{"id":2861,"date":"2024-02-18T15:29:24","date_gmt":"2024-02-18T15:29:24","guid":{"rendered":"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/"},"modified":"2024-02-18T15:29:24","modified_gmt":"2024-02-18T15:29:24","slug":"freight-rate-prediction-software-for-logistics-and-supply-chain-firm","status":"publish","type":"resource","link":"https:\/\/esisoc.com\/pt\/resource\/software-de-previsao-de-tarifas-de-transporte-de-mercadorias-para-empresas-de-logistica-e-cadeias-de-abastecimento\/","title":{"rendered":"Software de previs\u00e3o de tarifas de frete para empresas de log\u00edstica e cadeia de suprimentos"},"content":{"rendered":"<h2 style=\"text-align: center;\">Principais pormenores<\/h2>\n<p>A precis\u00e3o da previs\u00e3o da taxa de frete melhorou duas vezes.<\/p>\n<div>\n<ul>\n<li>\n<div>Desafio<\/div>\n<div>Fazer uma previs\u00e3o exacta da taxa de frete<\/div>\n<\/li>\n<li>\n<div>Solu\u00e7\u00e3o<\/div>\n<div>Aprendizagem autom\u00e1tica para a previs\u00e3o de tarifas de transporte de mercadorias<\/div>\n<\/li>\n<li>\n<div>Tecnologias e ferramentas<\/div>\n<div>Python, Flask para API, catboost para modela\u00e7\u00e3o, Docker para implementa\u00e7\u00e3o<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<h2 style=\"text-align: center;\">Cliente<\/h2>\n<p>O cliente \u00e9 uma empresa de transportes e log\u00edstica de renome mundial. <a href=\"https:\/\/asstra.com\/\">AsstrA<\/a> fornece servi\u00e7os de transporte e log\u00edstica que satisfazem as necessidades \u00fanicas dos seus clientes de todo o mundo. A empresa conquistou uma boa reputa\u00e7\u00e3o no mercado <a href=\"https:\/\/essidsolutions.com\/industry\/ai-logistics-transport-solutions\">mercado da log\u00edstica e dos transportes<\/a>. Entregou mais de 180.000 encomendas e tem mais de 6.000 clientes empresariais.<\/p>\n<p>O cliente contactou a ESSID Solutions para o desenvolvimento de uma solu\u00e7\u00e3o inteligente de otimiza\u00e7\u00e3o de cargas e transportes. Fazem frequentemente v\u00e1rias encomendas, e \u00e9 muito importante para eles tomar decis\u00f5es baseadas em dados ao aceitar uma encomenda para apoiar a efici\u00eancia do neg\u00f3cio.<\/p>\n<p>A empresa precisava de melhorar a sua atual solu\u00e7\u00e3o de previs\u00e3o de taxas de frete com a tecnologia mais recente. A solu\u00e7\u00e3o existente tinha em conta informa\u00e7\u00f5es menos espec\u00edficas relativas ao transporte e as previs\u00f5es necessitavam de algumas rondas de revis\u00e3o. Os agentes de expedi\u00e7\u00e3o da empresa despendiam demasiado tempo na previs\u00e3o e an\u00e1lise das tarifas de transporte de mercadorias e na viabilidade das parcerias.<\/p>\n<p>Assim, o objetivo era eliminar estas actividades manuais e aproveitar ao m\u00e1ximo o tempo dos agentes de expedi\u00e7\u00e3o.<\/p>\n<h2 style=\"text-align: center;\">Desafio: fazer uma previs\u00e3o exacta da taxa de frete<\/h2>\n<p>O desafio tecnol\u00f3gico consistia em fazer <a href=\"http:\/\/localhost\/essidsolutions\/service\/predictive-analytics\">previs\u00f5es de taxas de frete com an\u00e1lise preditiva<\/a> para que os agentes de encaminhamento confiem na an\u00e1lise do sistema e reduzam o tempo de an\u00e1lise exaustiva. Para o resolver, centr\u00e1mo-nos na procura de padr\u00f5es ocultos nos dados; na utiliza\u00e7\u00e3o de fontes de dados alternativas; na filtragem de dados an\u00f3malos.<\/p>\n<h2 style=\"text-align: center;\">Solu\u00e7\u00e3o: aprendizagem autom\u00e1tica para a previs\u00e3o de tarifas de transporte de mercadorias<\/h2>\n<p>Antes da fase de desenvolvimento, efectu\u00e1mos uma an\u00e1lise exaustiva do caso do cliente e apresent\u00e1mos poss\u00edveis <a href=\"http:\/\/localhost\/essidsolutions\/service\/machine-learning-consulting\">solu\u00e7\u00f5es baseadas na aprendizagem autom\u00e1tica<\/a>. Tamb\u00e9m examin\u00e1mos os dados do cliente para ver se eram suficientes para a extra\u00e7\u00e3o de dados.<\/p>\n<p>A nossa solu\u00e7\u00e3o sugeria o seguinte fluxo de tarefas:<\/p>\n<p><img alt=\"algoritmo\" decoding=\"async\" height=\"583\" loading=\"lazy\" sizes=\"(max-width: 1182px) 100vw, 1182px\" src=\"https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm.jpg\" srcset=\"https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm.jpg 1182w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm-300x148.jpg 300w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm-1024x505.jpg 1024w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm-768x379.jpg 768w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm-742x366.jpg 742w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm-640x316.jpg 640w\" width=\"1182\"\/><\/p>\n<p>Para o conseguir, n\u00f3s:<\/p>\n<ol>\n<li>utilizou o quadro que processou os dados, fez previs\u00f5es e, se necess\u00e1rio, treinou novamente o modelo;<\/li>\n<li>desenvolveu um sistema para extrair dados do TMS (sistema de gest\u00e3o de transportes) do cliente, fornecer informa\u00e7\u00f5es sobre as taxas de previs\u00e3o de carga e coloc\u00e1-las no sentido inverso.<\/li>\n<\/ol>\n<p>Deste modo, os gestores de expedi\u00e7\u00e3o podem analisar a taxa de cota\u00e7\u00e3o e decidir quais os projectos a aceitar.<\/p>\n<h2 style=\"text-align: center;\">Resultado: intelig\u00eancia em mat\u00e9ria de taxas de frete: previs\u00e3o autom\u00e1tica de cota\u00e7\u00f5es de frete<\/h2>\n<p>ESSID Solutions, uma <a href=\"http:\/\/localhost\/essidsolutions\/service\/ai-software-development\">Empresa de IA<\/a>A nossa empresa, com experi\u00eancia no desenvolvimento de software de log\u00edstica, melhorou significativamente o software de previs\u00e3o de taxas de frete existente no cliente. O cliente reconheceu a nossa profunda experi\u00eancia no desenvolvimento de software de an\u00e1lise preditiva, o nosso compromisso com a excel\u00eancia e a entrega atempada.<\/p>\n<p>Principais benef\u00edcios da colabora\u00e7\u00e3o:<\/p>\n<p><img alt=\"benef\u00edcios\" decoding=\"async\" height=\"352\" loading=\"lazy\" sizes=\"(max-width: 1182px) 100vw, 1182px\" src=\"https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits.jpg\" srcset=\"https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits.jpg 1182w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits-300x89.jpg 300w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits-1024x305.jpg 1024w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits-768x229.jpg 768w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits-742x221.jpg 742w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits-640x191.jpg 640w\" width=\"1182\"\/><\/p>\n<h3 style=\"text-align: center;\"><a href=\"http:\/\/localhost\/essidsolutions\/service\/ai-software-development\"><b>Vamos desenvolver solu\u00e7\u00f5es para a automatiza\u00e7\u00e3o das opera\u00e7\u00f5es log\u00edsticas com as solu\u00e7\u00f5es ESSID<\/b><\/a><\/h3>","protected":false},"excerpt":{"rendered":"<p>Principais pormenores A precis\u00e3o da previs\u00e3o das tarifas de transporte de mercadorias melhorou duas vezes. Desafio Fazer uma previs\u00e3o exacta das tarifas de transporte de mercadorias Solu\u00e7\u00e3o Aprendizagem autom\u00e1tica para a previs\u00e3o das tarifas de transporte de mercadorias Tecnologias e ferramentas Python, Flask para API, catboost para modela\u00e7\u00e3o, Docker para implementa\u00e7\u00e3o Cliente O cliente \u00e9 uma empresa de transportes e log\u00edstica de renome mundial. A AsstrA fornece servi\u00e7os de transporte e log\u00edstica que satisfazem as necessidades \u00fanicas de ... 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