{"id":23660,"date":"2026-02-11T17:36:00","date_gmt":"2026-02-11T17:36:00","guid":{"rendered":"https:\/\/kvalitnivystrik.cz\/?p=23660"},"modified":"2026-02-04T14:10:03","modified_gmt":"2026-02-04T14:10:03","slug":"revoluce-v-kontrole-kvality-jak-ai-meni-pravidla-hry","status":"publish","type":"post","link":"https:\/\/kvalitnivystrik.cz\/index.php\/2026\/02\/11\/revoluce-v-kontrole-kvality-jak-ai-meni-pravidla-hry\/","title":{"rendered":"Revoluce v kontrole kvality: Jak AI m\u011bn\u00ed pravidla hry"},"content":{"rendered":"\n<h2>Revoluce v kontrole kvality: Jak AI m\u011bn\u00ed pravidla hry<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p>Autor: Tom\u00e1\u0161 G\u0159e\u0161 \/ Pekat s.r.o.<\/p>\n\n\n\n<p>V modern\u00ed pr\u016fmyslov\u00e9 v\u00fdrob\u011b hraje kontrola kvality kl\u00ed\u010dovou roli p\u0159i zaji\u0161\u0165ov\u00e1n\u00ed vysok\u00fdch standard\u016f a minimalizaci zmetkovitosti. V\u00fdrobci plastov\u00fdch komponent a forem pro vst\u0159ikolisy \u010del\u00ed rostouc\u00edm po\u017eadavk\u016fm na p\u0159esnost, efektivitu a automatizaci. Tradi\u010dn\u00ed metody kontroly \u010dasto nar\u00e1\u017eej\u00ed na sv\u00e9 limity, zejm\u00e9na p\u0159i zpracov\u00e1n\u00ed slo\u017eit\u00fdch povrch\u016f a jemn\u00fdch detail\u016f. Zde p\u0159ich\u00e1z\u00ed na sc\u00e9nu um\u011bl\u00e1 inteligence (AI) a strojov\u00e9 vid\u011bn\u00ed, kter\u00e9 p\u0159in\u00e1\u0161ej\u00ed revolu\u010dn\u00ed zm\u011bny. Spole\u010dnost Pekat vyv\u00edj\u00ed software PEKAT VISION, kter\u00fd vyu\u017e\u00edv\u00e1 AI pro kamerovou kontrolu kvality ve v\u00fdrob\u011b. Tento \u010dl\u00e1nek p\u0159ibli\u017euje jej\u00ed principy, v\u00fdhody a budouc\u00ed v\u00fdvoj.<\/p>\n\n\n\n<h6><strong>Co je software PEKAT VISION a jak pom\u00e1h\u00e1 z\u00e1kazn\u00edk\u016fm?<\/strong><\/h6>\n\n\n\n<p>PEKAT VISION je pokro\u010dil\u00fd software pro automatickou inspekci v\u00fdrobk\u016f, kter\u00fd vyu\u017e\u00edv\u00e1 hlubok\u00e9 neuronov\u00e9 s\u00edt\u011b k detekci vad a anom\u00e1li\u00ed. Tento syst\u00e9m umo\u017e\u0148uje v\u00fdrobc\u016fm plastov\u00fdch d\u00edl\u016f a forem zlep\u0161it kvalitu v\u00fdstupn\u00edch produkt\u016f, sn\u00ed\u017eit chybovost a zv\u00fd\u0161it efektivitu v\u00fdrobn\u00edho procesu. Hlavn\u00ed v\u00fdhody PEKAT VISION zahrnuj\u00ed:<\/p>\n\n\n\n<ul><li><strong>Automatizovanou detekci vad<\/strong> (identifikace deformac\u00ed, trhlin, \u0161patn\u00e9ho povrchu \u010di ne\u010distot)<\/li><li><strong>Jednoduchost a flexibilitu v pou\u017eit\u00ed<\/strong> (Software lze tr\u00e9novat na nov\u00e9 produkty, bez slo\u017eit\u00e9ho programov\u00e1n\u00ed. Konfiguraci a tr\u00e9nov\u00e1n\u00ed neuronov\u00e9 s\u00edt\u011b zvl\u00e1dne \u0161ikovn\u00fd procesn\u00ed in\u017een\u00fdr v \u0159\u00e1du des\u00edtek minut a\u017e jednotek hodin)<\/li><li><strong>Schopnost adaptace<\/strong> (AI se dok\u00e1\u017ee p\u0159izp\u016fsobit zm\u011bn\u00e1m ve v\u00fdrobn\u00edm procesu a r\u016fzn\u00fdm sv\u011bteln\u00fdm podm\u00ednk\u00e1m)<\/li><\/ul>\n\n\n\n<h6><strong>Pravidlov\u00e9 vs. AI p\u0159\u00edstupy ke zpracov\u00e1n\u00ed obrazu<\/strong><\/h6>\n\n\n\n<p>D\u0159\u00edve byly syst\u00e9my pro kontrolu kvality zalo\u017eeny zejm\u00e9na na pevn\u00fdch pravidlech \u2013 definovan\u00fdch algoritmech pro rozpozn\u00e1v\u00e1n\u00ed vad podle p\u0159edem stanoven\u00fdch parametr\u016f, nap\u0159\u00edklad prahov\u00e1n\u00ed barev nebo hled\u00e1n\u00ed geometrick\u00fdch tvar\u016f. Tento p\u0159\u00edstup se efektivn\u011b uplatn\u00ed p\u0159i jednoduch\u00fdch \u00fakolech jako je m\u011b\u0159en\u00ed rozm\u011br\u016f, av\u0161ak selh\u00e1v\u00e1 ve slo\u017eit\u011bj\u0161\u00edch situac\u00edch (nerovnom\u011brn\u00e9 povrchy, variabiln\u00ed osv\u011btlen\u00ed, drobn\u00e9 defekty). <\/p>\n\n\n\n<p>Naproti tomu um\u011bl\u00e1 inteligence vyu\u017e\u00edvaj\u00edc\u00ed deep learning se u\u010d\u00ed p\u0159\u00edmo z re\u00e1ln\u00fdch obrazov\u00fdch dat, a proto zvl\u00e1d\u00e1 komplexn\u00ed a variabiln\u00ed \u00falohy, kter\u00e9 jsou pro metody zalo\u017een\u00e9 <br>na pravidlech problematick\u00e9. AI l\u00e9pe generalizuje, co\u017e znamen\u00e1, \u017ee dok\u00e1\u017ee identifikovat nezn\u00e1m\u00e9 nebo netypick\u00e9 defekty. Tak\u00e9 redukuje pot\u0159ebu manu\u00e1ln\u00ed konfigurace, proto\u017ee modely se u\u010d\u00ed na z\u00e1klad\u011b p\u0159edchoz\u00edch zku\u0161enost\u00ed. To neznamen\u00e1, \u017ee by se metody zalo\u017een\u00e9 na pravidlech nepou\u017e\u00edvaly, pr\u00e1v\u011b naopak. Kombinace obou p\u0159\u00edstup\u016f umo\u017e\u0148uje \u0159e\u0161it komplexn\u00ed<br>\u00falohy, kter\u00e9 vy\u017eaduj\u00ed jak p\u0159esn\u00e1 m\u011b\u0159en\u00ed tvaru a rozm\u011br\u016f, tak hled\u00e1n\u00ed defekt\u016f.<\/p>\n\n\n\n<h6><strong>Specifika n\u00e1vrhu AI syst\u00e9m\u016f pro kamerovou kontrolu kvality<\/strong><\/h6>\n\n\n\n<p>P\u0159i v\u00fdvoji AI pro inspekci kvality je kl\u00ed\u010dov\u00e9 spr\u00e1vn\u011b navrhnout model neuronov\u00e9 s\u00edt\u011b a optimalizovat jej pro konkr\u00e9tn\u00ed pr\u016fmyslov\u00e9 aplikace. Mezi hlavn\u00ed aspekty n\u00e1vrhu pat\u0159\u00ed kvalitn\u00ed tr\u00e9novac\u00ed data. Modely pot\u0159ebuj\u00ed dostatek vzorov\u00fdch obr\u00e1zk\u016f, obsahuj\u00edc\u00edch jak bezchybn\u00e9, tak vadn\u00e9 v\u00fdrobky. Dostatek dat a spr\u00e1vn\u00fd zp\u016fsob jejich vyzna\u010den\u00ed jsou naprosto kl\u00ed\u010dov\u00e9 pro kvalitu n\u00e1sledn\u00e9 detekce ve v\u00fdrob\u011b.<\/p>\n\n\n\n<p>Optimalizace pro re\u00e1ln\u00e9 prost\u0159ed\u00ed je d\u016fle\u017eit\u00e1 proto, aby natr\u00e9novan\u00fd model neuronov\u00e9 s\u00edt\u011b zvl\u00e1dnul r\u016fzn\u00e9 sv\u011bteln\u00e9 podm\u00ednky a povrchov\u00e9 struktury.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"https:\/\/kvalitnivystrik.cz\/wp-content\/uploads\/2026\/02\/image-8.png\" alt=\"\" class=\"wp-image-23663\" width=\"386\" height=\"300\" srcset=\"https:\/\/kvalitnivystrik.cz\/wp-content\/uploads\/2026\/02\/image-8.png 588w, https:\/\/kvalitnivystrik.cz\/wp-content\/uploads\/2026\/02\/image-8-300x233.png 300w, https:\/\/kvalitnivystrik.cz\/wp-content\/uploads\/2026\/02\/image-8-120x93.png 120w, https:\/\/kvalitnivystrik.cz\/wp-content\/uploads\/2026\/02\/image-8-81x63.png 81w\" sizes=\"(max-width: 386px) 100vw, 386px\" \/><figcaption><strong>Obr. \u010d. 1: <\/strong>AI dok\u00e1\u017ee kontrolovat chyb\u011bj\u00edc\u00ed \u010d\u00e1sti v\u00fdrobk\u016f a estetick\u00e9 vady<\/figcaption><\/figure>\n\n\n\n<p>Interpretovatelnost v\u00fdsledk\u016f \u2013 aby bylo mo\u017en\u00e9 AI rozhodnut\u00ed ov\u011b\u0159it a vysv\u011btlit oper\u00e1tor\u016fm, mus\u00ed software obsahovat sadu n\u00e1stroj\u016f pro statistick\u00e9 vyhodnocen\u00ed v\u00fdsledk\u016f, nejl\u00e9pe <br>na sad\u011b valida\u010dn\u00edch dat. D\u00edky t\u011bmto prvk\u016fm je mo\u017en\u00e9 dos\u00e1hnout vysok\u00e9 p\u0159esnosti a spolehlivosti AI syst\u00e9m\u016f p\u0159i re\u00e1ln\u00e9m nasazen\u00ed.<\/p>\n\n\n\n<h6><strong>Typick\u00e9 \u00falohy pro AI p\u0159i zpracov\u00e1n\u00ed plast\u016f<\/strong><\/h6>\n\n\n\n<ul><li>Detekce chyb\u011bj\u00edc\u00edch \u010d\u00e1st\u00ed v\u00fdrobk\u016f, nedolitk\u016f, studen\u00fdch spoj\u016f, sp\u00e1lenin<\/li><li>Detekce estetick\u00fdch vad, jako jsou \u0161kr\u00e1bance, praskliny, propadliny<\/li><li>Kontrola p\u0159\u00edtomnosti insert\u016f v hotov\u00fdch v\u00fdrobc\u00edch, nebo tak\u00e9 ru\u010dn\u011b vkl\u00e1dan\u00fdch insert\u016f do forem<\/li><li>Kategorizace, t\u0159\u00edd\u011bn\u00ed a po\u010d\u00edt\u00e1n\u00ed v\u00fdrobk\u016f<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"588\" height=\"457\" src=\"https:\/\/kvalitnivystrik.cz\/wp-content\/uploads\/2026\/02\/image-9.png\" alt=\"\" class=\"wp-image-23665\" srcset=\"https:\/\/kvalitnivystrik.cz\/wp-content\/uploads\/2026\/02\/image-9.png 588w, https:\/\/kvalitnivystrik.cz\/wp-content\/uploads\/2026\/02\/image-9-300x233.png 300w, https:\/\/kvalitnivystrik.cz\/wp-content\/uploads\/2026\/02\/image-9-120x93.png 120w, https:\/\/kvalitnivystrik.cz\/wp-content\/uploads\/2026\/02\/image-9-81x63.png 81w\" sizes=\"(max-width: 588px) 100vw, 588px\" \/><figcaption>Obr. \u010d. 2: Uk\u00e1zka detekce p\u0159\u00edtomnosti insert\u016f v hotov\u00e9m v\u00fdrobku<\/figcaption><\/figure>\n\n\n\n<h6><strong>Budoucnost AI v oblasti kontroly kvality<\/strong><\/h6>\n\n\n\n<p>Technologie AI a strojov\u00e9ho vid\u011bn\u00ed se neust\u00e1le vyv\u00edjej\u00ed a \u010detnost jejich aplikac\u00ed bude v p\u0159\u00ed\u0161t\u00edch letech nar\u016fstat. Mezi kl\u00ed\u010dov\u00e9 trendy pat\u0159\u00ed:<\/p>\n\n\n\n<ul><li><strong>Prediktivn\u00ed \u00fadr\u017eba<\/strong><br>Propojen\u00ed AI inspekce s anal\u00fdzou trend\u016f pro p\u0159edpov\u011b\u010f mo\u017en\u00fdch selh\u00e1n\u00ed v\u00fdrobn\u00edho procesu<\/li><li><strong>Integrace s digit\u00e1ln\u00edmi dvoj\u010daty<\/strong><br>simulace v\u00fdrobn\u00edch proces\u016f na z\u00e1klad\u011b re\u00e1ln\u00fdch dat pro optimalizaci kvality<\/li><li><strong>Autonomn\u00ed syst\u00e9my pro inspekci <\/strong><br>kombinace AI s robotikou pro pln\u011b automatizovanou kontrolu kvality bez nutnosti lidsk\u00e9ho dohledu<\/li><\/ul>\n\n\n\n<h6><strong>Z\u00e1v\u011br<\/strong><\/h6>\n\n\n\n<p>Nasazen\u00ed AI v oblasti kontroly kvality p\u0159in\u00e1\u0161\u00ed z\u00e1sadn\u00ed zlep\u0161en\u00ed v detekci vad a flexibilit\u011b a efektivit\u011b v\u00fdrobn\u00edch proces\u016f. AI syst\u00e9my, jako je i software PEKAT VISION, ukazuj\u00ed, jak lze modern\u00ed technologie vyu\u017e\u00edt k dosa\u017een\u00ed vy\u0161\u0161\u00ed p\u0159esnosti a spolehlivosti inspek\u010dn\u00edch syst\u00e9m\u016f. Budoucnost t\u00e9to oblasti slibuje dal\u0161\u00ed inovace, kter\u00e9 umo\u017en\u00ed v\u00fdrobc\u016fm je\u0161t\u011b l\u00e9pe kontrolovat kvalitu sv\u00fdch produkt\u016f a zefektivnit pr\u016fmyslovou v\u00fdrobu. AI tak m\u011bn\u00ed pravidla hry v kontrole kvality \u2013 a to s velk\u00fdm p\u0159\u00ednosem pro cel\u00fd v\u00fdrobn\u00ed sektor.<\/p>\n\n\n\n<p>Pozn\u00e1mka: Spole\u010dnost Pekat je sou\u010d\u00e1st\u00ed skupiny Datalogic.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=wd2toMMXPKA\">https:\/\/<\/a><a href=\"https:\/\/www.youtube.com\/watch?v=wd2toMMXPKA\" target=\"_blank\" rel=\"noreferrer noopener\">www.youtube.com\/watch?v=wd2toMMXPKA<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Revoluce v kontrole kvality: Jak AI m\u011bn\u00ed pravidla hry Autor: Tom\u00e1\u0161 G\u0159e\u0161 \/ Pekat s.r.o. V modern\u00ed pr\u016fmyslov\u00e9 v\u00fdrob\u011b hraje kontrola kvality kl\u00ed\u010dovou roli p\u0159i zaji\u0161\u0165ov\u00e1n\u00ed vysok\u00fdch standard\u016f a minimalizaci zmetkovitosti. V\u00fdrobci plastov\u00fdch komponent a forem pro vst\u0159ikolisy \u010del\u00ed rostouc\u00edm po\u017eadavk\u016fm na p\u0159esnost, efektivitu a automatizaci. Tradi\u010dn\u00ed metody kontroly \u010dasto nar\u00e1\u017eej\u00ed na sv\u00e9 limity, zejm\u00e9na p\u0159i zpracov\u00e1n\u00ed slo\u017eit\u00fdch povrch\u016f a jemn\u00fdch detail\u016f. Zde p\u0159ich\u00e1z\u00ed na sc\u00e9nu um\u011bl\u00e1 inteligence (AI) a strojov\u00e9 vid\u011bn\u00ed, kter\u00e9 p\u0159in\u00e1\u0161ej\u00ed revolu\u010dn\u00ed zm\u011bny. Spole\u010dnost Pekat vyv\u00edj\u00ed software PEKAT VISION, kter\u00fd vyu\u017e\u00edv\u00e1 AI pro kamerovou kontrolu kvality ve v\u00fdrob\u011b. Tento \u010dl\u00e1nek p\u0159ibli\u017euje jej\u00ed principy, v\u00fdhody a budouc\u00ed v\u00fdvoj. Co je software PEKAT VISION a jak pom\u00e1h\u00e1 z\u00e1kazn\u00edk\u016fm? PEKAT VISION je pokro\u010dil\u00fd software pro automatickou inspekci v\u00fdrobk\u016f, kter\u00fd vyu\u017e\u00edv\u00e1 hlubok\u00e9 neuronov\u00e9 s\u00edt\u011b k detekci vad a anom\u00e1li\u00ed. Tento syst\u00e9m umo\u017e\u0148uje v\u00fdrobc\u016fm plastov\u00fdch d\u00edl\u016f a forem zlep\u0161it kvalitu v\u00fdstupn\u00edch produkt\u016f, sn\u00ed\u017eit chybovost a zv\u00fd\u0161it efektivitu v\u00fdrobn\u00edho procesu. Hlavn\u00ed v\u00fdhody PEKAT VISION zahrnuj\u00ed: Automatizovanou detekci vad (identifikace deformac\u00ed, trhlin, \u0161patn\u00e9ho povrchu \u010di ne\u010distot) Jednoduchost a flexibilitu v pou\u017eit\u00ed (Software lze tr\u00e9novat na nov\u00e9 produkty, bez slo\u017eit\u00e9ho programov\u00e1n\u00ed. Konfiguraci a tr\u00e9nov\u00e1n\u00ed neuronov\u00e9 s\u00edt\u011b zvl\u00e1dne \u0161ikovn\u00fd procesn\u00ed in\u017een\u00fdr v \u0159\u00e1du des\u00edtek minut a\u017e jednotek hodin) Schopnost adaptace (AI se dok\u00e1\u017ee p\u0159izp\u016fsobit zm\u011bn\u00e1m ve&#8230;<\/p>\n","protected":false},"author":2,"featured_media":23663,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/posts\/23660"}],"collection":[{"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/comments?post=23660"}],"version-history":[{"count":6,"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/posts\/23660\/revisions"}],"predecessor-version":[{"id":23670,"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/posts\/23660\/revisions\/23670"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/media\/23663"}],"wp:attachment":[{"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/media?parent=23660"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/categories?post=23660"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kvalitnivystrik.cz\/index.php\/wp-json\/wp\/v2\/tags?post=23660"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}