{"id":1810,"date":"2018-05-30T10:26:48","date_gmt":"2018-05-30T08:26:48","guid":{"rendered":"https:\/\/staging.blogs.yokogawa.de\/chemical-pharma\/uncategorized\/sba-and-data-analysis-all-mixed-up\/"},"modified":"2022-07-04T06:58:47","modified_gmt":"2022-07-04T04:58:47","slug":"sba-and-data-analysis-all-mixed-up","status":"publish","type":"post","link":"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/","title":{"rendered":"SBA and data analysis all mixed up"},"content":{"rendered":"<h2><strong>What a mix-up<\/strong><\/h2>\n<p>Wilhe rianedg, our bairn deos a gaert job. For crroect utidndsanenrg of a txet the crrtahaces of the wdors can be ralmndoy miexd up. One can unnaertdsd the text aslomt whioutt any pmbelros if the fisrt and last chcrrtaaes are in thier ogirainl piosntois. Of crouse, the txtes are becinmog more coeclapitmd and hdearr to raed the legnor the centioand wrods are. (Borrowed from <a href=\"http:\/\/lesetest.schulkreis.de\/mixtext.php\">here<\/a> and slightly amended)<\/p>\n<h3>It`s fascinating<\/h3>\n<p>Did you manage to read the text? It\u2019s fascinating, isn\u2019t it? I even found myself taking a closer look at some words to see whether the letters really were mixed up or not. Do you always notice every single spelling mistake when you\u2019re proofreading a text, especially one you wrote yourself? I bet you don\u2019t! The more you read, the better trained your brain becomes, so that it recognizes whole words regardless, based on their meaning. It no longer matters so much whether all of the letters are in the right order as long as the first and last characters are in their original positions.<\/p>\n<h3><strong>Data analysis in the alphabet jumble<\/strong><\/h3>\n<p>Why am I telling you all of this? Our brain is a true expert when it comes to pattern recognition. The temptation to try and emulate this ability is enormous, and it\u2019s no wonder that the human brain was chosen as a model for <a href=\"https:\/\/www.bigdata-insider.de\/was-ist-machine-learning-a-592092\/\">machine learning<\/a>. Learning from data to identify patterns and laws. A veritable deluge of information abounds in the process industry. This data can be more or less structured, and the quality of it can vary considerably. Sometimes it\u2019s easy to recognize a pattern, as with the text above, while sometimes it can be quite tricky:<\/p>\n<p>Dynscorae vtopnireen sima ot dttcee nda eratt a seesida rylae no. Ti nucseldi qseethcuni cuhs sa cncare nad bronenw nesrngcie. *<\/p>\n<h3>The answer is: &#8220;Absolutely&#8221;<\/h3>\n<p>It may take a bit more effort but if you practice hard enough, you\u2019ll be able to understand even texts like this one better too. You could be forgiven for asking yourself in this context whether there\u2019s any point in having spelling rules in the first place if you can still read this kind of jumble. The answer is: \u201cAbsolutely!\u201d After all, if no-one pays any attention to correct spelling, a text will be far more difficult to read and assimilate:<\/p>\n<p>Wil riandg, ur brn dus a grt jb.<\/p>\n<p>This same principle can be applied to your process data: if the quality isn\u2019t up to scratch, it will be an uphill struggle to recognize a pattern. Clearly, though, <a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/de\/daten-analyse_5_schritte\/\">data analyses<\/a> \u2013 for example pattern recognition using machine learning techniques \u2013 hold considerable potential for extracting information and generating added value for plant operation. That\u2019s why this is such an important topic in the age of the digital transformation. And it\u2019s why I\u2019m looking forward to <a href=\"https:\/\/www.yokogawa-achema.de\/\">ACHEMA 2018<\/a> and to meeting you there. Come visit us at our booth in Frankfurt (Hall 11.1 \/ Stand E16) and talk to us about the opportunities and challenges of this exciting new trend.<\/p>\n<h3><strong>Hold on \u2013 we haven\u2019t finished yet!<\/strong><\/h3>\n<p>That last sentence probably <em>would be<\/em> the last one in 99% of all blog posts. However, there are exceptions to the rule (in case you hadn\u2019t noticed). We learn and adapt flexibly to new challenges \u2013 often without our doing, unfortunately not without headaches and (usually) very fast. It helps to celebrate small successes as you go along and to recognize that something isn\u2019t working before it has time to become a problem. That\u2019s what I particularly like about Yokogawa\u2019s new strategy for responding to the increasingly rapid changes in process automation. <a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/de\/eine-branche-aendert-sich\/\">Synaptic Business Automation (SBA)<\/a> is structured in such a way that you can adapt to new requirements fast, and in a manner that adds value, in cooperation with your customers. That\u2019s valid for data analyses and it\u2019s equally valid for <a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/de\/ob-sba-asi-pat-oder-klavier-basis-ist-die-natur-des-lernens\/\">PAT<\/a> or <a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/de\/sba-natur-und-die-zeit-der-veraenderung\/\">Module Based Automation<\/a>. What is there to gain from keeping your eyes fixed firmly on your goal, never daring to look to the left or right, only to realize in the end that it would never have happened if you\u2019d asked for advice once or twice on the way&#8230;<\/p>\n<p>* <em>Secondary prevention aims to detect and treat a disease early on. It includes techniques such as cancer and newborn screening. (German original taken from <\/em><a href=\"http:\/\/de.wikipedia.org\/wiki\/Prophylaxe\"><em>Wikipedia<\/em><\/a><em>), source: <\/em><a href=\"http:\/\/www.fehler-haft.de\/wissen\/buchstabensalat.html\"><em>Fehler-Haft.de<\/em><\/a><\/p>\n<p>&nbsp;<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"q2oNSp5ryc\"><p><a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/digitalization-is-changing-our-lives\/\">Digitalization is changing our lives<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;Digitalization is changing our lives&#8221; &#8212; Yokogawa Industry Blog\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/digitalization-is-changing-our-lives\/embed\/#?secret=XhlmaLPDli#?secret=q2oNSp5ryc\" data-secret=\"q2oNSp5ryc\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"SgpwlHY5Gm\"><p><a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/video-teaser-3-for-achema-2018-stephan-schaefer\/\">Video-Teaser 3 for ACHEMA 2018 &#8211; Stephan Sch\u00e4fer<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;Video-Teaser 3 for ACHEMA 2018 &#8211; Stephan Sch\u00e4fer&#8221; &#8212; Yokogawa Industry Blog\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/video-teaser-3-for-achema-2018-stephan-schaefer\/embed\/#?secret=JxWpqvr1Xt#?secret=SgpwlHY5Gm\" data-secret=\"SgpwlHY5Gm\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"ewclrHahVn\"><p><a href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-nature-and-times-of-change\/\">SBA, nature and times of change&#8230;<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;SBA, nature and times of change&#8230;&#8221; &#8212; Yokogawa Industry Blog\" src=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-nature-and-times-of-change\/embed\/#?secret=JZxRLVvMBT#?secret=ewclrHahVn\" data-secret=\"ewclrHahVn\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data analyses: Our brain is a true master of pattern recognition. No wonder that this ability of the human brain stimulates imitation and thus became the model for machine learning. Learning from data to recognize patterns and laws. Against the&hellip; <\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/\"> <span class=\"screen-reader-text\">SBA and data analysis all mixed up<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":31,"featured_media":1812,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"","footnotes":""},"categories":[53,56],"tags":[289,114,162,168,82,134,108,135,224,217,139,290,67,113,167,133],"coauthors":[81],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.13 (Yoast SEO v20.13) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>SBA and data analysis all mixed up - Chemical Pharma Blog<\/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.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"SBA and data analysis all mixed up\" \/>\n<meta property=\"og:description\" content=\"Data analyses: Our brain is a true master of pattern recognition. No wonder that this ability of the human brain stimulates imitation and thus became the model for machine learning. Learning from data to recognize patterns and laws. Against the&hellip;  SBA and data analysis all mixed up Read More &raquo;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/\" \/>\n<meta property=\"og:site_name\" content=\"Chemical Pharma Blog\" \/>\n<meta property=\"article:published_time\" content=\"2018-05-30T08:26:48+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-07-04T04:58:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.yokogawa.com\/eu\/blog\/app\/uploads\/sites\/8\/2022\/06\/Silke.png\" \/>\n\t<meta property=\"og:image:width\" content=\"960\" \/>\n\t<meta property=\"og:image:height\" content=\"541\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Niklas Frielingsdorf\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/\"},\"author\":{\"name\":\"Niklas Frielingsdorf\",\"@id\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/#\/schema\/person\/f29c6dea0d8cefb06eba3da6979c681f\"},\"headline\":\"SBA and data analysis all mixed up\",\"datePublished\":\"2018-05-30T08:26:48+00:00\",\"dateModified\":\"2022-07-04T04:58:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/\"},\"wordCount\":774,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/#organization\"},\"keywords\":[\"ACHEMA\",\"Achema2018\",\"Analysis\",\"analyzer\",\"Automation\",\"Big data\",\"Communication\",\"Data\",\"Data Analysis\",\"data analytics\",\"Industry 4.0\",\"Messe Frankfurt\",\"Optimisation\",\"plants\",\"Smart data\",\"Test\"],\"articleSection\":[\"Automation\",\"Optimisation\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/\",\"url\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/\",\"name\":\"SBA and data analysis all mixed up - Chemical Pharma Blog\",\"isPartOf\":{\"@id\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/#website\"},\"datePublished\":\"2018-05-30T08:26:48+00:00\",\"dateModified\":\"2022-07-04T04:58:47+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/sba-and-data-analysis-all-mixed-up\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"SBA and data analysis all mixed up\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/#website\",\"url\":\"https:\/\/www.yokogawa.com\/eu\/blog\/chemical-pharma\/en\/\",\"name\":\"Chemical Pharma Blog\",\"description\":\"Yokogawa&#039;s Chemical &amp; 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