{"id":18791,"date":"2023-07-21T08:58:34","date_gmt":"2023-07-21T07:58:34","guid":{"rendered":"https:\/\/www.noatumlogistics.com\/?p=18791"},"modified":"2023-07-21T08:58:34","modified_gmt":"2023-07-21T07:58:34","slug":"que-aporta-el-machine-learning-a-la-logistica","status":"publish","type":"post","link":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/","title":{"rendered":"Qu\u00e9 aporta el machine learning a la log\u00edstica"},"content":{"rendered":"<p>El aprendizaje autom\u00e1tico o machine learning llega para dar respuesta en gran medida a <strong>uno de los grandes retos de la log\u00edstica moderna: la gesti\u00f3n de la informaci\u00f3n<\/strong>. El gran n\u00famero de procesos involucrados en <strong>el proceso log\u00edstico en la actualidad genera continuamente una cantidad ingente de datos<\/strong> que hay que analizar y utilizar correctamente. De lo contrario, no solo estaremos desaprovechando un importante activo,\u00a0 sino que la proliferaci\u00f3n de datos acabar\u00e1 generando conflictos y convirti\u00e9ndose en un problema.<\/p>\n<p>El machine learning es una nueva tecnolog\u00eda que, aplicada a la log\u00edstica, <strong>ayuda a sacar conclusiones sobre tareas tan delicadas y complejas como la previsi\u00f3n de la demanda y la planificaci\u00f3n de las cadenas de suministro. <\/strong>Lo logra con un alto grado de automatismo y autonom\u00eda, detectando por s\u00ed mismo tendencias y variables clave entre todos los datos generados.<\/p>\n<p>&nbsp;<\/p>\n<h2>Qu\u00e9 es el machine learning y c\u00f3mo se aplica en la log\u00edstica<\/h2>\n<p>El machine learning es la <strong>rama de la inteligencia artificial que se dedica al aprendizaje autom\u00e1tico<\/strong>. Esta tecnolog\u00eda se encuentra en la actualidad en un proceso efervescente de desarrollo, y su aplicaci\u00f3n en el sector de la log\u00edstica es ya una realidad cada vez m\u00e1s presente.<\/p>\n<p>Los datos por s\u00ed mismos no sirven para nada, hay que gestionarlos, ordenarlos y analizarlos para que se conviertan en un activo y una herramienta \u00fatil. Aqu\u00ed entra en escena el algoritmo del machine learning, que <strong>en la log\u00edstica ayuda a tomar mejores decisiones, predecir resultados y necesidades futuras, reducir los costes generales y mejorar los sistemas de entrega y env\u00edo.<\/strong><\/p>\n<h2><\/h2>\n<h2>Aplicaciones y ejemplos de machine learning en log\u00edstica<\/h2>\n<p>Una de las principales ventajas de la aplicaci\u00f3n del machine learning en la log\u00edstica es la oportunidad que ofrece de <strong>reducir costes manteniendo intactas las expectativas de los clientes.<\/strong> En la cadena de suministro, el machine learning ayuda a reducir tanto los costes del inventario y las operaciones como los tiempos de respuesta.<\/p>\n<p>En la log\u00edstica del transporte, los modelos de machine learning <strong>crean las rutas m\u00e1s optimizadas <\/strong>para llegar antes al destino. Pronto, este aspecto dar\u00e1 un salto adelante con la popularizaci\u00f3n de los veh\u00edculos aut\u00f3nomos.<\/p>\n<p>Por otra parte, el machine learning analiza los datos para descubrir la mejor manera de <strong>optimizar el inventario<\/strong>. Da acceso al inventario no solo en tiempo real sino tambi\u00e9n con anticipaci\u00f3n, <strong>para facilitar el picking, el almacenaje y la planificaci\u00f3n de futuras entregas <\/strong>evitando la aparici\u00f3n de errores durante la carga y la entrega.<\/p>\n<p>El mundo de la log\u00edstica y las cadenas de suministro es complejo y suelen aparecer imprevistos. El machine learning <strong>simplifica la planificaci\u00f3n y programa las diferentes tareas con m\u00e1s precisi\u00f3n y eficiencia<\/strong>, evitando las interrupciones indeseadas.<\/p>\n<p>Otro punto fuerte es que puede <strong>predecir con antelaci\u00f3n las demandas de producci\u00f3n.<\/strong> Los sistemas inform\u00e1ticos basados en machine learning buscan patrones y conexiones entre todos los datos que reciben y almacenan para detectar cualquier posible exceso o d\u00e9ficit de demanda.<\/p>\n<p>A un nivel puramente de <strong>ciberseguridad<\/strong>, el aprendizaje autom\u00e1tico es capaz de detectar ciberataques o cualquier tipo de intrusi\u00f3n en la red de comunicaci\u00f3n de datos.<\/p>\n<p>En definitiva, en un contexto en el que cada vez existe m\u00e1s presi\u00f3n para entregar las mercanc\u00edas, tanto a nivel nacional como internacional, de una manera m\u00e1s r\u00e1pida, eficiente y econ\u00f3mica, <strong>el machine learning est\u00e1 llamado a desempe\u00f1ar un papel cada vez m\u00e1s importante en la log\u00edstica de las empresas<\/strong>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>El aprendizaje autom\u00e1tico o machine learning llega para dar respuesta en gran medida a uno de los grandes retos de la log\u00edstica moderna: la gesti\u00f3n de la informaci\u00f3n. El gran&#8230;<\/p>\n","protected":false},"author":9,"featured_media":18789,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[352,362],"tags":[],"class_list":["post-18791","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-innovation-in-logistics-articles","category-logistics-sector-news"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Qu\u00e9 aporta el machine learning a la log\u00edstica | Noatum Logistics<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Qu\u00e9 aporta el machine learning a la log\u00edstica | Noatum Logistics\" \/>\n<meta property=\"og:description\" content=\"El aprendizaje autom\u00e1tico o machine learning llega para dar respuesta en gran medida a uno de los grandes retos de la log\u00edstica moderna: la gesti\u00f3n de la informaci\u00f3n. El gran...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/\" \/>\n<meta property=\"og:site_name\" content=\"Global\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-21T07:58:34+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.noatumlogistics.com\/wp-content\/uploads\/2023\/06\/30-06-NL.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1170\" \/>\n\t<meta property=\"og:image:height\" content=\"500\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"mjgutierrez\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"mjgutierrez\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/\"},\"author\":{\"name\":\"mjgutierrez\",\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/#\\\/schema\\\/person\\\/a5f444bdf058b79e15d5d0ac335ce513\"},\"headline\":\"Qu\u00e9 aporta el machine learning a la log\u00edstica\",\"datePublished\":\"2023-07-21T07:58:34+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/\"},\"wordCount\":623,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.noatumlogistics.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/30-06-NL.jpg\",\"articleSection\":[\"Innovation in logistics\",\"news\"],\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/\",\"url\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/\",\"name\":\"Qu\u00e9 aporta el machine learning a la log\u00edstica | Noatum Logistics\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.noatumlogistics.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/30-06-NL.jpg\",\"datePublished\":\"2023-07-21T07:58:34+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/#\\\/schema\\\/person\\\/a5f444bdf058b79e15d5d0ac335ce513\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.noatumlogistics.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/30-06-NL.jpg\",\"contentUrl\":\"https:\\\/\\\/www.noatumlogistics.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/30-06-NL.jpg\",\"width\":1170,\"height\":500,\"caption\":\"Machine learning\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/que-aporta-el-machine-learning-a-la-logistica\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Featured\",\"item\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/featured-es\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Qu\u00e9 aporta el machine learning a la log\u00edstica\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/#website\",\"url\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/\",\"name\":\"Global\",\"description\":\"Excelencia en servicios log\u00edsticos\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.noatumlogistics.com\\\/es\\\/#\\\/schema\\\/person\\\/a5f444bdf058b79e15d5d0ac335ce513\",\"name\":\"mjgutierrez\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1eb2c9a609440e74fcaa5729c2a5afcfcba6eb3701b019a67f10340c7b330b09?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1eb2c9a609440e74fcaa5729c2a5afcfcba6eb3701b019a67f10340c7b330b09?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1eb2c9a609440e74fcaa5729c2a5afcfcba6eb3701b019a67f10340c7b330b09?s=96&d=mm&r=g\",\"caption\":\"mjgutierrez\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Qu\u00e9 aporta el machine learning a la log\u00edstica | Noatum Logistics","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/","og_locale":"es_ES","og_type":"article","og_title":"Qu\u00e9 aporta el machine learning a la log\u00edstica | Noatum Logistics","og_description":"El aprendizaje autom\u00e1tico o machine learning llega para dar respuesta en gran medida a uno de los grandes retos de la log\u00edstica moderna: la gesti\u00f3n de la informaci\u00f3n. El gran...","og_url":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/","og_site_name":"Global","article_published_time":"2023-07-21T07:58:34+00:00","og_image":[{"width":1170,"height":500,"url":"https:\/\/www.noatumlogistics.com\/wp-content\/uploads\/2023\/06\/30-06-NL.jpg","type":"image\/jpeg"}],"author":"mjgutierrez","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"mjgutierrez","Tiempo de lectura":"3 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/#article","isPartOf":{"@id":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/"},"author":{"name":"mjgutierrez","@id":"https:\/\/www.noatumlogistics.com\/es\/#\/schema\/person\/a5f444bdf058b79e15d5d0ac335ce513"},"headline":"Qu\u00e9 aporta el machine learning a la log\u00edstica","datePublished":"2023-07-21T07:58:34+00:00","mainEntityOfPage":{"@id":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/"},"wordCount":623,"commentCount":0,"image":{"@id":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/#primaryimage"},"thumbnailUrl":"https:\/\/www.noatumlogistics.com\/wp-content\/uploads\/2023\/06\/30-06-NL.jpg","articleSection":["Innovation in logistics","news"],"inLanguage":"es","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/","url":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/","name":"Qu\u00e9 aporta el machine learning a la log\u00edstica | Noatum Logistics","isPartOf":{"@id":"https:\/\/www.noatumlogistics.com\/es\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/#primaryimage"},"image":{"@id":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/#primaryimage"},"thumbnailUrl":"https:\/\/www.noatumlogistics.com\/wp-content\/uploads\/2023\/06\/30-06-NL.jpg","datePublished":"2023-07-21T07:58:34+00:00","author":{"@id":"https:\/\/www.noatumlogistics.com\/es\/#\/schema\/person\/a5f444bdf058b79e15d5d0ac335ce513"},"breadcrumb":{"@id":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/"]}]},{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/#primaryimage","url":"https:\/\/www.noatumlogistics.com\/wp-content\/uploads\/2023\/06\/30-06-NL.jpg","contentUrl":"https:\/\/www.noatumlogistics.com\/wp-content\/uploads\/2023\/06\/30-06-NL.jpg","width":1170,"height":500,"caption":"Machine learning"},{"@type":"BreadcrumbList","@id":"https:\/\/www.noatumlogistics.com\/es\/que-aporta-el-machine-learning-a-la-logistica\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.noatumlogistics.com\/es\/"},{"@type":"ListItem","position":2,"name":"Featured","item":"https:\/\/www.noatumlogistics.com\/es\/featured-es\/"},{"@type":"ListItem","position":3,"name":"Qu\u00e9 aporta el machine learning a la log\u00edstica"}]},{"@type":"WebSite","@id":"https:\/\/www.noatumlogistics.com\/es\/#website","url":"https:\/\/www.noatumlogistics.com\/es\/","name":"Global","description":"Excelencia en servicios log\u00edsticos","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.noatumlogistics.com\/es\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es"},{"@type":"Person","@id":"https:\/\/www.noatumlogistics.com\/es\/#\/schema\/person\/a5f444bdf058b79e15d5d0ac335ce513","name":"mjgutierrez","image":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/secure.gravatar.com\/avatar\/1eb2c9a609440e74fcaa5729c2a5afcfcba6eb3701b019a67f10340c7b330b09?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/1eb2c9a609440e74fcaa5729c2a5afcfcba6eb3701b019a67f10340c7b330b09?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/1eb2c9a609440e74fcaa5729c2a5afcfcba6eb3701b019a67f10340c7b330b09?s=96&d=mm&r=g","caption":"mjgutierrez"}}]}},"_links":{"self":[{"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/posts\/18791","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/comments?post=18791"}],"version-history":[{"count":1,"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/posts\/18791\/revisions"}],"predecessor-version":[{"id":18833,"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/posts\/18791\/revisions\/18833"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/media\/18789"}],"wp:attachment":[{"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/media?parent=18791"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/categories?post=18791"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.noatumlogistics.com\/es\/wp-json\/wp\/v2\/tags?post=18791"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}