{"id":7509,"date":"2020-06-03T08:51:25","date_gmt":"2020-06-03T06:51:25","guid":{"rendered":"https:\/\/doteco.com\/news\/accuracy-precision-1-part\/"},"modified":"2026-05-29T16:26:21","modified_gmt":"2026-05-29T14:26:21","slug":"accuracy-precision-1-part","status":"publish","type":"post","link":"https:\/\/doteco.com\/en\/insights-technical-topics\/accuracy-precision-1-part\/","title":{"rendered":"Accuracy &#038; Precision: 1\u00b0 PART"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\"><h4>Often we read on product brochures and catalogs, statements about how accurate and precise the products are.&#13;\nGreat! But\u2026 what does accuracy and precision mean, what is the difference between them, and why are they used as key indicators of the blenders quality?&#13;\nDuring this two parts article we will try to answer to these question in a very simple way.<\/h4><\/h4>\n\n<p><\/p>\n\n<p>\u00a0<\/p>\n\n<div style=\"height:54px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h1 class=\"wp-block-heading\">I\u00b0 PART: PRECISION<\/h1>\n\n<h2 class=\"wp-block-heading\">Repetita iuvant<\/h2>\n\n<p>Imagine you have been invited by a friend to try archery for the first time: after a brief explanation, your are given 50 arrows. The goal is to hit the center of a target as many times as possible.<br\/>Here is the final result:<\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"219\" src=\"https:\/\/doteco.com\/wp-content\/uploads\/low-precision-1.jpg\" alt=\"\" class=\"wp-image-7462\" style=\"width:241px;height:auto\"\/><\/figure>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p>A couple of arrows hit the center of the target, however most of them ended up scattered all over it.<\/p>\n\n<p>Your friend comment is:\u00a0<strong>\u201cquite accurate but very low precision performance!\u201d<\/strong><\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p>To better understand what your friend was referring to,<b>\u00a0let\u2019s introduce the concept of Precision:\u00a0<\/b>the degree of precision is the ability of a system to repeat the same amount of output in time, In this case, how close to the others each arrow landed.<\/p>\n\n<div style=\"height:54px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">Precision in a dosing process<\/h2>\n\n<p>There are many similarities between archery and dosing processes (or automatic processes in general), in both cases one of the goals is to be able to obtain the same result over time.<br\/>While shooting arrows, all of them should land as close as possible to each others, during the dosing process the blender should be able to provide as much as possible the same amounts for each ingredient over time.<br\/><strong>The ability of the blender to dose the same amounts for each ingredient over time is represented by its precision.<\/strong><\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p><p style=\"text-align: justify;\">Let\u2019s see an example:&#13;\nIn order to be able to monitor the precision, first it is necessary to set the recipe and choose a desired throughput (kg\/h), then at constant intervals of time we take samples of one of the ingredients and weight them.&#13;\nOnce we have a sufficient amount of samples, let\u2019s visualize them by displaying in a chart as shown below: the <span style=\"color: #0033cc;\"><strong>blue dots<\/strong><\/span> represent the single measurements (samples), the <span style=\"color: #990000;\"><strong>red lines<\/strong><\/span> indicates the maximum tolerance allowed (just for reference) and the <span style=\"color: #009933;\"><strong>green one<\/strong><\/span> the average of the observations.<\/p><\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"243\" src=\"https:\/\/doteco.com\/wp-content\/uploads\/TARG-PREC-1-1024x243-1.jpg\" alt=\"\" class=\"wp-image-7466\" srcset=\"https:\/\/doteco.com\/wp-content\/uploads\/TARG-PREC-1-1024x243-1.jpg 1024w, https:\/\/doteco.com\/wp-content\/uploads\/TARG-PREC-1-1024x243-1-300x71.jpg 300w, https:\/\/doteco.com\/wp-content\/uploads\/TARG-PREC-1-1024x243-1-768x182.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p><p style=\"text-align: justify;\">We notice that some of the measurements are close or exactly the same as the set point, some others are very far, few even exceed the tolerances. So, how would you rate the result? It is quite intuitive, however the target next to the chart might visually help to immediately recognize that the blender&#8217;s level of precision is quite low.<\/p><br\/><\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p>Since the results of the last test were quite disappointing, let&#8217;s perform another test with the same settings and same procedure, but this time we will use an high end blender.<\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"243\" src=\"https:\/\/doteco.com\/wp-content\/uploads\/TARG-PREC-2-1-1024x243-1.jpg\" alt=\"\" class=\"wp-image-7470\" style=\"width:1040px;height:auto\" srcset=\"https:\/\/doteco.com\/wp-content\/uploads\/TARG-PREC-2-1-1024x243-1.jpg 1024w, https:\/\/doteco.com\/wp-content\/uploads\/TARG-PREC-2-1-1024x243-1-300x71.jpg 300w, https:\/\/doteco.com\/wp-content\/uploads\/TARG-PREC-2-1-1024x243-1-768x182.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p><p style=\"text-align: justify;\">Compared to the first test, the blue dots are way less spreaded over the chart, all of them are largely within the tolerances boundaries and close to the green line representing the measurements average.&#13;\nThis time the ingredient is dosed almost in the same amount over time, meaning that the percentage of ingredient dosed will be almost\u00a0 the same in every cycle, resulting in an high precision process.&#13;\nThe following histograms, built\u00a0 with the data collected during the two sampling tests, shows clearly the difference between the two blenders:<\/p><\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"446\" height=\"295\" src=\"https:\/\/doteco.com\/wp-content\/uploads\/alta-bassa-precisione-4.jpg\" alt=\"\" class=\"wp-image-7474\" style=\"width:525px;height:auto\" srcset=\"https:\/\/doteco.com\/wp-content\/uploads\/alta-bassa-precisione-4.jpg 446w, https:\/\/doteco.com\/wp-content\/uploads\/alta-bassa-precisione-4-300x198.jpg 300w\" sizes=\"auto, (max-width: 446px) 100vw, 446px\" \/><\/figure>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p>The first graph depicts a very precise process, where dispersion and variability are very low. On the other hand, the second shows high variability and a larger dispersion of the data, meaning that the blender lacks of precision.<\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p><strong><big>It\u2019s all about sigma<\/big><\/strong><br\/>Now the question is: <strong>how can we quantify precision?<\/strong><br\/>With a value called <strong>Sigma (symbol \u03c3)*<\/strong>, which represents the variability of the output.<br\/>In other words, what is the ability of the blender to provide the same amount of each ingredient over time.<br\/>The higher is sigma the more the weight of the samples will be variable, resulting in lower precision.<\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"781\" height=\"294\" src=\"https:\/\/doteco.com\/wp-content\/uploads\/sigma-alto-basso-4.jpg\" alt=\"\" class=\"wp-image-7478\" style=\"width:797px;height:auto\" srcset=\"https:\/\/doteco.com\/wp-content\/uploads\/sigma-alto-basso-4.jpg 781w, https:\/\/doteco.com\/wp-content\/uploads\/sigma-alto-basso-4-300x113.jpg 300w, https:\/\/doteco.com\/wp-content\/uploads\/sigma-alto-basso-4-768x289.jpg 768w\" sizes=\"auto, (max-width: 781px) 100vw, 781px\" \/><\/figure>\n\n<div style=\"height:54px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">High precision, high quality<\/h2>\n\n<p><p style=\"text-align: justify;\">Precision is very important, but when it comes to high performance technical products it\u2019s fundamental.&#13;\nA very precise system will guarantee a costant proportion of the recipe ingredients, resulting in an high quality final product over the time.&#13;\nFor example let&#8217;s consider color fiber manufacturing: poor precision will lead to a severe fluctuations of the pigment dosed quantity over time, increasing the defects rate and consequently scrap product.<\/p><\/p>\n\n<div style=\"height:54px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p><\/p>\n\n<p>The contents on the website www.doteco.com of which Doteco S.p.A. is the author they cannot be copied because they belong to the author himself. Copying and reproduction of the contents in any way or form is prohibited. The sharing and redistribution of content is permitted as long as the source is cited and the link to the page from which they were taken is reported. Copyright \u00a9 2020 Doteco S.p.A. All rights reserved<\/p>\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In this first part we will introduce the concept of Precision.<\/p>\n","protected":false},"author":1,"featured_media":6696,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[97],"tags":[],"class_list":["post-7509","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights-technical-topics"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Accuracy &amp; Precision: 1\u00b0 PART - Doteco<\/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:\/\/doteco.com\/en\/insights-technical-topics\/accuracy-precision-1-part\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Accuracy &amp; 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