{"id":880,"date":"2024-05-09T10:00:00","date_gmt":"2024-05-09T10:00:00","guid":{"rendered":"https:\/\/makewise.pt\/pt\/?p=880"},"modified":"2024-05-13T10:32:09","modified_gmt":"2024-05-13T10:32:09","slug":"otimizacao-de-logistica-com-recurso-a-ia","status":"publish","type":"post","link":"https:\/\/makewise.pt\/pt\/otimizacao-de-logistica-com-recurso-a-ia\/","title":{"rendered":"Otimiza\u00e7\u00e3o de log\u00edstica com sistemas de controlo de carga apoiados por IA"},"content":{"rendered":"\n<p>O setor da log\u00edstica \u00e9 essencial para a movimenta\u00e7\u00e3o de mercadorias em todo o mundo. As redes de transportes s\u00e3o cruciais, ligando diferentes partes da cadeia de abastecimento e assegurando que os produtos chegam ao destino pretendido. Mas, a gest\u00e3o destas redes \u00e9 dif\u00edcil, com muitos fatores a considerar, como o planeamento de rotas, a manuten\u00e7\u00e3o dos ve\u00edculos e a organiza\u00e7\u00e3o das cargas.<\/p>\n\n\n\n<p>A Intelig\u00eancia Artificial (IA) tornou-se uma ferramenta poderosa, ajudando as empresas de log\u00edstica a lidar com enormes quantidades de dados e a tomar decis\u00f5es mais informadas. Neste artigo, exploramos como a IA pode otimizar as redes de transporte, tornando as opera\u00e7\u00f5es mais f\u00e1ceis, os custos mais baixos e os clientes mais satisfeitos.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">O impacto da IA na log\u00edstica<\/h2>\n\n\n\n<p>Apresentamos aqui algumas tecnologias de IA importantes que est\u00e3o a causar impacto no setor da log\u00edstica:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Machine learning &#8211;<\/strong> Ao analisar dados de hist\u00f3rico, os algoritmos de machine learning podem reconhecer padr\u00f5es e projetar tend\u00eancias futuras. Isto melhora o planeamento de rotas e a previs\u00e3o da procura.<\/li>\n\n\n\n<li><strong>An\u00e1lise preditiva &#8211;<\/strong> Atrav\u00e9s da utiliza\u00e7\u00e3o de dados, estat\u00edsticas e machine learning, a an\u00e1lise preditiva pode prever potenciais resultados. Nos transportes, isto ajuda a identificar atrasos ou necessidades de manuten\u00e7\u00e3o antes que se transformem em problemas maiores.<\/li>\n\n\n\n<li><strong>Algoritmos de otimiza\u00e7\u00e3o &#8211; <\/strong>Os algoritmos de otimiza\u00e7\u00e3o de IA podem lidar com grandes volumes de dados para determinar as rotas, hor\u00e1rios e distribui\u00e7\u00f5es de carga mais eficientes. T\u00eam em conta vari\u00e1veis como o tr\u00e1fego, as condi\u00e7\u00f5es meteorol\u00f3gicas e os regulamentos para otimizar as opera\u00e7\u00f5es.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">As vantagens da inclus\u00e3o da IA na log\u00edstica<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Poupan\u00e7a de custos &#8211;<\/strong> A IA pode identificar as rotas mais eficientes em termos de combust\u00edvel, antecipar os requisitos de manuten\u00e7\u00e3o para evitar avarias dispendiosas e otimizar as capacidades de carga, o que conduz a uma redu\u00e7\u00e3o das despesas.<\/li>\n\n\n\n<li><strong>Maior efici\u00eancia &#8211; <\/strong>Atrav\u00e9s da otimiza\u00e7\u00e3o de rotas e hor\u00e1rios, a IA minimiza os tempos de viagem, maximiza a utiliza\u00e7\u00e3o dos ve\u00edculos e assegura uma entrega eficiente das mercadorias.<\/li>\n\n\n\n<li><strong>Fiabilidade &#8211; <\/strong>A an\u00e1lise preditiva permite a antecipa\u00e7\u00e3o de potenciais atrasos e interrup\u00e7\u00f5es, permitindo \u00e0s organiza\u00e7\u00f5es gerir proativamente os riscos e manter os padr\u00f5es de servi\u00e7o.<\/li>\n\n\n\n<li><strong>Tomada de decis\u00f5es informada &#8211; <\/strong>Com a capacidade de processar e analisar rapidamente grandes quantidades de dados, a IA fornece aos operadores log\u00edsticos informa\u00e7\u00f5es valiosas, permitindo uma tomada de decis\u00f5es r\u00e1pida e informada.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">4 formas de utilizar a IA para a otimiza\u00e7\u00e3o da log\u00edstica<\/h2>\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\">\n<h3 class=\"wp-block-heading\"><strong>1) Otimiza\u00e7\u00e3o de percursos<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig2-1024x1024.jpg\" alt=\"1) Otimiza\u00e7\u00e3o de percursos\" class=\"wp-image-876\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig2-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig2-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig2-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig2-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig2.jpg 1080w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<p>Os algoritmos de IA s\u00e3o utilizados para analisar fatores como o tr\u00e2nsito, o clima e as janelas de entrega para determinar as rotas mais eficientes. Isto n\u00e3o s\u00f3 reduz o tempo de desloca\u00e7\u00e3o, como tamb\u00e9m reduz o consumo de combust\u00edvel e as emiss\u00f5es.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\"><strong>2) Distribui\u00e7\u00e3o da carga<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig3-1024x1024.jpg\" alt=\"2) Distribui\u00e7\u00e3o da carga\" class=\"wp-image-877\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig3-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig3-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig3-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig3-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig3.jpg 1080w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<p>A IA otimiza a distribui\u00e7\u00e3o da carga com base em aspetos como o peso, o volume e o destino, assegurando que os ve\u00edculos s\u00e3o carregados com a capacidade m\u00e1xima. Isto aumenta a efici\u00eancia do combust\u00edvel e minimiza a necessidade de viagens extra.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\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\">\n<h3 class=\"wp-block-heading\"><strong>3) Previs\u00e3o de tr\u00e2nsito<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig4-1024x1024.jpg\" alt=\"3) Previs\u00e3o de tr\u00e2nsito\" class=\"wp-image-878\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig4-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig4-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig4-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig4-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig4.jpg 1080w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<p>Os sistemas de IA estimam os padr\u00f5es de tr\u00e2nsito utilizando dados de hist\u00f3rico e em tempo real, permitindo \u00e0s empresas ajustar os trajetos para minimizar os atrasos.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\"><strong>4) Manuten\u00e7\u00e3o da frota<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig5-1024x1024.jpg\" alt=\"4) Manuten\u00e7\u00e3o da frota\" class=\"wp-image-879\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig5-1024x1024.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig5-300x300.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig5-150x150.jpg 150w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig5-768x768.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2024\/05\/ig5.jpg 1080w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure>\n\n\n\n<p>A IA analisa os dados dos sensores dos ve\u00edculos para antecipar repara\u00e7\u00f5es, reduzindo o tempo de inatividade. Os sistemas de gest\u00e3o de frotas monitorizam o desempenho dos ve\u00edculos, o consumo de combust\u00edvel e o comportamento dos condutores, ajudando as organiza\u00e7\u00f5es nas opera\u00e7\u00f5es da frota e aumentando a seguran\u00e7a.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>CHECKPOINT.VISION: <em>Log\u00edstica e transporte de mat\u00e9rias-primas&nbsp;pela MakeWise<\/em><\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/makewise.pt\/pt\/checkpoint-vision\/\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2021\/12\/checkpoint-vision.jpg\" alt=\"\" class=\"wp-image-195\" srcset=\"https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2021\/12\/checkpoint-vision.jpg 1920w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2021\/12\/checkpoint-vision-300x169.jpg 300w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2021\/12\/checkpoint-vision-1024x576.jpg 1024w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2021\/12\/checkpoint-vision-768x432.jpg 768w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2021\/12\/checkpoint-vision-1536x864.jpg 1536w, https:\/\/makewise.pt\/pt\/wp-content\/uploads\/sites\/2\/2021\/12\/checkpoint-vision-1200x675.jpg 1200w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/a><\/figure>\n\n\n\n<p>O CHECKPOINT.VISION \u00e9 um sistema de controlo de cargas, operado por vis\u00e3o por computador, que permite o reconhecimento de objetos, assim como o controlo e a verifica\u00e7\u00e3o do transporte de cargas.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Gest\u00e3o dos dados<\/strong><strong> &#8211; <\/strong>Acesso centralizado e seguro a todas as informa\u00e7\u00f5es<\/li>\n\n\n\n<li><strong>Zero fraudes<\/strong><strong> &#8211; <\/strong>Permite valida\u00e7\u00e3o da integridade da carga no destino<\/li>\n\n\n\n<li><strong>M\u00e9tricas de carga<\/strong><strong> &#8211; <\/strong>Gera v\u00e1rias m\u00e9tricas de carga e medidas atrav\u00e9s da vis\u00e3o computacional<\/li>\n\n\n\n<li><strong>Integra\u00e7\u00e3o<\/strong><strong> &#8211; <\/strong>Facilmente integrado com outros sistemas de TI<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/makewise.pt\/pt\/checkpoint-vision\/\">Marque aqui a sua demonstra\u00e7\u00e3o!<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Confirme aqui todas as solu\u00e7\u00f5es da MakeWise, e inicie o processo de transforma\u00e7\u00e3o digital da sua empresa. <a href=\"https:\/\/makewise.pt\/contacts\/\">Contacte-nos<\/a>!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A IA tornou-se uma ferramenta poderosa, ajudando as empresas de log\u00edstica a lidar com enormes quantidades de dados e a tomar decis\u00f5es.<\/p>\n","protected":false},"author":1,"featured_media":875,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[12,13,17],"class_list":["post-880","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-makewise","tag-checkpoint-vision","tag-inteligencia-artificial","tag-visao-por-computador"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Otimiza\u00e7\u00e3o de log\u00edstica com recurso a IA \u2013 MakeWise<\/title>\n<meta name=\"description\" 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