curto tempo de exist\u00eancia, o portf\u00f3lio da startup j\u00e1 re\u00fane nomes de peso da minera\u00e7\u00e3o brasileira. Para a Anglo American, que encampou seu primeiro projeto e onde atua at\u00e9 hoje, implementou cases para a previs\u00e3o do n\u00edvel de press\u00e3o sonora nas minas, gest\u00e3o de energia e melhoria do controle de emiss\u00f5es e elimina\u00e7\u00e3o do acesso de funcion\u00e1rios a espa\u00e7os confinados em moinhos de bolas para a realiza\u00e7\u00e3o de medi\u00e7\u00f5es e atividades de manuten\u00e7\u00e3o como drenagem e limpeza. Esse terceiro case atualmente, diz Lopes, tem continuidade atrav\u00e9s de um projeto de P&amp;D (Pesquisa e Desenvolvimento) da Beyond Mining em parceria com o SESI-MG e com o SENAI-SP (veja ilustra\u00e7\u00e3o acima).<\/p>\n<p>A empresa tamb\u00e9m apresentou uma solu\u00e7\u00e3o para o aumento da efici\u00eancia do plano de fogo nas opera\u00e7\u00f5es de lavra e desenvolvimento de mina para a AngloGold Ashanti em 2021. Na Vale, de 2021 at\u00e9 hoje, trabalhou na maior agilidade da medi\u00e7\u00e3o de FeO (\u00f3xido de ferro) do s\u00ednter de min\u00e9rio de ferro; para a garantia de baixa variabilidade da qualidade do produto final no processo de multi-blendagem de min\u00e9rios; e na quantifica\u00e7\u00e3o do impacto das propriedades do produto final na composi\u00e7\u00e3o de seu peso, de forma a maximizar os volumes transportados.<a href=\"https:\/\/www.inthemine.com.br\/site\/wp-content\/uploads\/2023\/08\/Foto3-e1692801778319.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-23258\" src=\"https:\/\/www.inthemine.com.br\/site\/wp-content\/uploads\/2023\/08\/Foto3-e1692801778319.png\" alt=\"Beyond the Mining\" width=\"700\" height=\"373\" \/><\/a><\/p>\n<p>Para a Samarco, em 2022, implantou Soft Sensors (sensores digitais) para a predi\u00e7\u00e3o online do teor de s\u00edlica presente no concentrado de min\u00e9rio de ferro. Em 2023, outros dois cases foram desenvolvidos: para a CSN (Companhia Sider\u00fargica Nacional), uma solu\u00e7\u00e3o para o excesso de umidade no min\u00e9rio de ferro durante a estocagem e o transporte do material; e para a Usiminas, a otimiza\u00e7\u00e3o da blendagem de min\u00e9rios para sua sinteriza\u00e7\u00e3o.<\/p>\n<p>Atualmente, segundo Lopes, a empresa trabalha em outros tr\u00eas projetos, al\u00e9m do voltado a moinhos de minera\u00e7\u00e3o. Um deles \u00e9 o GAIA 360, para a aplica\u00e7\u00e3o transversal da plataforma de ponta a ponta na cadeia produtiva de mineradoras. Outro \u00e9 o Open Mine, de P&amp;D, em parceria com a Universidade Federal de Ouro Preto (UFOP), para tornar a ind\u00fastria de minera\u00e7\u00e3o \u201cAI friendly\u201d, em termos do uso respons\u00e1vel e minimiza\u00e7\u00e3o dos riscos da tecnologia. O terceiro projeto \u00e9 o \u201cNew frontiers in AI development for geosciences\u201d, tamb\u00e9m de P&amp;D, em parceria com o Imperial College London e focado no desenvolvimento de novas formula\u00e7\u00f5es matem\u00e1ticas e algoritmos para aplica\u00e7\u00e3o em Geoci\u00eancias.<\/p>\n<p>Para o executivo, a ind\u00fastria da minera\u00e7\u00e3o evoluiu muito nos \u00faltimos anos, tanto em automa\u00e7\u00e3o e digitaliza\u00e7\u00e3o. \u201cEsses s\u00e3o os caminhos para a gera\u00e7\u00e3o dos dados que servem de insumo para a aplica\u00e7\u00e3o de IA nos processos produtivos, por\u00e9m ainda existe um longo caminho a ser percorrido. A Beyond Mining atua na vanguarda dessa transforma\u00e7\u00e3o buscando tornar a ind\u00fastria da minera\u00e7\u00e3o \u2018AI friendly\u201d, conclui Lopes.<\/p>\n<h5>Ilustra\u00e7\u00e3o: Beyond Mining\/Divulga\u00e7\u00e3o<\/h5>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mining Tech utiliza plataforma digital que simula processos minerais para promover sua otimiza\u00e7\u00e3o e aumentar sua previsibilidade<\/p>\n","protected":false},"author":3,"featured_media":23259,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[],"class_list":["post-23256","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-inovacao"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>INTELIG\u00caNCIA ARTIFICIAL E MACHINE LEARNING - Revista In The Mine<\/title>\n<meta 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