{"id":46378,"date":"2022-02-20T14:53:00","date_gmt":"2022-02-20T13:53:00","guid":{"rendered":"https:\/\/www.soitron.com\/?p=46378"},"modified":"2022-10-18T08:31:41","modified_gmt":"2022-10-18T07:31:41","slug":"prumysl-je-plny-dat-ale-maloktery-podnik-je-umi-vyuzit","status":"publish","type":"post","link":"https:\/\/new.soitron.com\/cs\/prumysl-je-plny-dat-ale-maloktery-podnik-je-umi-vyuzit\/","title":{"rendered":"Pr\u016fmysl je pln\u00fd dat, ale m\u00e1lokter\u00fd podnik je um\u00ed vyu\u017e\u00edt"},"content":{"rendered":"\n<div style=\"height:16px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Snad ka\u017ed\u00fd mana\u017eer pr\u016fmyslov\u00e9ho podniku by cht\u011bl zv\u00fd\u0161it kvalitu v\u00fdroby, optimalizovat b\u011bh v\u00fdrobn\u00edch linek a spot\u0159ebu energi\u00ed \u010di p\u0159edv\u00eddat poruchy stroj\u016f a za\u0159\u00edzen\u00ed d\u0159\u00edve, ne\u017e zp\u016fsob\u00ed drah\u00fd v\u00fdpadek. Tento c\u00edl je mo\u017en\u00e9 dos\u00e1hnout prost\u0159ednictv\u00edm anal\u00fdzy relevantn\u00edch dat ze stroj\u016f a za\u0159\u00edzen\u00ed.<\/strong><\/p>\n\n\n\n<div style=\"height:16px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Pr\u00e1ce s&nbsp;nasb\u00edran\u00fdmi daty m\u00e1 bezpochyby velk\u00fd potenci\u00e1l, a to jak p\u0159i zvy\u0161ov\u00e1n\u00ed produktivity a kvality, tak i p\u0159i optimalizaci n\u00e1klad\u016f. Na popsan\u00e9 p\u0159\u00ednosy v\u0161ak dos\u00e1hnou pouze podniky, kter\u00e9 dok\u00e1\u017eou data efektivn\u011b sb\u00edrat a uchov\u00e1vat pro dal\u0161\u00ed anal\u00fdzu. K tomu pot\u0159ebuj\u00ed \u0159e\u0161en\u00ed s odpov\u00eddaj\u00edc\u00ed architekturou jak na \u00farovni IT neboli datov\u00e9ho \u00falo\u017ei\u0161t\u011b a zpracov\u00e1n\u00ed dat, tak na \u00farovni provozn\u00ed technologie (OT), \u010dili sn\u00edm\u00e1n\u00ed dat, a nakonec i na \u00farovni p\u0159enosu dat mezi OT a IT.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Jak\u00e1 data jsou k dispozici<\/h2>\n\n\n\n<p>Se sb\u011brem dat dnes ji\u017e v\u011bt\u0161ina pr\u016fmyslov\u00fdch podnik\u016f n\u011bjak\u00e9 zku\u0161enosti m\u00e1. Obvykle zaznamen\u00e1vaj\u00ed \u00fadaje z v\u00fdrobn\u00edho nebo mont\u00e1\u017en\u00edho procesu, nap\u0159\u00edklad kdy za\u010dal a jak dlouho trval v\u00fdrobn\u00ed cyklus a jak\u00fd materi\u00e1l nebo polotovar byl pou\u017eit. Podniky maj\u00ed pak p\u0159esn\u00fd p\u0159ehled o z\u00e1sob\u00e1ch surovin \u010di d\u00edl\u016f na sklad\u011b nebo o mno\u017estv\u00ed vyroben\u00fdch produkt\u016f, ale v\u011bt\u0161inou nesleduj\u00ed parametry p\u0159i v\u00fdrob\u011b, kter\u00e9 mohou ovliv\u0148ovat kvalitu nebo nep\u0159etr\u017eitost produkce. Jedn\u00e1 se o sn\u00edm\u00e1n\u00ed fyzik\u00e1ln\u00edch parametr\u016f p\u0159i v\u00fdrob\u011b nebo mont\u00e1\u017ei, nap\u0159\u00edklad teploty, tlaku, pr\u016ftoku nebo vibrac\u00ed. V\u00fdsledky jejich anal\u00fdzy m\u016f\u017eou v\u00e9st k optimalizaci v\u00fdroby nebo identifikaci nutnosti \u00fadr\u017ebov\u00e9ho z\u00e1sahu a t\u00edm p\u0159edch\u00e1zen\u00ed ne\u010dekan\u00fdm odst\u00e1vk\u00e1m.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">P\u0159ek\u00e1\u017eky ve sb\u011bru dat<\/h2>\n\n\n\n<p>Sb\u00edrat pot\u0159ebn\u00e1 data v\u0161ak nen\u00ed v\u017edy snadn\u00e9. D\u016fvody mohou b\u00fdt r\u016fzn\u00e9. N\u011bkter\u00e9 star\u0161\u00ed stroje a za\u0159\u00edzen\u00ed nemus\u00ed pot\u0159ebn\u00e1 data nap\u0159\u00edklad poskytovat v\u016fbec. Nov\u011bj\u0161\u00ed stroje to sice dok\u00e1\u017eou, ale \u010dasto pouze ve form\u00e1tu specifick\u00e9m pro dan\u00e9ho v\u00fdrobce pr\u016fmyslov\u00fdch technologi\u00ed. V jin\u00fdch p\u0159\u00edpadech se data z\u00edskan\u00e1 z v\u00fdrobn\u00edho a mont\u00e1\u017en\u00edho procesu udr\u017euj\u00ed pouze po dobu trv\u00e1n\u00ed procesu a pro n\u00e1slednou anal\u00fdzu jsou ji\u017e nedostupn\u00e9. V\u00fdsledkem jsou pak nepropojen\u00e9 ostrovy do\u010dasn\u011b dostupn\u00fdch dat, na z\u00e1klad\u011b, kter\u00fdch v\u00fdrobn\u00ed mana\u017ee\u0159i nemohou z\u00edskat ucelen\u00fd p\u0159ehled o pr\u016fb\u011bhu v\u00fdroby s mo\u017enost\u00ed analyzovat p\u0159\u00ed\u010diny probl\u00e9m\u016f. Tak\u00e9 nejsou schopni v souvislosti s energiemi identifikovat ztr\u00e1ty nebo odb\u011brov\u00e9 \u0161pi\u010dky a p\u0159edej\u00edt nap\u0159\u00edklad pokut\u00e1m za p\u0159ekra\u010dov\u00e1n\u00ed kapacit ani optimalizovat kontrakty s&nbsp;dodavateli energi\u00ed.<\/p>\n\n\n\n<p>Dal\u0161\u00ed p\u0159ek\u00e1\u017ekou b\u00fdv\u00e1 chyb\u011bj\u00edc\u00ed modern\u00ed IT infrastruktura. Nap\u0159\u00edklad zastaral\u00e1 datab\u00e1ze nedok\u00e1\u017ee uchov\u00e1vat velk\u00e9 objemy dat z v\u00fdroby, ani v nich neumo\u017e\u0148uje rychle a efektivn\u011b vyhled\u00e1vat a analyticky je zpracovat. Aby m\u011bl podnik k dispozici data pro zlep\u0161en\u00ed kvality v\u00fdroby, prediktivn\u00ed \u00fadr\u017ebu \u010di energetick\u00fd management, pot\u0159ebuje m\u00edt univerz\u00e1ln\u00ed technologickou architekturu, kter\u00e1 dok\u00e1\u017ee sb\u00edrat a uchov\u00e1vat data z r\u016fzn\u00fdch syst\u00e9m\u016f, stroj\u016f a za\u0159\u00edzen\u00ed. Jde o nezbytn\u00fd z\u00e1klad pro pozd\u011bj\u0161\u00ed anal\u00fdzy a vyhodnocov\u00e1n\u00ed dat, na jejich\u017e z\u00e1klad\u011b se daj\u00ed d\u011blat mana\u017eersk\u00e1 rozhodnut\u00ed.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Spr\u00e1vn\u00e1 architektura<\/h2>\n\n\n\n<p>V podnic\u00edch se pro tento \u00fa\u010del zav\u00e1d\u00ed \u0159e\u0161en\u00ed pr\u016fmyslov\u00e9ho internetu v\u011bc\u00ed (Industrial IoT \u2013 IIoT). V&nbsp;mnoha p\u0159\u00edpadech je pot\u0159eba propojit stroje \u010dili OT se sv\u011btem ukl\u00e1d\u00e1n\u00ed a zpracov\u00e1n\u00ed dat neboli IT. P\u0159\u00edkladem takov\u00e9ho propojen\u00ed je pou\u017eit\u00ed OPC UA, co\u017e je zkratkou pro Open Platform Communication Unified Architecture. Jedn\u00e1 se o komunikaci, komunika\u010dn\u00ed protokol a architekturu ur\u010denou pro pr\u016fmyslovou automatizaci. Centrem komunikace mezi stroji v&nbsp;provozu a IT komponenty \u0159e\u0161en\u00ed je pak OPC UA server, nap\u0159\u00edklad KEPserverEX, p\u0159edstavuj\u00edc\u00ed vlastn\u011b komunika\u010dn\u00ed \u201ehub\u201c umo\u017e\u0148uj\u00edc\u00ed komunikaci propriet\u00e1rn\u00edch syst\u00e9m\u016f a za\u0159\u00edzen\u00ed od r\u016fzn\u00fdch v\u00fdrobc\u016f. To pak vede k nasazen\u00ed modern\u00edch \u0159e\u0161en\u00ed pr\u016fmyslov\u00e9ho internetu v\u011bc\u00ed (IT + industrial OT = IIoT).<\/p>\n\n\n\n<p>Takov\u00e1 \u0159e\u0161en\u00ed umo\u017e\u0148uj\u00ed sb\u00edrat data prakticky z libovoln\u00fdch syst\u00e9m\u016f, \u010didel \u010di za\u0159\u00edzen\u00ed. \u00dadaje n\u00e1sledn\u011b sm\u011b\u0159uj\u00ed do datab\u00e1ze, kup\u0159\u00edkladu Elasticsearch, kter\u00e1 je dok\u00e1\u017ee uchov\u00e1vat dlouhodob\u011b (nejen b\u011bhem produk\u010dn\u00edho cyklu) a hlavn\u011b efektivn\u011b a rychle v nich vyhled\u00e1vat. To vytv\u00e1\u0159\u00ed p\u0159edpoklady pro n\u00e1sledn\u00e9 analytick\u00e9 zpracov\u00e1n\u00ed a vizualizaci dat. Nap\u0159\u00edklad v&nbsp;open-source n\u00e1stroji Grafana.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Cesta k um\u011bl\u00e9 inteligenci<\/h2>\n\n\n\n<p>Otev\u0159en\u00e1 architektura vyu\u017e\u00edvaj\u00edc\u00ed v\u00fd\u0161e zm\u00edn\u011bn\u00e1 \u0159e\u0161en\u00ed, jsou na\u0161imi specialisty nadesignovan\u00e1 a pro v\u011bt\u0161inu pr\u016fmyslov\u00fdch podnik\u016f z pohledu mo\u017enosti sb\u00edrat a vyu\u017e\u00edvat data genera\u010dn\u00edm krokem vp\u0159ed, kter\u00fd je nav\u00edc i n\u00e1kladov\u011b efektivn\u00ed \u2013 nejen d\u00edky mo\u017enosti nahrazen\u00ed hardwarov\u00fdch komponent softwarem, ale i pro vyu\u017eit\u00ed open-source softwaru a \u00faspo\u0159e financ\u00ed za komer\u010dn\u00ed licence.<\/p>\n\n\n\n<p>Jednotnou univerz\u00e1ln\u00ed architekturu lze vyu\u017e\u00edt pro sb\u011br dat souvisej\u00edc\u00edch s procesem v\u00fdroby (teplota, tlak, pr\u016ftoky kapalin a plyn\u016f, vibrace, odb\u011bry el. proudu apod.) a pro n\u00e1slednou anal\u00fdzu, v\u00fdsledky, kter\u00e9 mohou m\u00edt z\u00e1sadn\u00ed vliv na kvalitu a \u017eivotnost v\u00fdrobk\u016f. Z\u00e1rove\u0148 ji lze pou\u017e\u00edt jak na predikov\u00e1n\u00ed poruchovosti stroj\u016f a zefektivn\u011bn\u00ed \u00fadr\u017eby, tak na optimalizaci spot\u0159eby energi\u00ed, plynu, stla\u010den\u00e9ho vzduchu a vody, zv\u00fd\u0161en\u00ed pr\u016fmyslov\u00e9 bezpe\u010dnosti, nebo pro jakoukoli budouc\u00ed aplikaci s vyu\u017eit\u00edm technologi\u00ed strojov\u00e9ho u\u010den\u00ed a um\u011bl\u00e9 inteligence.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Snad ka\u017ed\u00fd mana\u017eer pr\u016fmyslov\u00e9ho podniku by cht\u011bl zv\u00fd\u0161it kvalitu v\u00fdroby, optimalizovat b\u011bh v\u00fdrobn\u00edch linek a spot\u0159ebu energi\u00ed \u010di p\u0159edv\u00eddat poruchy stroj\u016f a za\u0159\u00edzen\u00ed d\u0159\u00edve, ne\u017e zp\u016fsob\u00ed drah\u00fd v\u00fdpadek. Tento c\u00edl je mo\u017en\u00e9 dos\u00e1hnout prost\u0159ednictv\u00edm anal\u00fdzy relevantn\u00edch dat ze stroj\u016f a za\u0159\u00edzen\u00ed. Pr\u00e1ce s&nbsp;nasb\u00edran\u00fdmi daty m\u00e1 bezpochyby velk\u00fd potenci\u00e1l, a to jak p\u0159i zvy\u0161ov\u00e1n\u00ed produktivity a [&hellip;]<\/p>\n","protected":false},"author":30,"featured_media":46392,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[143],"tags":[],"news_categories":[372],"class_list":["post-46378","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized-cs","news_categories-iot-cs"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Pr\u016fmysl je pln\u00fd dat, ale m\u00e1lokter\u00fd podnik je um\u00ed vyu\u017e\u00edt - Soitron<\/title>\n<meta name=\"description\" content=\"Pr\u00e1ce s\u00a0nasb\u00edran\u00fdmi daty m\u00e1 velk\u00fd potenci\u00e1l. Na p\u0159\u00ednosy v\u0161ak dos\u00e1hnou pouze podniky, kter\u00e9 dok\u00e1\u017eou data efektivn\u011b sb\u00edrat a analyzovat.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pr\u016fmysl je pln\u00fd dat, ale m\u00e1lokter\u00fd podnik je um\u00ed vyu\u017e\u00edt - Soitron\" \/>\n<meta property=\"og:description\" content=\"Pr\u00e1ce s\u00a0nasb\u00edran\u00fdmi daty m\u00e1 velk\u00fd potenci\u00e1l. Na p\u0159\u00ednosy v\u0161ak dos\u00e1hnou pouze podniky, kter\u00e9 dok\u00e1\u017eou data efektivn\u011b sb\u00edrat a analyzovat.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/new.soitron.com\/an-abundance-of-data-in-industry\/\" \/>\n<meta property=\"og:site_name\" content=\"Soitron\" \/>\n<meta property=\"article:published_time\" content=\"2022-02-20T13:53:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-10-18T07:31:41+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/new.soitron.com\/wp-content\/uploads\/2022\/01\/Prumysl-je-pny-dat-e1642686964974.png\" \/>\n\t<meta property=\"og:image:width\" content=\"469\" \/>\n\t<meta property=\"og:image:height\" content=\"401\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Leona Dundrova\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Leona Dundrova\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Pr\u016fmysl je pln\u00fd dat, ale m\u00e1lokter\u00fd podnik je um\u00ed vyu\u017e\u00edt - Soitron","description":"Pr\u00e1ce s\u00a0nasb\u00edran\u00fdmi daty m\u00e1 velk\u00fd potenci\u00e1l. 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