{"id":12094,"date":"2018-05-18T13:06:00","date_gmt":"2018-05-18T11:06:00","guid":{"rendered":"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/?post_type=case-study&#038;p=12094"},"modified":"2025-01-07T11:35:28","modified_gmt":"2025-01-07T09:35:28","slug":"production-optimization","status":"publish","type":"case-study","link":"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-studies\/production-optimization\/","title":{"rendered":"Optimize to increase equipment availability by 5%"},"content":{"rendered":"\n<div class=\"wp-block-cgb-section-block padding-top-0 padding-bottom-0 c-padding-left-0 c-padding-right-0\"><div class=\"container container__full\">\n<figure class=\"wp-block-image size-full img-responsive\"><img decoding=\"async\" width=\"1640\" height=\"300\" data-src=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1640x300optimize-e1726117273861.jpg\" alt=\"\" class=\"wp-image-12095 lazyload\" data-srcset=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1640x300optimize-e1726117273861.jpg 1640w, https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1640x300optimize-e1726117273861-300x55.jpg 300w, https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1640x300optimize-e1726117273861-1600x293.jpg 1600w, https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1640x300optimize-e1726117273861-768x140.jpg 768w, https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1640x300optimize-e1726117273861-1536x281.jpg 1536w\" data-sizes=\"(max-width: 1640px) 100vw, 1640px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1640px; --smush-placeholder-aspect-ratio: 1640\/300;\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<section class=\"wp-block-cgb-section-block border-bottom-EAEAEA\"><div class=\"container container__main\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h2 class=\"wp-block-heading\">Improvements in production scheduling<\/h2>\n\n\n\n<p>The EMS usually recalculates cycle times for its production planning once a year. This is mostly because the data analysis behind adjusting cycle times has proven to be time and labor intensive. Moreover, such analysis produces only point estimate times that give no insight on variability and interdependencies. Relying on real-time production data from MES, and planning data from the ERP, we produced an analysis that continuously identifies products and operations with the greatest potential for efficiency gains.<\/p>\n\n\n\n<p>Additionally, we dug deeper into analyzing the efficiency of the workforce. Operation times seemed to vary greatly between operators, and there was perceived potential in identifying efficient peers and capturing their best practices. Based on operator work bookings and product complexity, our analysis tool identifies operators who worked fastest with the least variation in quality.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Our tools of wizardry<\/h2>\n\n\n\n<p>When we looked at the total time savings, there were a few products and operations that stood out in particular. The most savings occurred when variance in functional and integration testing was decreased.<\/p>\n\n\n\n<p>On SMA line it became apparent, that there is some <strong>excess capacity hidden into cycle times<\/strong>. In general, the planned cycle times per component exceed the actual median cycle times.<\/p>\n\n\n\n<p>When looking at worker efficiencies, it became apparent that there exists a small subgroup of efficient workers, who operate at low time bookings and whose work times are very stable (i.e. no high outliers). Those workers should be used as trainers, and their work practices should be recorded.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Recommendations for the client<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Benchmark operator time for manual assembly phase at approximately 2.5 seconds per component.<\/li>\n\n\n\n<li>Look into sources of variance in operator work, booking times in pre-handling and final assembly phases.<\/li>\n\n\n\n<li>Implement adjusted cycle times for FCT. The time required to complete this step is sometimes overestimated.<\/li>\n\n\n\n<li>Examine variances in ICT cycles. Lack of data makes it impossible to explain high medians and variances<\/li>\n\n\n\n<li>SMA cycle times are accurate, and current planning figures tend to overestimate the line\u2019s full capacity.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<aside class=\"wp-block-cgb-section-block\" style=\"background-color:#f3f7f9\"><div class=\"container container__full\">\n<h4 class=\"wp-block-heading\">Methods used<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Microsoft R Server for .csv files, data.table<\/li>\n\n\n\n<li>SpectX for log\/blob parsing<\/li>\n\n\n\n<li>R with H2O<\/li>\n<\/ul>\n<\/div><\/aside>\n<\/div>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-cgb-section-block\" style=\"background-color:#f4f4f4\"><div class=\"container container__main\">\n<div class=\"wp-block-cgb-section-block left\"><div class=\"container container__main\">\n<h2 class=\"wp-block-heading\" id=\"service-design-case-studies\">Related case studies<\/h2>\n\n\n\n<div class=\"wp-block-cgb-section-block left\"><div class=\"container container__narrow\">\n<p>Our case studies give an insight into how human-oriented design principles will help product companies persuade customers to go on a journey with smart, connected products.<\/p>\n<\/div><\/div>\n\n\n<div class=\"case-shortcode\"><div class=\"row\"><article class=\"col-md-4 post-12354 case-study type-case-study status-publish has-post-thumbnail hentry casestudy_cat-other count-1\"><div class=\"post__wrap\">\n\t<div class=\"post__img\">\n\t\t<a href=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-studies\/identifying-issues-in-getting-identification-documents\/\">\n\t\t\t<img decoding=\"async\" width=\"1200\" height=\"627\" data-src=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/10\/cs_1200x630politsei-pic-1200x627.jpg\" class=\"img-responsive wp-post-image lazyload\" alt=\"\" data-srcset=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/10\/cs_1200x630politsei-pic-1200x627.jpg 1200w, https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/10\/cs_1200x630politsei-pic-300x158.jpg 300w\" data-sizes=\"(max-width: 1200px) 100vw, 1200px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1200px; --smush-placeholder-aspect-ratio: 1200\/627;\" \/>\t\t<\/a>\n\t<\/div>\n\t<div class=\"post__inner\">\n\t\t<header class=\"post__header\">\n\t\t\t<div class=\"entry-header\">\n\t\t\t\t\n<div class=\"post__categories\">\n    <div class=\"entry-categories__inner\">\n        <ul class=\"post-categories\">\n            <li class=\"category category--color-discover\"><a href=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-category\/other\/\">Case Study<span>Other<\/span><\/a><\/li>        <\/ul>\n    <\/div>\n<\/div>\t\t\t\t\t\t\t\t\t<div class=\"entry-logo\">\n\t\t\t\t\t    <img decoding=\"async\" data-src=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/10\/logo.png\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1713px; --smush-placeholder-aspect-ratio: 1713\/283;\" \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t            <h2 class=\"entry-title\"><a href=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-studies\/identifying-issues-in-getting-identification-documents\/\" rel=\"bookmark\">Mapping a service used by every citizen<\/a><\/h2>\t\t\t<\/div>\n\t    <\/header>\n\t    \t<\/div>\n<\/div><\/article><article class=\"col-md-4 post-12332 case-study type-case-study status-publish has-post-thumbnail hentry casestudy_cat-other count-2\"><div class=\"post__wrap\">\n\t<div class=\"post__img\">\n\t\t<a href=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-studies\/production-line-weighing-system-modernization\/\">\n\t\t\t<img decoding=\"async\" width=\"1200\" height=\"627\" data-src=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1200x630kala-1200x627.png\" class=\"img-responsive wp-post-image lazyload\" alt=\"\" data-srcset=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1200x630kala-1200x627.png 1200w, https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1200x630kala-300x158.png 300w\" data-sizes=\"(max-width: 1200px) 100vw, 1200px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1200px; --smush-placeholder-aspect-ratio: 1200\/627;\" \/>\t\t<\/a>\n\t<\/div>\n\t<div class=\"post__inner\">\n\t\t<header class=\"post__header\">\n\t\t\t<div class=\"entry-header\">\n\t\t\t\t\n<div class=\"post__categories\">\n    <div class=\"entry-categories__inner\">\n        <ul class=\"post-categories\">\n            <li class=\"category category--color-discover\"><a href=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-category\/other\/\">Case Study<span>Other<\/span><\/a><\/li>        <\/ul>\n    <\/div>\n<\/div>\t\t\t\t\t\t\t\t\t<div class=\"entry-logo\">\n\t\t\t\t\t    <img decoding=\"async\" data-src=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/plajassaare.svg\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t            <h2 class=\"entry-title\"><a href=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-studies\/production-line-weighing-system-modernization\/\" rel=\"bookmark\">Production-line weighing system modernization<\/a><\/h2>\t\t\t<\/div>\n\t    <\/header>\n\t    \t<\/div>\n<\/div><\/article><article class=\"col-md-4 post-12319 case-study type-case-study status-publish has-post-thumbnail hentry casestudy_cat-other count-3\"><div class=\"post__wrap\">\n\t<div class=\"post__img\">\n\t\t<a href=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-studies\/a-brand-strategy-for-a-healthcare-provider\/\">\n\t\t\t<img decoding=\"async\" width=\"1200\" height=\"627\" data-src=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1200x630haava-1200x627.jpg\" class=\"img-responsive wp-post-image lazyload\" alt=\"\" data-srcset=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1200x630haava-1200x627.jpg 1200w, https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2023\/09\/cs_1200x630haava-300x158.jpg 300w\" data-sizes=\"(max-width: 1200px) 100vw, 1200px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1200px; --smush-placeholder-aspect-ratio: 1200\/627;\" \/>\t\t<\/a>\n\t<\/div>\n\t<div class=\"post__inner\">\n\t\t<header class=\"post__header\">\n\t\t\t<div class=\"entry-header\">\n\t\t\t\t\n<div class=\"post__categories\">\n    <div class=\"entry-categories__inner\">\n        <ul class=\"post-categories\">\n            <li class=\"category category--color-discover\"><a href=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-category\/other\/\">Case Study<span>Other<\/span><\/a><\/li>        <\/ul>\n    <\/div>\n<\/div>\t\t\t\t\t\t\t\t\t<div class=\"entry-logo\">\n\t\t\t\t\t    <img decoding=\"async\" data-src=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-content\/uploads\/2019\/04\/Group-1.png\" alt=\"\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 700px; --smush-placeholder-aspect-ratio: 700\/195;\" \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t            <h2 class=\"entry-title\"><a href=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-studies\/a-brand-strategy-for-a-healthcare-provider\/\" rel=\"bookmark\">Creating a brand identity for a Wound Clinic<\/a><\/h2>\t\t\t<\/div>\n\t    <\/header>\n\t    \t<\/div>\n<\/div><\/article><\/div><div class=\"shortcode-read-more-link-wrap arrow-link-dark-blue-2\"><a class=\"shortcode-read-more-link\" href=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/case-category\/other\/\">See more case studies on Other<\/a><\/div><\/div>\n<\/div><\/div>\n<\/div><\/section>\n\n\n<section class=\"wp-block-cgb-section-block contact-form left\" id=\"section-contact-form-3123\"><div class=\"container container__main\"><div class=\"contact-form-column\"><div class=\"row\"><div class=\"col-md-8 contact-form-form-column\"><h2>Share your challenge with us<\/h2><div class=\"lb-eventbox-content\"><div class=\"lb-form\"><form class=\"lb-reg-form\"><input type=\"hidden\" name=\"id\" value=\"3123\"><input type=\"hidden\" name=\"url\" id=\"url\" value=\"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-json\/wp\/v2\/case-study\/12094\"><input type=\"hidden\" name=\"cid\" id=\"cid\" value=\"\"><input type=\"hidden\" name=\"gaid\" id=\"gaid\" value=\"\"><div class=\"form-fields\"><div class=\"form-group form-group--name\"><label for=\"3123_name\">Full name <span class=\"required-dot\">*<\/span><\/label><input type=\"text\" name=\"name\" id=\"3123_name\" required><\/div><div class=\"form-group form-group--company\"><label for=\"3123_company\">Company<\/label><input type=\"text\" name=\"company\" id=\"3123_company\"><\/div><div class=\"form-group form-group--email\"><label for=\"3123_email\">E-mail <span class=\"required-dot\">*<\/span><\/label><input type=\"text\" name=\"email\" id=\"3123_email\" required><\/div><div class=\"form-group form-group--message\"><label for=\"3123_message\">Your message <span class=\"required-dot\">*<\/span><\/label><textarea name=\"message\" id=\"3123_message\" required><\/textarea><\/div><\/div><div class=\"lb-error\"><p>Please fill all the mandatory fields (marked with *).<\/p><\/div><div class=\"lb-submit\"><button class=\"wp-block-button__link\">Send message<\/button><svg class=\"contact-form-loader\" width=\"38\" height=\"38\" viewBox=\"0 0 38 38\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" stroke=\"#3890E4\"><g fill=\"none\" fill-rule=\"evenodd\"><g transform=\"translate(1 1)\" stroke-width=\"2\"><circle stroke-opacity=\".5\" cx=\"18\" cy=\"18\" r=\"18\"\/><path d=\"M36 18c0-9.94-8.06-18-18-18\"><animateTransform attributeName=\"transform\" type=\"rotate\" from=\"0 18 18\" to=\"360 18 18\" dur=\"1s\" repeatCount=\"indefinite\"\/><\/path><\/g><\/g><\/svg><\/div><div class=\"lb-recaptcha-branding\"><p>This site is protected by reCAPTCHA and the Google <a href=\"https:\/\/policies.google.com\/privacy\" target=\"_blank\">Privacy Policy<\/a> and <a href=\"https:\/\/policies.google.com\/terms\" target=\"_blank\">Terms of Service<\/a> apply.<\/p><\/div><\/form><\/div><div class=\"lb-success\"><div class=\"success-icon\"><svg width=\"65\" height=\"51\" viewBox=\"0 0 65 51\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M4 25.3396L21.7662 43L61 4\" stroke=\"#1AD14C\" stroke-width=\"10\"\/><\/svg><\/div><h2>Thank You!<\/h2><p>Your message has been sent. Our team will get back to you as soon as possible!<\/p><button class=\"wp-block-button__link js-send-more\">Send One More<\/button><\/div><\/div><\/div><div class=\"contact-form-person-column col-md-4\"><div class=\"contact-person-item\"><\/div><\/div><\/div><\/div><\/div><\/section><script>!function(){window.addEventListener(\"load\",function(){!function(){try{var t,e,n=ga.getAll();for(t=0,e=n.length;t<e;t+=1)if(\"UA-151528475-1\"===n[t].get(\"trackingId\")){var d=n[t].get(\"clientId\");return document.getElementById(\"gaid\")&&\"string\"==typeof d&&document.getElementById(\"gaid\").setAttribute(\"value\",d),n[t].get(\"clientId\")}}catch(t){}}()})}();<\/script>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Process optimization facilitates superior automated assembly cycle times, benchmarks operational production, and eliminates variances in product quality<\/p>\n","protected":false},"featured_media":12097,"parent":0,"template":"single-case-study-v2.php","tags":[],"casestudy_cat":[50],"class_list":["post-12094","case-study","type-case-study","status-publish","has-post-thumbnail","hentry","casestudy_cat-other"],"acf":[],"_links":{"self":[{"href":"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-json\/wp\/v2\/case-study\/12094","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-json\/wp\/v2\/case-study"}],"about":[{"href":"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-json\/wp\/v2\/types\/case-study"}],"version-history":[{"count":0,"href":"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-json\/wp\/v2\/case-study\/12094\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-json\/wp\/v2\/media\/12097"}],"wp:attachment":[{"href":"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-json\/wp\/v2\/media?parent=12094"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-json\/wp\/v2\/tags?post=12094"},{"taxonomy":"casestudy_cat","embeddable":true,"href":"https:\/\/clients.triloogia.ee\/proekspert\/wp-new\/wp-json\/wp\/v2\/casestudy_cat?post=12094"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}