{"id":89431,"date":"2024-02-01T21:56:51","date_gmt":"2024-02-01T20:56:51","guid":{"rendered":"https:\/\/www.kiwidatascience.com\/?post_type=showcase&#038;p=89431"},"modified":"2024-03-11T09:28:13","modified_gmt":"2024-03-11T08:28:13","slug":"experiment-optimization","status":"publish","type":"showcase","link":"https:\/\/www.kiwidatascience.com\/it\/showcase\/experiment-optimization\/","title":{"rendered":"DoE &#8211; Brake Composition"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"89431\" class=\"elementor elementor-89431\" data-elementor-post-type=\"showcase\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4a48a9e elementor-section-height-min-height elementor-section-items-stretch elementor-section-boxed elementor-section-height-default\" data-id=\"4a48a9e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-b14edc9\" data-id=\"b14edc9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7f9a130 elementor-widget elementor-widget-heading\" data-id=\"7f9a130\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Case overview<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e34912 elementor-widget elementor-widget-spacer\" data-id=\"5e34912\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efaae9b elementor-widget elementor-widget-text-editor\" data-id=\"efaae9b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In the dynamic world of automotive engineering, the selection of materials proportion for brake systems stands as a cornerstone of innovation.<\/p><p>Typical KPIs calculation involve testing methods that irreversibly alter or damage the brake: this precludes its continued use or analysis. The importance of optimizing the number of destructive measurements lies in balancing the need for accurate data with the constraints imposed by resource availability, cost, and time.<\/p><p>Mixture designs determines the optimal combination of ingredients or components to achieve desired properties or outcomes while minimizing costs or meeting constraints.<\/p><p>This project seeked to uncover the ideal ingredients that elevate braking performance to new heights.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5d5d7e9\" data-id=\"5d5d7e9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2057b06 elementor-widget elementor-widget-heading\" data-id=\"2057b06\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Tecnologie<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08e67ae elementor-widget elementor-widget-spacer\" data-id=\"08e67ae\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8eceb14 icon-position-mobile-left icon-vertical-align-center content-align-left icon-box-vertical-align-top icon-position-left elementor-widget elementor-widget-the7_icon_box_grid_widget\" data-id=\"8eceb14\" data-element_type=\"widget\" data-widget_type=\"the7_icon_box_grid_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"the7-box-grid-wrapper the7-elementor-widget loading-effect-none the7_icon_box_grid_widget-8eceb14\">\t\t\t<div class=\"dt-css-grid\">\n\t\t\t\t\t\t\t\t\t<div class=\"wf-cell shown\">\n\t\t\t\t\t\t<div class=\"the7-icon-box-grid\">\t\t\t\t\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" aria-label=\"Python\">\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t\t\t\t\t<a aria-label=\"Python\">\t\t\t\t\t\t\t\t\t\t\t\tPython\t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"wf-cell shown\">\n\t\t\t\t\t\t<div class=\"the7-icon-box-grid\">\t\t\t\t\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" aria-label=\"Minitab\">\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t\t\t\t\t<a aria-label=\"Minitab\">\t\t\t\t\t\t\t\t\t\t\t\tMinitab\t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"wf-cell shown\">\n\t\t\t\t\t\t<div class=\"the7-icon-box-grid\">\t\t\t\t\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" aria-label=\"Spotfire\">\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t\t\t\t\t<a aria-label=\"Spotfire\">\t\t\t\t\t\t\t\t\t\t\t\tSpotfire\t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"wf-cell shown\">\n\t\t\t\t\t\t<div class=\"the7-icon-box-grid\">\t\t\t\t\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" aria-label=\"R\">\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t\t\t\t\t<a aria-label=\"R\">\t\t\t\t\t\t\t\t\t\t\t\tR\t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"wf-cell shown\">\n\t\t\t\t\t\t<div class=\"the7-icon-box-grid\">\t\t\t\t\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" aria-label=\"Spotfire\">\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8z\"><\/path><\/svg>\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t\t\t\t\t<a aria-label=\"Spotfire\">\t\t\t\t\t\t\t\t\t\t\t\tSpotfire\t\t\t\t\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4591df8 elementor-widget elementor-widget-spacer\" data-id=\"4591df8\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d8b1582 elementor-section-height-min-height elementor-section-items-stretch elementor-section-boxed elementor-section-height-default\" data-id=\"d8b1582\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0610a57\" data-id=\"0610a57\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-01e0575 elementor-widget elementor-widget-image\" data-id=\"01e0575\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1112\" height=\"740\" src=\"https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe4.png\" class=\"attachment-full size-full wp-image-89820\" alt=\"\" srcset=\"https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe4.png 1112w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe4-300x200.png 300w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe4-1024x681.png 1024w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe4-768x511.png 768w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe4-18x12.png 18w\" sizes=\"(max-width: 1112px) 100vw, 1112px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-904336d elementor-section-height-min-height elementor-section-items-stretch elementor-section-boxed elementor-section-height-default\" data-id=\"904336d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-de9863f\" data-id=\"de9863f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fa71293 elementor-widget elementor-widget-heading\" data-id=\"fa71293\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Mixture Design<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-37038fb\" data-id=\"37038fb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6b4e0d2 elementor-widget elementor-widget-text-editor\" data-id=\"6b4e0d2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Mixture design, also known as mixture experiments or mixture modeling, is a statistical method used to optimize the composition of mixtures or blends consisting of multiple ingredients or components. This approach is commonly employed in various fields such as chemistry, materials science, pharmaceuticals, food science, and industrial engineering.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-34cebd5 elementor-section-height-min-height elementor-section-items-stretch elementor-section-boxed elementor-section-height-default\" data-id=\"34cebd5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8d452ab\" data-id=\"8d452ab\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-850b44e elementor-widget elementor-widget-image\" data-id=\"850b44e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"4115\" height=\"889\" src=\"https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe5.png\" class=\"attachment-full size-full wp-image-89819\" alt=\"\" srcset=\"https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe5.png 4115w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe5-300x65.png 300w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe5-1024x221.png 1024w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe5-768x166.png 768w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe5-1536x332.png 1536w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe5-2048x442.png 2048w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe5-18x4.png 18w\" sizes=\"(max-width: 4115px) 100vw, 4115px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9f94038 elementor-section-height-min-height elementor-section-items-stretch elementor-section-boxed elementor-section-height-default\" data-id=\"9f94038\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-43c7d33\" data-id=\"43c7d33\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6dba025 elementor-widget elementor-widget-heading\" data-id=\"6dba025\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Results<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-e4defd5\" data-id=\"e4defd5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e7894a6 elementor-widget elementor-widget-text-editor\" data-id=\"e7894a6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The project aimed to identify the optimal ingredients for high-performance brake systems through an &#8220;Extreme Vertices&#8221; mixture design.<\/p><p>The experimental data collected from the project serves as the foundation for developing an interactive dashboard aimed at simulating the performance of new configurations using a Monte Carlo approach.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2fafbe2 elementor-section-height-min-height elementor-section-items-stretch elementor-section-boxed elementor-section-height-default\" data-id=\"2fafbe2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7d53969\" data-id=\"7d53969\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8abfffc elementor-widget elementor-widget-image\" data-id=\"8abfffc\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"3762\" height=\"2103\" src=\"https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe6.png\" class=\"attachment-full size-full wp-image-89821\" alt=\"\" srcset=\"https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe6.png 3762w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe6-300x168.png 300w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe6-1024x572.png 1024w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe6-768x429.png 768w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe6-1536x859.png 1536w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe6-2048x1145.png 2048w, https:\/\/www.kiwidatascience.com\/wp-content\/uploads\/2024\/02\/doe6-18x10.png 18w\" sizes=\"(max-width: 3762px) 100vw, 3762px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Mixture design experiment to investigate and model brake composition.<\/p>","protected":false},"featured_media":89783,"template":"","meta":[],"case_category":[262,266,265],"class_list":["post-89431","showcase","type-showcase","status-publish","has-post-thumbnail","hentry","case_category-dashboards","case_category-industrial-statistics","case_category-minitab"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>DoE - Brake Composition - Kiwi Data Science<\/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.kiwidatascience.com\/it\/showcase\/experiment-optimization\/\" \/>\n<meta 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