{"id":24624,"date":"2021-04-23T17:19:01","date_gmt":"2021-04-23T15:19:01","guid":{"rendered":"https:\/\/sixphere.com\/project\/prediction-of-manufacturing-times-using-time-series\/"},"modified":"2025-04-09T17:38:27","modified_gmt":"2025-04-09T15:38:27","slug":"prediction-of-manufacturing-times-using-time-series","status":"publish","type":"project","link":"https:\/\/sixphere.com\/en\/project\/prediction-of-manufacturing-times-using-time-series\/","title":{"rendered":"Prediction of manufacturing times using time series"},"content":{"rendered":"\n\n\n\n\n\n\n\n\n\n<div class=\"et_d4_element et_pb_section et_pb_section_0 et_pb_with_background  et_pb_css_mix_blend_mode et_section_regular et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_with_border et_d4_element et_pb_row et_pb_row_0 print-only  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_pb_with_border et_pb_column_3_5 et_d4_element et_pb_column et_pb_column_0  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_0  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">SIXPHERE.<span style=\"font-size: small;\">com<\/span><\/h1><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_1  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">codelovers@sixphere.com\n@6phere<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_pb_with_border et_pb_column_2_5 et_d4_element et_pb_column et_pb_column_1  et_pb_css_mix_blend_mode et-last-child et_block_column et_pb_column_empty\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_1 et_pb_equal_columns et_pb_gutters1  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_1_4 et_pb_column et_pb_column_2 et_pb_section_parallax  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t<span class=\"et_parallax_bg_wrap et-pb-parallax-wrapper\"><span\n\t\t\t\t\t\tclass=\"et_parallax_bg et_parallax_bg--et_pb_column_2\"\n\t\t\t\t\t\tstyle=\"background-image: url(https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/pexels-ali-pazani-2777898-scaled.jpg);\"\n\t\t\t\t\t><\/span><\/span>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_2  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h1><\/h1><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_d4_element et_pb_column_3_4 et_pb_column et_pb_column_3  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_3  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4>CASE STUDY | <span style=\"color: #ffa327;\">LIGHT UP YOUR BUSINESS<\/span><\/h4><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_4  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h1><\/h1><\/div>\n\t\t\t<\/div><div class=\"et_pb_with_border et_pb_module et_d4_element et_pb_text et_pb_text_5  et_pb_text_align_right et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h2><\/h2><\/div>\n\t\t\t<\/div><div class=\"et_pb_with_border et_pb_module et_d4_element et_pb_text et_pb_text_6  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h3><\/h3><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_7  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">#<\/div>\n\t\t\t<\/div><div class=\"et_pb_button_module_wrapper et_pb_button_0_wrapper et_pb_button_alignment_left et_pb_module \">\n\t\t\t\t<a class=\"et_pb_button et_d4_element et_pb_button_0 popmake-10365 et_pb_bg_layout_light et_block_module\" href=\"#study-case-start\" data-icon=\"&#x22;\">Case study<\/a>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div id=\"study-case-start\" class=\"et_d4_element et_pb_section et_pb_section_1 study-case-start  et_pb_css_mix_blend_mode et_section_regular et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_d4_element et_pb_row et_pb_row_2 et_pb_equal_columns et_pb_gutters1  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_1_3 et_pb_column et_pb_column_4  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_0 et_animated et-waypoint\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/route.png\" alt=\"\" title=\"route\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_8  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4>starting point<\/h4><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_9  et_pb_text_align_right et_pb_text_align_left-tablet et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">Do you feel identified?<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_pb_with_border et_pb_column_2_3 et_d4_element et_pb_column et_pb_column_5  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_10  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h2>Anomaly detection, trends, and forecasting of future values. Prediction of manufacturing times. <\/h2><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_11  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>When designing a <a href=\"https:\/\/sixphere.com\/en\/comprehensive-digitalization\/\"><span style=\"text-decoration: underline;\">digitization program<\/span><\/a> to address the different processes in a production environment, one of the first aspects that often arises is Production Control, especially <strong>the control of manufacturing times and work in progress<\/strong>. This is because the execution time of a task and the ways to optimize it are, in principle, the variables that will offer the greatest benefits when improvements are implemented. <\/p>\n<p>In these cases, it is common to immediately apply changes to the manufacturing routes, the work station structure, the tools used, the available space, logistics, and many other options that are likely to yield positive results. However, it is surprising to find that <strong>rarely is a detailed study carried out on the usage and behavior of the resources <\/strong>and agents involved in the process, such as trend and anomaly analysis, or, in general, an effective exploitation of the data that is likely already available about the process. <\/p>\n<p>Just by having historical data of the manufacturing times of an item, it is possible to conduct <strong>trend studies, identify anomalies, and even make predictions<\/strong> that are very useful in determining the most appropriate and optimal improvement actions for a production flow.<\/p><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_12 popup-infography  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">How is a project with Sixphere?<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_section et_pb_section_2 popup-overlay-infography et_pb_with_background  et_pb_css_mix_blend_mode et_section_regular et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_d4_element et_pb_row et_pb_row_3 first-content  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_6  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_13 popup-content-infography  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4>Your complete digitalization cycle. <span style=\"color: #ffa327;\"><\/span><\/h4>\n<h3><strong>Three weeks, <span style=\"color: #ffa327;\">one delivery<\/span><\/strong>.<\/h3><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_4 popup-content-infography et_pb_equal_columns et_pb_gutters1  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_pb_with_border et_pb_column_1_3 et_d4_element et_pb_column et_pb_column_7  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_1 et_pb_image_sticky\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img loading=\"lazy\" decoding=\"async\" width=\"2000\" height=\"2000\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/Design-thinking-rafiki.png\" alt=\"\" title=\"Design thinking-rafiki\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/Design-thinking-rafiki.png 2000w, https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/Design-thinking-rafiki-1280x1280.png 1280w, https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/Design-thinking-rafiki-980x980.png 980w, https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/Design-thinking-rafiki-480x480.png 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) and (max-width: 1280px) 1280px, (min-width: 1281px) 2000px, 100vw\" class=\"wp-image-18698\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_14  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4>You want to improve your business, and digitalization is the key. <strong>You contact Sixphere!<\/strong><\/h4><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_15  et_pb_text_align_right et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">#1<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_pb_with_border et_pb_column_1_3 et_d4_element et_pb_column et_pb_column_8  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_16  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4><strong>We know you!<\/strong> We analyze your needs and ideas through an initial meeting.<\/h4><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_2 et_pb_image_sticky\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/Meeting-rafiki.png\" alt=\"\" title=\"Meeting-rafiki\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_17  et_pb_text_align_right et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">#2<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_pb_with_border et_pb_column_1_3 et_d4_element et_pb_column et_pb_column_9  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_3 et_pb_image_sticky\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/Organizing-projects-rafiki.png\" alt=\"\" title=\"Organizing projects-rafiki\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_18  et_pb_text_align_right et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">#3<\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_19  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h1><\/h1><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_20  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4><strong>We design!<\/strong> We create a comprehensive proposal for you: strategy, solution, and budget.<\/h4><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_5 popup-content-infography et_pb_equal_columns et_pb_gutters1  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_pb_with_border et_pb_column_1_3 et_d4_element et_pb_column et_pb_column_10  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_21  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4><strong>We evaluate!<\/strong> We conduct a retrospective and design your next digital steps with you.<\/h4><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_4 et_pb_image_sticky\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/Analysis-rafiki-1.png\" alt=\"\" title=\"Analysis-rafiki (1)\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_22  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">#6<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_pb_with_border et_pb_column_1_3 et_d4_element et_pb_column et_pb_column_11  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_5 et_pb_image_sticky\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/App-installation-rafiki.png\" alt=\"\" title=\"App installation-rafiki\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_23  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">#5<\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_24  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4><strong>We implement your solution<\/strong>! and provide follow-up to ensure its quality.<\/h4><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_pb_with_border et_pb_column_1_3 et_d4_element et_pb_column et_pb_column_12  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_6 et_pb_image_sticky\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/Create-rafiki.png\" alt=\"\" title=\"Create-rafiki\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_25  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">#4<\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_26  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4><strong>Let\u2019s get to work!<\/strong> We deliver valuable, visible results every 3 weeks, without fail.<\/h4><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_section et_pb_section_3 study-case-target  et_pb_css_mix_blend_mode et_section_regular et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_d4_element et_pb_row et_pb_row_6 et_pb_equal_columns et_pb_gutters1  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_1_3 et_pb_column et_pb_column_13  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_7 et_animated et-waypoint\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/map-location.png\" alt=\"\" title=\"map-location\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_27  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4>challenges &amp; objectives<\/h4><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_28  et_pb_text_align_right et_pb_text_align_left-tablet et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">Does it apply to your processes?<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_pb_with_border et_pb_column_2_3 et_d4_element et_pb_column et_pb_column_14  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_29  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h2>Is it possible to obtain useful information with just manufacturing times? <\/h2><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_30  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>We start with the need to <strong>study and analyze the behavior of the manufacturing process <\/strong>of specific items, using only the manufacturing times of each one as data.<\/p>\n<p>Is it possible to obtain useful information just from manufacturing times? <strong>Of course<\/strong>. Manufacturing time is a clear indicator of many situations, but fundamentally, it is a variable that is heavily influenced by any <strong>anomalies that occur in the process<\/strong> in any area. <\/p>\n<p>Whether an operator faces a problem executing an operation due to inadequate training, or if there is a logistical issue in dispatching the necessary materials to carry out the task, the manufacturing time will be directly affected.<\/p>\n<p>However, the manufacturing time <strong>tends to be as close as possible to the estimated<\/strong> manufacturing time for each task. This makes the distribution of manufacturing times, by its very nature, stationary, which makes it <strong>ideal for detecting anomalies<\/strong>, trends, and fluctuations, as well as<strong> predicting future values<\/strong>. <\/p>\n<p>The <strong>objective <\/strong>is to analyze and attempt to explain anomalies and trends in the manufacturing process of certain items, using only the manufacturing time as the main variable. At the same time, this analysis aims to be used for making forecasts. <\/p><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_section et_pb_section_4 popup-overlay-contact  et_pb_css_mix_blend_mode et_section_specialty et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_row et_block_row et_d4_element\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_1_2 et_pb_column et_pb_column_15   et_pb_specialty_column  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_d4_element et_pb_row_inner et_pb_row_inner_0 popup-content-contact  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_pb_column et_pb_column_4_4 et_d4_element et_pb_column_inner et_pb_column_inner_0  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_31  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h3><strong><span style=\"color: #ffa327;\">Efficient <\/span>digitalization to drive your business forward.<\/strong><\/h3>\n<h4>Contact us, <span style=\"color: #ffa327;\">we will be happy to assist you<\/span><\/h4><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row_inner et_pb_row_inner_1 popup-content-contact  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_pb_column et_pb_column_4_4 et_d4_element et_pb_column_inner et_pb_column_inner_1  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_8\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"900\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2019\/06\/contact-us-person-bw.png\" alt=\"\" title=\"contact-us-person-bw\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2019\/06\/contact-us-person-bw.png 1200w, https:\/\/sixphere.com\/wp-content\/uploads\/2019\/06\/contact-us-person-bw-300x225.png 300w, https:\/\/sixphere.com\/wp-content\/uploads\/2019\/06\/contact-us-person-bw-768x576.png 768w, https:\/\/sixphere.com\/wp-content\/uploads\/2019\/06\/contact-us-person-bw-1024x768.png 1024w, https:\/\/sixphere.com\/wp-content\/uploads\/2019\/06\/contact-us-person-bw-510x382.png 510w, https:\/\/sixphere.com\/wp-content\/uploads\/2019\/06\/contact-us-person-bw-1080x810.png 1080w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" class=\"wp-image-1858\" \/><\/span>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row_inner et_pb_row_inner_2 popup-content-contact  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_pb_column et_pb_column_4_4 et_d4_element et_pb_column_inner et_pb_column_inner_2  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_32  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4>Would you prefer to schedule a meeting?<\/h4><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_33 et_clickable  et_pb_text_align_right et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">Meet with us<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_d4_element et_pb_column_1_2 et_pb_column et_pb_column_16    et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_code et_pb_code_0 popup-content-contact\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_code_inner\">\n\t\t\t\t\t\t<script>\n\t\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\t\tportalId: 6108352,\n\t\t\t\t\t\t\t\t\tformId: \"8ae24433-55c9-4fe1-b510-5d41d383f35e\",\n\t\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1794225906000-1659730318\",\n\t\t\t\t\t\t\t\t\tregion: \"na1\",\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t})});\n\t\t\t\t\t\t<\/script>\n\t\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1794225906000-1659730318\"><\/div><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_section et_pb_section_5 study-case-strategy  et_pb_css_mix_blend_mode et_section_regular et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_d4_element et_pb_row et_pb_row_7 et_pb_equal_columns et_pb_gutters1  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_17  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_34  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4>strategy &amp; applied solution<\/h4><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_35  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h3>Analysis of the distribution of manufacturing operation times<\/h3><\/div>\n\t\t\t<\/div><div class=\"et_pb_button_module_wrapper et_pb_button_1_wrapper et_pb_button_alignment_left et_pb_module \">\n\t\t\t\t<a class=\"et_pb_button et_d4_element et_pb_button_1 popup-contact et_pb_bg_layout_light et_block_module\" href=\"\" target=\"_blank\" data-icon=\"&#x24;\">I want to start my project with Sixphere<\/a>\n\t\t\t<\/div><div class=\"et_pb_button_module_wrapper et_pb_button_2_wrapper et_pb_button_alignment_left et_pb_module \">\n\t\t\t\t<a class=\"et_pb_button et_d4_element et_pb_button_2 et_pb_bg_layout_light et_block_module\" href=\"#study-case-contact-form\" target=\"_blank\" data-icon=\"&#x24;\">I want to start my project<\/a>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_8  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_18  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_36  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4>Determining analogous work units<\/h4>\n<p>The first problem to solve is determining which units of work are analogous to each other, so that they can be compared. In manufacturing industry, the concept of a <strong>production order<\/strong> executed on a specific item is commonly used. <\/p>\n<p>However, a production order is usually made up of a <strong>set of operations<\/strong>, the ones that need to be carried out on the material. <strong>In this case, it is the operations<\/strong> that determine the unit of work, not the production orders. It is the execution time of the same operation over time that we can study as a time series. <\/p>\n<p>A time series is a set of values of a variable arranged chronologically, not necessarily in equal intervals. In this type of variable, studies can be conducted on the dependency of the value of the variable at a given moment on its previous moments. This is known as <strong>Autoregressive Analysis<\/strong>, which essentially involves a model where the dependent variable is explained through a certain number of past observations.  <\/p>\n<h4>Autoregressive analysis and stochastic methods<\/h4>\n<p>There are many methods for autoregressive analysis (AR), but focusing on stochastic methods, there are a series of <strong>AR-based models<\/strong> that are very useful, easy to implement, and typically yield good results for this type of study.<\/p>\n<p>These are the <strong>Autoregressive Moving Average (ARMA) models<\/strong>, which add a moving average effect to the basic autoregressive model; the Autoregressive Integrated Moving Average (ARIMA) models, which include a component for correcting non-stationary series; or the Seasonal Autoregressive Integrated Moving Average (SARIMA) models, which allow for the study of series that fluctuate across different seasons.<\/p><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_9\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap has-box-shadow-overlay\"><div class=\"box-shadow-overlay\"><\/div><img loading=\"lazy\" decoding=\"async\" width=\"985\" height=\"525\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-4.png\" alt=\"Big Data, anomalies, and prediction\" title=\"Big Data, anomalies, and prediction\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-4.png 985w, https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-4-980x522.png 980w, https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-4-480x256.png 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 985px, 100vw\" class=\"wp-image-18688\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_37  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4>A solution: Box-Jenkins methodology<\/h4>\n\n<p>The solution to our problem lies in applying the Box-Jenkins methodology, which is based on identifying candidate models and estimating their parameters, and analyzing the goodness of fit of the model through the study of the residuals, known as white noise.<\/p>\n\n<p>Once the best model to explain the behavior of a series has been determined, as well as the estimation of its parameters, predictions are used not only to anticipate the manufacturing time in this case, but also to determine that if a real observation deviates too much from the forecast, it is very likely that it is an anomaly in the series, and therefore, an action may be required.<\/p><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_row et_pb_row_9  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_19  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_38  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h2 style=\"font-size: 30px\">Consult a complete example of the analysis performed on a specific manufacturing operation<\/h2><\/div>\n\t\t\t<\/div><div class=\"et_pb_button_module_wrapper et_pb_button_3_wrapper et_pb_button_alignment_center et_pb_module \">\n\t\t\t\t<a class=\"et_pb_button et_d4_element et_pb_button_3 et_pb_bg_layout_light et_block_module\" href=\"https:\/\/6phere.github.io\/arima_example\/example1.html\" target=\"_blank\">Time series analysis<\/a>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_section et_pb_section_6 study-case-results  et_pb_css_mix_blend_mode et_section_specialty et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_row et_block_row et_d4_element et_pb_gutters1\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_1_3 et_pb_column et_pb_column_20    et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_10 et_animated et-waypoint\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/rocket-1.png\" alt=\"\" title=\"rocket (1)\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_39  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h4>Added value<\/h4><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_40  et_pb_text_align_right et_pb_text_align_left-tablet et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">Do you need results?<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_d4_element et_pb_column_2_3 et_pb_column et_pb_column_21   et_pb_specialty_column  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_with_border et_d4_element et_pb_row_inner et_pb_row_inner_3 et_pb_equal_columns et_pb_gutters1  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_pb_column et_pb_column_4_4 et_d4_element et_pb_column_inner et_pb_column_inner_3  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_41  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h2>Manufacturing prediction, anomaly detection... and decision-making<\/h2><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_42  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>The study of time series is not only useful for obtaining forecasting models but also for anomaly detection.<\/p>\n<p>In our case study, a method was developed in which, for each of the operations under analysis, the <strong>estimated manufacturing time<\/strong> for the next piece is obtained.<\/p><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_11\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap has-box-shadow-overlay\"><div class=\"box-shadow-overlay\"><\/div><img loading=\"lazy\" decoding=\"async\" width=\"985\" height=\"525\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-4.png\" alt=\"Big Data, anomalies, and prediction\" title=\"Big Data, anomalies, and prediction\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-4.png 985w, https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-4-980x522.png 980w, https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-4-480x256.png 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 985px, 100vw\" class=\"wp-image-18688\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_43  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>However, at the same time, for each observed value, and depending on the difference between that value and the one predicted by the model, a <strong>very versatile mechanism for anomaly detection can be established<\/strong>.<\/p>\n<p>In our case, this method was used to implement a mechanism where, once the actual manufacturing time of a part is recorded and compared with the estimated time, it is considered an anomaly or not depending on whether the difference is greater than the standard.<\/p><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_12\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap has-box-shadow-overlay\"><div class=\"box-shadow-overlay\"><\/div><img loading=\"lazy\" decoding=\"async\" width=\"985\" height=\"525\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-5.png\" alt=\"Big Data, anomalies, and prediction\" title=\"Big Data, anomalies, and prediction\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-5.png 985w, https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-5-980x522.png 980w, https:\/\/sixphere.com\/wp-content\/uploads\/2021\/04\/newplot-5-480x256.png 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 985px, 100vw\" class=\"wp-image-18687\" \/><\/span>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_44  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>But perhaps the most important value obtained in this case was achieving methods that, using very common data, such as the recording of production times for a piece, provide highly valuable <strong>information for decision-making<\/strong>.<\/p><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t<\/div><div class=\"et_d4_element et_pb_section et_pb_section_7 study-case-more et_pb_with_background  et_pb_css_mix_blend_mode et_section_regular et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_d4_element et_pb_row et_pb_row_10  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_4_4 et_pb_column et_pb_column_22  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_45  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h3>Explore more<span style=\"color: #ffa327;\"> case studies<\/span><\/h3><\/div>\n\t\t\t<\/div><div class=\"et_pb_button_module_wrapper et_pb_button_4_wrapper et_pb_button_alignment_left et_pb_button_alignment_phone_left et_pb_module \">\n\t\t\t\t<a class=\"et_pb_button et_d4_element et_pb_button_4 popup-contact et_pb_bg_layout_light et_block_module\" href=\"\" data-icon=\"&#x24;\">I want more information<\/a>\n\t\t\t<\/div><div class=\"et_pb_button_module_wrapper et_pb_button_5_wrapper et_pb_button_alignment_left et_pb_button_alignment_phone_right et_pb_module \">\n\t\t\t\t<a class=\"et_pb_button et_d4_element et_pb_button_5 et_pb_bg_layout_light et_block_module\" href=\"#study-case-contact-form\" data-icon=\"&#x24;\">I want more information<\/a>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_46 et_clickable  et_pb_text_align_left et_pb_text_align_right-phone et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\">See all cases<\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_portfolio_0 study-cases-grid et_animated  et_pb_css_mix_blend_mode et_pb_bg_layout_light et_pb_portfolio_grid clearfix\">\n\t\t\t\t<div class=\"et_pb_ajax_pagination_container\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"et_pb_portfolio_grid_items et_pb_grid_items\">\n\t\t\t\t\t\t\t\t\t\t<div id=\"post-24593\" class=\"post-24593 project type-project status-publish has-post-thumbnail hentry project_category-business-management project_category-digitalization et_pb_portfolio_item et_pb_portfolio_item_0_0 et_pb_grid_item\">\n\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sixphere.com\/en\/project\/comprehensive-digitalization-of-business-processes-with-odoo-and-power-bi\/\" title=\"Comprehensive Digitalization of Business Processes with Odoo and Power BI\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"et_portfolio_image\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2024\/12\/pexels-guihankenne-29559237-1-400x284.jpg\" alt=\"Comprehensive Digitalization of Business Processes with Odoo and Power BI\" width=\"400\" height=\"284\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2024\/12\/pexels-guihankenne-29559237-1.jpg 479w, https:\/\/sixphere.com\/wp-content\/uploads\/2024\/12\/pexels-guihankenne-29559237-1-400x284.jpg 480w\" sizes=\"(max-width:479px) 479px, 100vw\" \/>\t\t\t\t\t\t\t\t<span class=\"et_overlay et_pb_inline_icon\" data-icon=\"&#x54;\"><\/span>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\n\t\t\t\t\t<h2 class=\"et_pb_module_header\"><a href=\"https:\/\/sixphere.com\/en\/project\/comprehensive-digitalization-of-business-processes-with-odoo-and-power-bi\/\" title=\"Comprehensive Digitalization of Business Processes with Odoo and Power BI\">Comprehensive Digitalization of Business Processes with Odoo and Power BI<\/a><\/h2><p class=\"post-meta\"><a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/business-management\/\" title=\"Business Management\">Business Management<\/a>, <a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/digitalization\/\" title=\"Digitalization\">Digitalization<\/a><\/p>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div id=\"post-24620\" class=\"post-24620 project type-project status-publish has-post-thumbnail hentry project_category-digitalization project_category-industry-4-0 project_tag-lean-manufacturing-en project_tag-manufacture project_tag-textile et_pb_portfolio_item et_pb_portfolio_item_0_1 et_pb_grid_item\">\n\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sixphere.com\/en\/project\/traceability-quality-and-production-management-in-textiles\/\" title=\"Traceability, quality, and production management in textiles\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"et_portfolio_image\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2022\/07\/pexels-teguh-sugi-6070105-400x284.jpg\" alt=\"Traceability, quality, and production management in textiles\" width=\"400\" height=\"284\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2022\/07\/pexels-teguh-sugi-6070105.jpg 479w, https:\/\/sixphere.com\/wp-content\/uploads\/2022\/07\/pexels-teguh-sugi-6070105-400x284.jpg 480w\" sizes=\"(max-width:479px) 479px, 100vw\" \/>\t\t\t\t\t\t\t\t<span class=\"et_overlay et_pb_inline_icon\" data-icon=\"&#x54;\"><\/span>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\n\t\t\t\t\t<h2 class=\"et_pb_module_header\"><a href=\"https:\/\/sixphere.com\/en\/project\/traceability-quality-and-production-management-in-textiles\/\" title=\"Traceability, quality, and production management in textiles\">Traceability, quality, and production management in textiles<\/a><\/h2><p class=\"post-meta\"><a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/digitalization\/\" title=\"Digitalization\">Digitalization<\/a>, <a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/industry-4-0\/\" title=\"Industry 4.0\">Industry 4.0<\/a><\/p>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div id=\"post-24621\" class=\"post-24621 project type-project status-publish has-post-thumbnail hentry project_category-business-management project_category-digitalization project_tag-crm-en project_tag-erp-en project_tag-hubspot-en project_tag-laravel-en project_tag-odoo-en et_pb_portfolio_item et_pb_portfolio_item_0_2 et_pb_grid_item\">\n\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sixphere.com\/en\/project\/odoo-hubspot-and-custom-software-for-comprehensive-digitalization\/\" title=\"Odoo, HubSpot, and custom software for comprehensive digitalization\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"et_portfolio_image\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2023\/10\/pexels-quang-nguyen-vinh-2178175-400x284.jpg\" alt=\"Odoo, HubSpot, and custom software for comprehensive digitalization\" width=\"400\" height=\"284\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2023\/10\/pexels-quang-nguyen-vinh-2178175.jpg 479w, https:\/\/sixphere.com\/wp-content\/uploads\/2023\/10\/pexels-quang-nguyen-vinh-2178175-400x284.jpg 480w\" sizes=\"(max-width:479px) 479px, 100vw\" \/>\t\t\t\t\t\t\t\t<span class=\"et_overlay et_pb_inline_icon\" data-icon=\"&#x54;\"><\/span>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\n\t\t\t\t\t<h2 class=\"et_pb_module_header\"><a href=\"https:\/\/sixphere.com\/en\/project\/odoo-hubspot-and-custom-software-for-comprehensive-digitalization\/\" title=\"Odoo, HubSpot, and custom software for comprehensive digitalization\">Odoo, HubSpot, and custom software for comprehensive digitalization<\/a><\/h2><p class=\"post-meta\"><a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/business-management\/\" title=\"Business Management\">Business Management<\/a>, <a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/digitalization\/\" title=\"Digitalization\">Digitalization<\/a><\/p>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div id=\"post-24622\" class=\"post-24622 project type-project status-publish has-post-thumbnail hentry project_category-agile project_category-e-commerce-en project_tag-e-commerce-en project_tag-odoo-en project_tag-woocommerce-en project_tag-wordpress-en et_pb_portfolio_item et_pb_portfolio_item_0_3 et_pb_grid_item\">\n\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sixphere.com\/en\/project\/e-commerce-connected-with-odoo-erp-in-real-time\/\" title=\"E-commerce connected with Odoo ERP in real time\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"et_portfolio_image\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2022\/04\/pexels-pixabay-35550-400x284.jpg\" alt=\"E-commerce connected with Odoo ERP in real time\" width=\"400\" height=\"284\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2022\/04\/pexels-pixabay-35550.jpg 479w, https:\/\/sixphere.com\/wp-content\/uploads\/2022\/04\/pexels-pixabay-35550-400x284.jpg 480w\" sizes=\"(max-width:479px) 479px, 100vw\" \/>\t\t\t\t\t\t\t\t<span class=\"et_overlay et_pb_inline_icon\" data-icon=\"&#x54;\"><\/span>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\n\t\t\t\t\t<h2 class=\"et_pb_module_header\"><a href=\"https:\/\/sixphere.com\/en\/project\/e-commerce-connected-with-odoo-erp-in-real-time\/\" title=\"E-commerce connected with Odoo ERP in real time\">E-commerce connected with Odoo ERP in real time<\/a><\/h2><p class=\"post-meta\"><a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/agile\/\" title=\"Agile\">Agile<\/a>, <a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/e-commerce-en\/\" title=\"E-commerce\">E-commerce<\/a><\/p>\n\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_portfolio_1 study-cases-grid-mobile et_animated  et_pb_css_mix_blend_mode et_pb_bg_layout_light et_pb_portfolio_grid clearfix\">\n\t\t\t\t<div class=\"et_pb_ajax_pagination_container\">\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"et_pb_portfolio_grid_items et_pb_grid_items\">\n\t\t\t\t\t\t\t\t\t\t<div id=\"post-24593\" class=\"post-24593 project type-project status-publish has-post-thumbnail hentry project_category-business-management project_category-digitalization et_pb_portfolio_item et_pb_portfolio_item_1_0 et_pb_grid_item\">\n\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sixphere.com\/en\/project\/comprehensive-digitalization-of-business-processes-with-odoo-and-power-bi\/\" title=\"Comprehensive Digitalization of Business Processes with Odoo and Power BI\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"et_portfolio_image\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2024\/12\/pexels-guihankenne-29559237-1-400x284.jpg\" alt=\"Comprehensive Digitalization of Business Processes with Odoo and Power BI\" width=\"400\" height=\"284\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2024\/12\/pexels-guihankenne-29559237-1.jpg 479w, https:\/\/sixphere.com\/wp-content\/uploads\/2024\/12\/pexels-guihankenne-29559237-1-400x284.jpg 480w\" sizes=\"(max-width:479px) 479px, 100vw\" \/>\t\t\t\t\t\t\t\t<span class=\"et_overlay et_pb_inline_icon\" data-icon=\"&#x54;\"><\/span>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\n\t\t\t\t\t<h2 class=\"et_pb_module_header\"><a href=\"https:\/\/sixphere.com\/en\/project\/comprehensive-digitalization-of-business-processes-with-odoo-and-power-bi\/\" title=\"Comprehensive Digitalization of Business Processes with Odoo and Power BI\">Comprehensive Digitalization of Business Processes with Odoo and Power BI<\/a><\/h2><p class=\"post-meta\"><a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/business-management\/\" title=\"Business Management\">Business Management<\/a>, <a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/digitalization\/\" title=\"Digitalization\">Digitalization<\/a><\/p>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div id=\"post-24620\" class=\"post-24620 project type-project status-publish has-post-thumbnail hentry project_category-digitalization project_category-industry-4-0 project_tag-lean-manufacturing-en project_tag-manufacture project_tag-textile et_pb_portfolio_item et_pb_portfolio_item_1_1 et_pb_grid_item\">\n\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sixphere.com\/en\/project\/traceability-quality-and-production-management-in-textiles\/\" title=\"Traceability, quality, and production management in textiles\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"et_portfolio_image\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2022\/07\/pexels-teguh-sugi-6070105-400x284.jpg\" alt=\"Traceability, quality, and production management in textiles\" width=\"400\" height=\"284\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2022\/07\/pexels-teguh-sugi-6070105.jpg 479w, https:\/\/sixphere.com\/wp-content\/uploads\/2022\/07\/pexels-teguh-sugi-6070105-400x284.jpg 480w\" sizes=\"(max-width:479px) 479px, 100vw\" \/>\t\t\t\t\t\t\t\t<span class=\"et_overlay et_pb_inline_icon\" data-icon=\"&#x54;\"><\/span>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\n\t\t\t\t\t<h2 class=\"et_pb_module_header\"><a href=\"https:\/\/sixphere.com\/en\/project\/traceability-quality-and-production-management-in-textiles\/\" title=\"Traceability, quality, and production management in textiles\">Traceability, quality, and production management in textiles<\/a><\/h2><p class=\"post-meta\"><a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/digitalization\/\" title=\"Digitalization\">Digitalization<\/a>, <a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/industry-4-0\/\" title=\"Industry 4.0\">Industry 4.0<\/a><\/p>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div id=\"post-24621\" class=\"post-24621 project type-project status-publish has-post-thumbnail hentry project_category-business-management project_category-digitalization project_tag-crm-en project_tag-erp-en project_tag-hubspot-en project_tag-laravel-en project_tag-odoo-en et_pb_portfolio_item et_pb_portfolio_item_1_2 et_pb_grid_item\">\n\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sixphere.com\/en\/project\/odoo-hubspot-and-custom-software-for-comprehensive-digitalization\/\" title=\"Odoo, HubSpot, and custom software for comprehensive digitalization\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"et_portfolio_image\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2023\/10\/pexels-quang-nguyen-vinh-2178175-400x284.jpg\" alt=\"Odoo, HubSpot, and custom software for comprehensive digitalization\" width=\"400\" height=\"284\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2023\/10\/pexels-quang-nguyen-vinh-2178175.jpg 479w, https:\/\/sixphere.com\/wp-content\/uploads\/2023\/10\/pexels-quang-nguyen-vinh-2178175-400x284.jpg 480w\" sizes=\"(max-width:479px) 479px, 100vw\" \/>\t\t\t\t\t\t\t\t<span class=\"et_overlay et_pb_inline_icon\" data-icon=\"&#x54;\"><\/span>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\n\t\t\t\t\t<h2 class=\"et_pb_module_header\"><a href=\"https:\/\/sixphere.com\/en\/project\/odoo-hubspot-and-custom-software-for-comprehensive-digitalization\/\" title=\"Odoo, HubSpot, and custom software for comprehensive digitalization\">Odoo, HubSpot, and custom software for comprehensive digitalization<\/a><\/h2><p class=\"post-meta\"><a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/business-management\/\" title=\"Business Management\">Business Management<\/a>, <a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/digitalization\/\" title=\"Digitalization\">Digitalization<\/a><\/p>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div id=\"post-24622\" class=\"post-24622 project type-project status-publish has-post-thumbnail hentry project_category-agile project_category-e-commerce-en project_tag-e-commerce-en project_tag-odoo-en project_tag-woocommerce-en project_tag-wordpress-en et_pb_portfolio_item et_pb_portfolio_item_1_3 et_pb_grid_item\">\n\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/sixphere.com\/en\/project\/e-commerce-connected-with-odoo-erp-in-real-time\/\" title=\"E-commerce connected with Odoo ERP in real time\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"et_portfolio_image\">\n\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2022\/04\/pexels-pixabay-35550-400x284.jpg\" alt=\"E-commerce connected with Odoo ERP in real time\" width=\"400\" height=\"284\" srcset=\"https:\/\/sixphere.com\/wp-content\/uploads\/2022\/04\/pexels-pixabay-35550.jpg 479w, https:\/\/sixphere.com\/wp-content\/uploads\/2022\/04\/pexels-pixabay-35550-400x284.jpg 480w\" sizes=\"(max-width:479px) 479px, 100vw\" \/>\t\t\t\t\t\t\t\t<span class=\"et_overlay et_pb_inline_icon\" data-icon=\"&#x54;\"><\/span>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\n\t\t\t\t\t<h2 class=\"et_pb_module_header\"><a href=\"https:\/\/sixphere.com\/en\/project\/e-commerce-connected-with-odoo-erp-in-real-time\/\" title=\"E-commerce connected with Odoo ERP in real time\">E-commerce connected with Odoo ERP in real time<\/a><\/h2><p class=\"post-meta\"><a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/agile\/\" title=\"Agile\">Agile<\/a>, <a href=\"https:\/\/sixphere.com\/en\/blog\/project_category\/e-commerce-en\/\" title=\"E-commerce\">E-commerce<\/a><\/p>\n\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div><div id=\"study-case-contact-form\" class=\"et_d4_element et_pb_section et_pb_section_8 study-case-form  et_pb_css_mix_blend_mode et_section_regular et_block_section\" >\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_d4_element et_pb_row et_pb_row_11 et_pb_equal_columns  et_pb_css_mix_blend_mode et_block_row\">\n\t\t\t\t<div class=\"et_d4_element et_pb_column_1_2 et_pb_column et_pb_column_23  et_pb_css_mix_blend_mode et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div id=\"contact-form\" class=\"et_pb_module et_d4_element et_pb_text et_pb_text_47  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><h3><span style=\"color: #ffaf87;\">Efficient <\/span>digitalization to drive your business forward.<\/h3><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_text et_pb_text_48  et_pb_text_align_left et_pb_bg_layout_light\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_text_inner\"><p>If you have any questions, want to learn more about Sixphere, would like to schedule a <strong>meeting <\/strong>with our team, or wish for a demo of our projects and results, don't hesitate. Contact us, and <strong>we will help you<\/strong>.<\/p><\/div>\n\t\t\t<\/div><div class=\"et_pb_module et_d4_element et_pb_image et_pb_image_13 et_pb_image_sticky\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<span class=\"et_pb_image_wrap \"><img decoding=\"async\" src=\"https:\/\/sixphere.com\/wp-content\/uploads\/2021\/01\/Launching-pana.png\" alt=\"\" title=\"Launching-pana\" \/><\/span>\n\t\t\t<\/div>\n\t\t\t<\/div><div class=\"et_d4_element et_pb_column_1_2 et_pb_column et_pb_column_24  et_pb_css_mix_blend_mode et-last-child et_block_column\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module et_d4_element et_pb_code et_pb_code_1\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_code_inner\">\n\t\t\t\t\t\t<script>\n\t\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\t\tportalId: 6108352,\n\t\t\t\t\t\t\t\t\tformId: \"8ae24433-55c9-4fe1-b510-5d41d383f35e\",\n\t\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1794225907000-9013297638\",\n\t\t\t\t\t\t\t\t\tregion: \"na1\",\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t})});\n\t\t\t\t\t\t<\/script>\n\t\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1794225907000-9013297638\"><\/div><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\n\n\n\n\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>The manufacturing time of an item in a production line is, due to the inherent nature of the process, a value that should not vary too much over time, and should only be significantly affected by the occurrence of some anomaly. This makes it the ideal candidate to serve as the basis for intelligent prediction. Let&#8217;s see how.  <\/p>\n","protected":false},"author":2,"featured_media":23822,"template":"","meta":{"_acf_changed":false,"content-type":"","_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"project_category":[219],"project_tag":[224,222,223],"class_list":["post-24624","project","type-project","status-publish","has-post-thumbnail","hentry","project_category-data-ai","project_tag-ai","project_tag-big-data-en","project_tag-machine-learning-en"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Prediction of manufacturing times and anomalies with Big Data - Sixphere - Innovaci\u00f3n que conecta<\/title>\n<meta name=\"description\" content=\"Optimization of production flows through the prediction of manufacturing times using time series analysis based on data.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sixphere.com\/en\/project\/prediction-of-manufacturing-times-using-time-series\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Prediction of manufacturing times and anomalies with Big Data - 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