{"id":5310,"date":"2022-02-25T10:51:54","date_gmt":"2022-02-25T09:51:54","guid":{"rendered":"https:\/\/aspecta.sk\/?p=5310"},"modified":"2022-12-07T13:13:41","modified_gmt":"2022-12-07T12:13:41","slug":"kontrola-kvality-pohanana-umelou-inteligenciou","status":"publish","type":"post","link":"https:\/\/aspecta.sk\/en\/kontrola-kvality-pohanana-umelou-inteligenciou\/","title":{"rendered":"Quality control based on artificial intelligence - the future of troubleshooting"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"5310\" class=\"elementor elementor-5310\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-60af5d9e elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"60af5d9e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3b9f748f\" data-id=\"3b9f748f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-34eb9846 elementor-widget elementor-widget-heading\" data-id=\"34eb9846\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Kontrola kvality poh\u00e1\u0148an\u00e1 umelou inteligenciou - bud\u00facnos\u0165 defektoskopie<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1691632e elementor-widget elementor-widget-text-editor\" data-id=\"1691632e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Ka\u017ed\u00e9 odvetvie, od mikro\u010dipov cez smartf\u00f3ny a\u017e po automobily a potraviny, sa mus\u00ed pri v\u00fdrobe tovaru stara\u0165 o udr\u017eanie kvality a v\u00fdkonu. N\u00edzka alebo nekonzistentn\u00e1 kvalita m\u00f4\u017ee vies\u0165 k dodato\u010dn\u00fdm n\u00e1kladom, nadmern\u00e9mu odpadu, stiahnutiu produktov z trhu, zv\u00fd\u0161enej miere reklam\u00e1ci\u00ed a podobne. Kontrola kvality je tak z\u00e1kladnou s\u00fa\u010das\u0165ou v\u00e4\u010d\u0161iny v\u00fdrobn\u00fdch procesov. Manu\u00e1lne postupy kontroly kvality s\u00fa v\u0161ak \u010dasto \u010dasovo n\u00e1ro\u010dn\u00e9 a n\u00e1chyln\u00e9 na chyby. S cie\u013eom uspokoji\u0165 rast\u00faci dopyt po vysokokvalitn\u00fdch produktoch sa vo v\u00fdrobn\u00fdch link\u00e1ch st\u00e1va nevyhnutn\u00fdm pou\u017e\u00edvanie inteligentn\u00fdch vizu\u00e1lnych kontroln\u00fdch syst\u00e9mov zalo\u017een\u00fdch na strojovom u\u010den\u00ed a\u00a0umelej inteligencii. <\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-2f93ba72\" data-id=\"2f93ba72\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-506de460 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"506de460\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-36df947e\" data-id=\"36df947e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-72cf8203 elementor-widget elementor-widget-text-editor\" data-id=\"72cf8203\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dne\u0161n\u00fd vysoko konkuren\u010dn\u00fd glob\u00e1lny trh si vy\u017eaduje uvedenie produktu s takmer dokonalou kvalitou. Hoci v\u00e4\u010d\u0161ina vyspel\u00fdch organiz\u00e1ci\u00ed dok\u00e1\u017ee prev\u00e1dzkova\u0165 svoje v\u00fdrobn\u00e9 procesy s ve\u013emi n\u00edzkou chybovos\u0165ou, z\u00e1kazn\u00edci o\u010dak\u00e1vaj\u00fa produkty, ktor\u00e9 s\u00fa bez ch\u00fdb \u00faplne. Schopnos\u0165 presne odhali\u0165 chybn\u00e9 produkty predt\u00fdm, ako sa dostan\u00fa na trh je preto k\u013e\u00fa\u010dovou kompetenciou, ktor\u00fa by podniky mali ma\u0165. Vo v\u00fdrobnom procese mechanick\u00fdch v\u00fdrobkov sa v\u0161ak ur\u010ditej \u00farovni ch\u00fdb ned\u00e1 vyhn\u00fa\u0165. Tieto chyby m\u00f4\u017eu zah\u0155\u0148a\u0165 ne\u017eiaduce diery, jamky, odreniny a \u0161krabance na r\u00f4znych kusoch, ktor\u00e9 vych\u00e1dzaj\u00fa z mont\u00e1\u017enej linky. Chyby m\u00f4\u017eu poch\u00e1dza\u0165 z kon\u0161truk\u010dn\u00fdch zlyhan\u00ed, chybn\u00e9ho v\u00fdrobn\u00e9ho zariadenia, \u00fanavy materi\u00e1lu \u010di nepriazniv\u00fdch pracovn\u00fdch podmienok. Bez oh\u013eadu na zdroj chyby, chybn\u00e9 komponenty zvy\u0161uj\u00fa v\u00fdrobn\u00e9 n\u00e1klady, zni\u017euj\u00fa kvalitu produktu, skracuj\u00fa jeho \u017eivotnos\u0165, ovplyv\u0148uj\u00fa spokojnos\u0165 z\u00e1kazn\u00edkov a ved\u00fa k rozsiahlemu plytvaniu zdrojmi.<\/p><p><a href=\"https:\/\/asq.org\/quality-resources\/cost-of-quality\" target=\"_blank\" rel=\"noopener\">Americk\u00e1 spolo\u010dnos\u0165 pre kvalitu odhaduje, \u017ee pre mnoh\u00e9 organiz\u00e1cie n\u00e1klady na kvalitu predstavuj\u00fa a\u017e 15 \u2013 20 %<\/a> ro\u010dn\u00fdch pr\u00edjmov z\u00a0predaja. Aj z\u00a0t\u00fdchto d\u00f4vodov sa pr\u00e1ve kontrola kvality st\u00e1va dom\u00e9nou s ve\u013ek\u00fdm potenci\u00e1lom profitova\u0165 z AI. Pou\u017e\u00edvanie inteligentn\u00fdch kamier a s\u00favisiaceho softv\u00e9ru s podporou AI a\u00a0strojov\u00e9ho u\u010denia pom\u00e1ha v\u00fdrobcom dosiahnu\u0165 lep\u0161iu kontrolu kvality pri r\u00fdchlostiach, latencii a n\u00e1kladoch, ktor\u00e9 presahuj\u00fa mo\u017enosti \u013eudsk\u00fdch kontrol\u00f3rov.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-712bf1f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"712bf1f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d1bdda2\" data-id=\"d1bdda2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-364c332 elementor-widget elementor-widget-image\" data-id=\"364c332\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/elementor\/thumbs\/logo-V-KRIVKACH-PIKTOGRAM-pcrkedkfd009j4j9ivks8slnpnrepar9vcpp9tosvk.png\" title=\"Logo Aspecta\" alt=\"aspecta logo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4b3c415\" data-id=\"4b3c415\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4e83a06 elementor-widget elementor-widget-heading\" data-id=\"4e83a06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u010co je to tradi\u010dn\u00e1 defektoskopia a ak\u00e9 s\u00fa jej nev\u00fdhody?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ed6572a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ed6572a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8d7d6cf\" data-id=\"8d7d6cf\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-68b4eaa elementor-widget elementor-widget-text-editor\" data-id=\"68b4eaa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; background-color: #ffffff; font-size: 1rem;\" href=\"https:\/\/cs.wikipedia.org\/wiki\/Defektoskopie\" target=\"_blank\" rel=\"noopener\">Defektoskopia<\/a>\u00a0je vedn\u00e9 odvetvie, ktor\u00e9 sa zaober\u00e1 nede\u0161trukt\u00edvnym sp\u00f4sobom zis\u0165ovania defektov v materi\u00e1loch a v\u00fdrobkoch. Okrem r\u00f4znych fyzik\u00e1lnych met\u00f3d je z\u00e1kladn\u00fdm pr\u00edstupom vizu\u00e1lna kontrola. T\u00e1to be\u017en\u00e1 met\u00f3da kontroly kvality nezah\u0155\u0148a \u017eiadne \u0161pecializovan\u00e9 vybavenie, namiesto toho sa pri overovan\u00ed spolieha na \u013eudsk\u00e9 zmysly. V\u010faka tomu je vizu\u00e1lna kontrola n\u00e1kladovo efekt\u00edvna, a z\u00e1rove\u0148 sa jednoducho vykon\u00e1va v porovnan\u00ed s in\u00fdmi kontroln\u00fdmi met\u00f3dami. Tak\u00e1to kontrola si vy\u017eaduje len pr\u00edtomnos\u0165 kontrol\u00f3ra, ktor\u00fd vykon\u00e1va posudzovanie subjektu pod\u013ea ur\u010dit\u00e9ho \u0161kolenia alebo predch\u00e1dzaj\u00facich znalost\u00ed. Zv\u00e4\u010d\u0161a nie je potrebn\u00e9 \u017eiadne \u0161peci\u00e1lne vybavenie.\u00a0<\/p><p>Na druhej strane je vizu\u00e1lna kontrola zvy\u010dajne \u010dasovo n\u00e1ro\u010dn\u00fd proces n\u00e1chyln\u00fd k chyb\u00e1m, preto\u017ee je vysoko manu\u00e1lny a\u00a0naplno sa v\u00a0nej prejavuje \u013eudsk\u00fd faktor. Pod\u013ea v\u00fdskumov sa chyby vizu\u00e1lnej kontroly zvy\u010dajne pohybuj\u00fa od 20 do 30 %. Ur\u010dit\u00e9 chyby sa daj\u00fa tr\u00e9ningom a cvi\u010den\u00edm redukova\u0165, ale nedaj\u00fa sa \u00faplne odstr\u00e1ni\u0165.<\/p><p>Niektor\u00e9 be\u017en\u00e9 probl\u00e9my, ktor\u00fdm \u010delia tradi\u010dn\u00e9 pr\u00edstupy k vizu\u00e1lnej kontrole, zah\u0155\u0148aj\u00fa:<\/p><ul><li>Vizu\u00e1lna kontrola je zvy\u010dajne vysoko manu\u00e1lny proces, ktor\u00fd m\u00f4\u017ee by\u0165 \u010dasovo n\u00e1ro\u010dn\u00fd a n\u00e1chyln\u00fd na chyby.<\/li><li>Kontrol\u00f3ri sa l\u00ed\u0161ia v z\u00e1vislosti od svojich sk\u00fasenost\u00ed a obmedzen\u00ed \u013eudsk\u00e9ho vn\u00edmania, \u010do m\u00f4\u017ee sp\u00f4sobi\u0165 nekonzistentn\u00fa kontrolu kvality. Tradi\u010dn\u00e1 vizu\u00e1lna kontrola je obmedzen\u00e1 r\u00fdchlos\u0165ou a citlivos\u0165ou \u013eudsk\u00fdch zmyslov.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-55280532 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"55280532\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-ce87738\" data-id=\"ce87738\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3901253d elementor-widget elementor-widget-image\" data-id=\"3901253d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/elementor\/thumbs\/logo-V-KRIVKACH-PIKTOGRAM-pcrkedkfd009j4j9ivks8slnpnrepar9vcpp9tosvk.png\" title=\"Logo Aspecta\" alt=\"aspecta logo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-60ec5722\" data-id=\"60ec5722\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1030eda elementor-widget elementor-widget-heading\" data-id=\"1030eda\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ako funguje kontrola kvality poh\u00e1\u0148an\u00e1 umelou inteligenciou?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-661d04f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"661d04f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e72e835\" data-id=\"e72e835\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b9f17b4 elementor-widget elementor-widget-text-editor\" data-id=\"b9f17b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Detekcia defektov je n\u00e1zorn\u00fdm pr\u00edkladom potenci\u00e1lnej hodnoty, ktor\u00fa mo\u017eno uvo\u013eni\u0165 implement\u00e1ciou technol\u00f3gi\u00ed AI vo v\u00fdrobnom priemysle. V\u00fdrobcovia, samozrejme, pou\u017e\u00edvaj\u00fa \u201e<a href=\"https:\/\/www.dailyautomation.sk\/01-strojove-videnie-uvod\/\" target=\"_blank\" rel=\"noopener\">strojov\u00e9 videnie<\/a>\u201c v aplik\u00e1ci\u00e1ch vizu\u00e1lnej kontroly u\u017e nieko\u013eko rokov. Pridanie softv\u00e9ru na kontrolu kvality s podporou strojov\u00e9ho u\u010denia v\u0161ak predstavuje odklon od predch\u00e1dzaj\u00facich technol\u00f3gi\u00ed.<\/p><p>Tradi\u010dn\u00e9 strojov\u00e9 videnie je technol\u00f3gia pou\u017e\u00edvan\u00e1 na poskytovanie automatickej kontroly zalo\u017eenej na obraze. Strojov\u00e9 videnie vynik\u00e1 pri kvantitat\u00edvnom meran\u00ed \u0161trukt\u00farovanej sc\u00e9ny v\u010faka svojej r\u00fdchlosti, presnosti a opakovate\u013enosti. Syst\u00e9m strojov\u00e9ho videnia postaven\u00fd na spr\u00e1vnom rozl\u00ed\u0161en\u00ed kamery a optike m\u00f4\u017ee \u013eahko kontrolova\u0165 detaily objektov, ktor\u00e9 s\u00fa pr\u00edli\u0161 mal\u00e9 na to, aby ich \u013eudsk\u00e9 oko videlo, a kontrolova\u0165 ich s v\u00e4\u010d\u0161ou spo\u013eahlivos\u0165ou a men\u0161ou chybovos\u0165ou. Syst\u00e9my strojov\u00e9ho videnia dok\u00e1\u017eu na v\u00fdrobnej linke spo\u013eahlivo a opakovane kontrolova\u0165 stovky alebo tis\u00edce dielov za min\u00fatu, \u010do \u010faleko presahuje kontroln\u00e9 mo\u017enosti \u013eud\u00ed.\u00a0<\/p><p>Na druhej strane, tradi\u010dn\u00fd automatizovan\u00fd syst\u00e9m nem\u00e1 tak\u00fa flexibilitu alebo toleranciu vo\u010di zmen\u00e1m ako \u013eudia. T\u00ed s\u00fa schopn\u00ed rozl\u00ed\u0161i\u0165 aj medzi jemn\u00fdmi, kozmetick\u00fdmi a funk\u010dn\u00fdmi chybami a dok\u00e1\u017eu interpretova\u0165 vari\u00e1cie vo vzh\u013eade dielov, ktor\u00e9 m\u00f4\u017eu ovplyvni\u0165 vn\u00edman\u00fa kvalitu. Aj ke\u010f je r\u00fdchlos\u0165 spracovania inform\u00e1ci\u00ed obmedzen\u00e1, \u013eudia s\u00fa jedine\u010dne schopn\u00ed konceptualizova\u0165 a zov\u0161eobec\u0148ova\u0165.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3421edc elementor-widget elementor-widget-image\" data-id=\"3421edc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/01\/vizualna-kontrola-kvality-AI-768x432.jpg\" class=\"attachment-medium_large size-medium_large wp-image-5312\" alt=\"kontrola kvality poh\u00e1\u0148an\u00e1 umelou inteligenciou\" srcset=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/01\/vizualna-kontrola-kvality-AI-768x432.jpg 768w, https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/01\/vizualna-kontrola-kvality-AI-300x169.jpg 300w, https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/01\/vizualna-kontrola-kvality-AI-18x10.jpg 18w, https:\/\/aspecta.sk\/wp-content\/uploads\/2022\/01\/vizualna-kontrola-kvality-AI.jpg 900w\" sizes=\"(max-width: 768px) 100vw, 768px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88d1014 elementor-widget elementor-widget-text-editor\" data-id=\"88d1014\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\">SOURCE: <a href=\"https:\/\/mobidev.biz\/blog\/ai-visual-inspection-deep-learning-computer-vision-defect-detection\" target=\"_blank\" rel=\"noopener\">mobidev.biz<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1fe9c8a elementor-widget elementor-widget-text-editor\" data-id=\"1fe9c8a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Pr\u00e1ve v\u00a0tomto smere sa ve\u013emi efekt\u00edvne vie uplatni\u0165 strojov\u00e9 u\u010denie a\u00a0umel\u00e1 inteligencia, ktor\u00e9 \u201eu\u010dia\u201c stroje robi\u0165 to, \u010do je pre \u013eud\u00ed prirodzen\u00e9: u\u010di\u0165 sa pr\u00edkladom. To d\u00e1va v\u00fdrobnej technol\u00f3gii \u00fa\u017easn\u00e9 nov\u00e9 schopnosti rozpozn\u00e1va\u0165 obr\u00e1zky, rozli\u0161ova\u0165 trendy a robi\u0165 inteligentn\u00e9 predpovede a rozhodnutia. Namiesto toho, aby sa syst\u00e9m strojov\u00e9ho videnia spoliehal na vopred naprogramovan\u00e9 pravidl\u00e1, softv\u00e9r poh\u00e1\u0148an\u00fd AI sa m\u00f4\u017ee s\u00e1m nau\u010di\u0165, ktor\u00e9 aspekty s\u00fa d\u00f4le\u017eit\u00e9, a vytvori\u0165 pravidl\u00e1, ktor\u00e9 definuj\u00fa kvalitn\u00e9 produkty. Pri spr\u00e1vnej implement\u00e1cii s\u00fa n\u00e1stroje na detekciu defektov podporovan\u00e9 AI ove\u013ea lep\u0161ie ako manu\u00e1lna kontrola i\u00a0strojov\u00e9 videnie, pri\u010dom poskytuj\u00fa v\u00fdrazne vy\u0161\u0161iu presnos\u0165, vy\u0161\u0161iu kvalitu produktov, vy\u0161\u0161iu produktivitu, vy\u0161\u0161iu priepustnos\u0165 a ni\u017e\u0161ie v\u00fdrobn\u00e9 n\u00e1klady.<\/p><p>Cel\u00fd postup vizu\u00e1lnej kontroly je v\u010faka AI nez\u00e1visl\u00fd od ak\u00e9hoko\u013evek \u013eudsk\u00e9ho faktora. Technol\u00f3gia strojov\u00e9ho u\u010denia vyu\u017e\u00edva neur\u00f3nov\u00e9 siete, ktor\u00e9 napodob\u0148uj\u00fa \u013eudsk\u00fa inteligenciu a\u00a0dok\u00e1\u017eu rozl\u00ed\u0161i\u0165 anom\u00e1lie a defekty, pri\u010dom toleruj\u00fa prirodzen\u00e9 vari\u00e1cie v zlo\u017eit\u00fdch vzoroch. T\u00fdmto sp\u00f4sobom vyu\u017eitie AI a\u00a0strojov\u00e9ho u\u010denia sp\u00e1ja prisp\u00f4sobivos\u0165 \u013eudskej vizu\u00e1lnej kontroly s r\u00fdchlos\u0165ou a robustnos\u0165ou po\u010d\u00edta\u010dov\u00e9ho syst\u00e9mu.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3b48663 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3b48663\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5869519\" data-id=\"5869519\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a54d6d8 elementor-widget elementor-widget-image\" data-id=\"a54d6d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/elementor\/thumbs\/logo-V-KRIVKACH-PIKTOGRAM-pcrkedkfd009j4j9ivks8slnpnrepar9vcpp9tosvk.png\" title=\"Logo Aspecta\" alt=\"aspecta logo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5ff37d4\" data-id=\"5ff37d4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ffac760 elementor-widget elementor-widget-heading\" data-id=\"ffac760\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">V\u00fdhody kontroly kvality poh\u00e1\u0148anej umelou inteligenciou<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3cf9888 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3cf9888\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-db5cbe5\" data-id=\"db5cbe5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e21a2a0 elementor-widget elementor-widget-text-editor\" data-id=\"e21a2a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Technol\u00f3gie AI a\u00a0strojov\u00e9ho videnia umo\u017e\u0148uj\u00fa v\u00fdrobcom automatizova\u0165 zis\u0165ovanie ch\u00fdb produktu, \u010d\u00edm \u0161etria \u010das a peniaze, a z\u00e1rove\u0148 zlep\u0161uj\u00fa kontrolu kvality. Niektor\u00e9 \u0161pecifick\u00e9 v\u00fdhody, ktor\u00e9 vypl\u00fdvaj\u00fa z roz\u0161\u00edrenia tradi\u010dn\u00fdch kontroln\u00fdch pr\u00edstupov s technikami AI a ML, zah\u0155\u0148aj\u00fa:<\/p><ul><li>Uvo\u013enenie ment\u00e1lnych zdrojov pre manu\u00e1lnych in\u0161pektorov, zlep\u0161enie detekcie defektov.<\/li><li>Automatick\u00e9 prisp\u00f4sobenie sa zmen\u00e1m v produktoch bez dodato\u010dn\u00e9ho programovania.<\/li><li>Takmer okam\u017eit\u00e1 kontrola desiatok alebo stoviek oblast\u00ed produktov.<\/li><\/ul><p>Vizu\u00e1lnu kontrolu doplnen\u00fa o AI je mo\u017en\u00e9 pou\u017ei\u0165 aj pre intern\u00e9 a extern\u00e9 zariadenia na hodnotenie produktov, ako s\u00fa skladovacie n\u00e1dr\u017ee, tlakov\u00e9 n\u00e1doby, potrubia a in\u00e9. Vizu\u00e1lna kontrola zalo\u017een\u00e1 na AI vedie k \u00faplnej\u0161iemu a efekt\u00edvnej\u0161iemu odha\u013eovaniu skryt\u00fdch ch\u00fdb po\u010das v\u00fdroby. Hlavn\u00e9 v\u0161eobecn\u00e9 benefity defektoskopie poh\u00e1\u0148anej umelou inteligenciou s\u00fa:<\/p><ul><li>R\u00fdchlos\u0165 &#8211; pozorovania, ako aj z\u00e1very sa robia extr\u00e9mne r\u00fdchlo.<\/li><li>Spo\u013eahlivos\u0165 \u2013\u200a syst\u00e9m je nezaujat\u00fd a programovate\u013en\u00fd pod\u013ea potreby a bez ot\u00e1zok sa riadi pokynmi.<\/li><li>Presnos\u0165 \u2013\u200a automatizovan\u00fd syst\u00e9m je schopn\u00fd mera\u0165 absol\u00fatne rozmery \u0161tandardizovan\u00fdm sp\u00f4sobom.<\/li><li>Nez\u00e1vislos\u0165 od prostredia \u2013\u200asyst\u00e9m mo\u017eno nasadi\u0165 aj v\u00a0pre \u010dloveka v\u00a0nebezpe\u010dn\u00fdch \u010di nevyhovuj\u00facich podmienkach alebo prostrediach.<\/li><li>N\u00e1kladov\u00e1 efekt\u00edvnos\u0165 &#8211; zn\u00ed\u017eenie n\u00e1kladov na pr\u00e1cu a in\u00e9 prev\u00e1dzkov\u00e9 n\u00e1klady<\/li><li>Zv\u00fd\u0161en\u00fd objem v\u00fdroby bez obetovania kvality.<\/li><\/ul><p>McKinsey odhaduje, \u017ee tieto\u00a0<a href=\"https:\/\/www.mckinsey.com\/~\/media\/mckinsey\/industries\/advanced%20electronics\/our%20insights\/capturing%20value%20at%20scale%20in%20discrete%20manufacturing%20with%20industry%204%200\/industry-4-0-capturing-value-at-scale-in-discrete-manufacturing-vf.pdf\" target=\"_blank\" rel=\"noopener\">v\u00fdhody detekcie defektov a \u010fal\u0161\u00edch aplik\u00e1ci\u00ed Industry 4.0<\/a>\u00a0vytvoria pre v\u00fdrobcov a dod\u00e1vate\u013eov potenci\u00e1lnu hodnotu 3,7 bili\u00f3na dol\u00e1rov u\u017e v roku 2025.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0fe489a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0fe489a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-0ccc1fe\" data-id=\"0ccc1fe\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8778010 elementor-widget elementor-widget-image\" data-id=\"8778010\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/elementor\/thumbs\/logo-V-KRIVKACH-PIKTOGRAM-pcrkedkfd009j4j9ivks8slnpnrepar9vcpp9tosvk.png\" title=\"Logo Aspecta\" alt=\"aspecta logo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1e4bb92\" data-id=\"1e4bb92\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8784d83 elementor-widget elementor-widget-heading\" data-id=\"8784d83\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Aplik\u00e1cie defektoskopie podporovanej AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c355f4f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c355f4f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1762681\" data-id=\"1762681\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c1a95fd elementor-widget elementor-widget-text-editor\" data-id=\"c1a95fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Aplik\u00e1cie vizu\u00e1lnej kontroly zalo\u017eenej na AI v re\u00e1lnom svete zah\u0155\u0148aj\u00fa:<\/p><ul><li>Detekciu ch\u00fdb produktu: Automatizuje detekciu ch\u00fdb produktu (napr\u00edklad kozmetick\u00e9 probl\u00e9my, zl\u00e9 zvary, chyby pri mont\u00e1\u017ei).<\/li><li>Detekciu po\u0161kodenia: Automatizuje detekciu po\u0161kodenia zariadenia alebo budovy (napr\u00edklad povrchov\u00e9 trhliny, po\u0161kodenie vodou). \u200d<\/li><li>Monitorovanie a detekciu kor\u00f3zie: Automaticky monitoruje kor\u00f3ziu v kotloch, potrubiach, skladovac\u00edch n\u00e1dr\u017eiach, n\u00e1dob\u00e1ch a in\u00fdch zariadeniach. \u200d<\/li><li>Spr\u00e1va invent\u00e1ra zariaden\u00ed: Automatizuje ozna\u010dovanie a spr\u00e1vu majetku r\u00fdchlym prepisovan\u00edm \u0161t\u00edtkov zariaden\u00ed a ich ukladan\u00edm do datab\u00e1zy.<\/li><\/ul><p>V\u00a0r\u00e1mci priemyseln\u00e9ho pou\u017eitia sa s\u00a0AI a\u00a0strojov\u00fdm u\u010den\u00edm pri kontrole kvality dnes stret\u00e1vame najm\u00e4 v t\u00fdchto oblastiach:<\/p><ul><li>Automobilov\u00e1 v\u00fdroba: Kontrola lakovan\u00e9ho povrchu, kontrola zvarov v karos\u00e1rni, kontrola lisovne (\u0161krabance, prelia\u010diny, praskliny, \u0161kvrny), kontrola bloku motora zlievarne (trhliny, deform\u00e1cie, anom\u00e1lie).<\/li><li>V\u00fdroba polovodi\u010dov: Anom\u00e1lia na \u00farovni pl\u00e1tkov a lokaliz\u00e1cia defektov, kontrola praskl\u00edn v matrici, kontrola pred umiestnen\u00edm, kontrola balenia SoC, kontrola mont\u00e1\u017ee dosky.<\/li><li>V\u00fdroba elektroniky: Chybn\u00e9 alebo ch\u00fdbaj\u00face s\u00fa\u010diastky dosky plo\u0161n\u00fdch spojov &#8211; PCB (skrutka, pru\u017eina, pena, konektor, \u0161t\u00edt at\u010f.), sp\u00e1jkovanie a lepenie dosky plo\u0161n\u00fdch spojov (nedostato\u010dn\u00e1 sp\u00e1jka, n\u00e1mraza, posun, prebytok c\u00ednu at\u010f.), kontrola povrchu v\u00fdrobku (rozliatie lepidla, deform\u00e1cia siete, \u0161krabance, bubliny at\u010f.).<\/li><li>Univerz\u00e1lna v\u00fdroba: Kontrola obalov a \u0161t\u00edtkov, kontrola tkan\u00edn (sie\u0165ovina, trhanie, priadza), kontrola kovov\u00fdch a plastov\u00fdch zvarov, kontrola povrchu.<\/li><\/ul><p>Vo svete u\u017e dnes vid\u00edme mno\u017estvo \u00faspe\u0161n\u00fdch pr\u00edpadov pou\u017eitia AI vo v\u00fdrobe. Napr\u00edklad\u00a0<a href=\"https:\/\/www.airbus.com\/en\/newsroom\/press-releases\/2018-04-airbus-launches-advanced-indoor-inspection-drone-to-reduce-aircraft\" target=\"_blank\" rel=\"noopener\">Airbus vyu\u017e\u00edva automatizovan\u00fd syst\u00e9m kontroly lietadiel zalo\u017een\u00fd na dronoch<\/a>, ktor\u00fd ur\u00fdch\u013euje a u\u013eah\u010duje vizu\u00e1lne kontroly. Tento v\u00fdvoj zni\u017euje prestoje lietadiel a s\u00fa\u010dasne zvy\u0161uje kvalitu spr\u00e1v z in\u0161pekci\u00ed. Drony na vizu\u00e1lnu\u00a0<a href=\"https:\/\/enterprise-insights.dji.com\/user-stories\/drone-solar-inspection-saves-time\" target=\"_blank\" rel=\"noopener\">kontrolu sol\u00e1rnych panelov vyu\u017e\u00edva aj spolo\u010dnos\u0165 DJI Enterprise<\/a>. Spolu so satelitmi sa drony\u00a0tie\u017e ve\u013emi \u00faspe\u0161ne vyu\u017e\u00edvaj\u00fa na kontrolu plynovodov a\u00a0ropovodov, DroneDeploy takto ned\u00e1vno zmapovala takmer 300 km potrub\u00ed. <a href=\"https:\/\/www.fujitsu.com\/uk\/news\/pr\/2019\/fs-20190704.html\" target=\"_blank\" rel=\"noopener\">Fujitsu Laboratories zas stoj\u00ed na \u010dele v\u00fdvoja rozpozn\u00e1vac\u00edch syst\u00e9mov s podporou AI pre elektronick\u00fd priemysel<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-51020e6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"51020e6\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-e12d857\" data-id=\"e12d857\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2afee93 elementor-widget elementor-widget-image\" data-id=\"2afee93\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/elementor\/thumbs\/logo-V-KRIVKACH-PIKTOGRAM-pcrkedkfd009j4j9ivks8slnpnrepar9vcpp9tosvk.png\" title=\"Logo Aspecta\" alt=\"aspecta logo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d6fc903\" data-id=\"d6fc903\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c014387 elementor-widget elementor-widget-heading\" data-id=\"c014387\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">V\u00fdzvy zavedenia AI do kontroly kvality vo v\u00fdrobe<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ae80098 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ae80098\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d754735\" data-id=\"d754735\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1606d4d elementor-widget elementor-widget-text-editor\" data-id=\"1606d4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Hlavn\u00e9 prek\u00e1\u017eky zav\u00e1dzania v\u00fdrobn\u00fdch rie\u0161en\u00ed poh\u00e1\u0148an\u00fdch umelou inteligenciou do v\u00fdroby a vytv\u00e1rania pozit\u00edvnej n\u00e1vratnosti invest\u00edci\u00ed m\u00f4\u017eu prameni\u0165 z obchodn\u00fdch \u010di technick\u00fdch probl\u00e9mov. Implement\u00e1cia AI vo v\u00fdrobe je navy\u0161e st\u00e1le v&nbsp;ranom \u0161t\u00e1diu. Je to preto, \u017ee ka\u017ed\u00fd probl\u00e9m, scen\u00e1r a pr\u00edpad pou\u017eitia AI je \u00faplne jedine\u010dn\u00fd a vy\u017eaduje si drobn\u00e9 prisp\u00f4sobenia. Detekcia defektov sa z\u00e1sadne l\u00ed\u0161i vo v\u00fdrobe odevov, potravin\u00e1rstve, automobilovom priemysle \u010di spotrebnej elektronike. Pre v\u00e4\u010d\u0161inu spolo\u010dnost\u00ed je nutn\u00e1 implement\u00e1cia \u0161pecifick\u00fdch rie\u0161en\u00ed, aby sa dosiahol v\u00fdznamn\u00fd vplyv na podnikanie a n\u00e1vratnos\u0165 invest\u00edci\u00ed z dlhodob\u00e9ho h\u013eadiska.&nbsp;<\/p>\n<p>Budovanie technol\u00f3gie AI vo vlastnej r\u00e9\u017eii si vy\u017eaduje \u0161pi\u010dkov\u00e9 odborn\u00e9 znalosti v danej oblasti. Podniky, ktor\u00e9 sa pok\u00fa\u0161aj\u00fa vybudova\u0165 rie\u0161enia AI interne, nar\u00e1\u017eaj\u00fa na ve\u013ek\u00e9 n\u00e1klady a extr\u00e9mne dlh\u00fd \u010das zhodnotenia projektov. Aj preto je vhodn\u00e9 zvoli\u0165 si na implement\u00e1ciu defektoskopie poh\u00e1\u0148anej AI <a href=\"https:\/\/aspecta.sk\/en\/o-spolocnosti-aspecta\/\">spo\u013eahliv\u00e9ho partnera so sk\u00fasenos\u0165ami<\/a> v&nbsp;danej oblasti, ktor\u00fd je schopn\u00fd u\u0161i\u0165 v\u00e1m rie\u0161enie na mieru. V&nbsp;takomto pr\u00edpade m\u00f4\u017ee by\u0165 tento krok rozhoduj\u00facim pri \u010fal\u0161om smerovan\u00ed a&nbsp;raste podnikania a&nbsp;prinies\u0165 do spolo\u010dnosti mimoriadnu pridan\u00fa hodnotu. &nbsp;&nbsp;&nbsp;<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-07a2685 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"07a2685\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9cf39dd\" data-id=\"9cf39dd\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5b4a65f elementor-widget elementor-widget-heading\" data-id=\"5b4a65f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Did you like the article?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-9e31fee elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"9e31fee\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-9da30fa\" data-id=\"9da30fa\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-552ed38 elementor-widget elementor-widget-heading\" data-id=\"552ed38\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Sign up for the newsletter<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-f32455e\" data-id=\"f32455e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b84034c elementor-widget elementor-widget-heading\" data-id=\"b84034c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Share it on social networks<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65a5d87 elementor-widget elementor-widget-elementskit-social-share\" data-id=\"65a5d87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"elementskit-social-share.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" >\t\t<ul class=\"ekit_socialshare\">\n                            <li class=\"elementor-repeater-item-b45a8a0\" data-social=\"facebook\">\n                    <div class=\"facebook\">\n                        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                                          <\/div>\n                <\/li>\n                                    <\/ul>\n        <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ba680a9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ba680a9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-164830f\" data-id=\"164830f\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-d118124 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"d118124\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-252f495\" data-id=\"252f495\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4889568 elementor-widget elementor-widget-heading\" data-id=\"4889568\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Author<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-05e1017 elementor-widget elementor-widget-elementskit-testimonial\" data-id=\"05e1017\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"elementskit-testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"ekit-wid-con\" ><div class=\"elementskit-testimonial-slider arrow_inside elementskit-default-testimonial\" data-config=\"{&quot;rtl&quot;:false,&quot;arrows&quot;:false,&quot;dots&quot;:false,&quot;pauseOnHover&quot;:false,&quot;autoplay&quot;:false,&quot;speed&quot;:1000,&quot;slidesPerGroup&quot;:1,&quot;slidesPerView&quot;:1,&quot;loop&quot;:false,&quot;spaceBetween&quot;:0,&quot;breakpoints&quot;:{&quot;320&quot;:{&quot;slidesPerView&quot;:1,&quot;slidesPerGroup&quot;:1,&quot;spaceBetween&quot;:10},&quot;768&quot;:{&quot;slidesPerView&quot;:2,&quot;slidesPerGroup&quot;:1,&quot;spaceBetween&quot;:10},&quot;1024&quot;:{&quot;slidesPerView&quot;:1,&quot;slidesPerGroup&quot;:1,&quot;spaceBetween&quot;:15}}}\">\n\t<div class=\"ekit-main-swiper swiper\">\n\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t<div class=\"swiper-slide-inner\">\n\t\t\t\t\t\t<div class=\"elemntskit-testimonial-item\" >\n\t\t\t\t\t\t\t<div class=\"elementskit-single-testimonial-slider\">\n\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t<div class=\"col-lg-6 elementkit-testimonial-col\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementskit-commentor-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Vyv\u00edja webov\u00e9 aplik\u00e1cie zalo\u017een\u00e9 na .NET frameworku. M\u00e1 rozsiahle sk\u00fasenosti s programovan\u00edm. Zauj\u00edma sa o AI, BI a modern\u00e9 IT postupy. <\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementskit-border-hr\"><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementskit-profile-info\">\n\t\t\t\t\t\t\t\t\t\t\t\t<strong class=\"elementskit-author-name\">Branislav Bielik<\/strong>\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementskit-author-des\">Analysis Programmer .NET<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"col-lg-6 elementkit-testimonial-col\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementskit-profile-image-card\">\n\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"250\" height=\"250\" src=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2021\/10\/branislav-bielik.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/aspecta.sk\/wp-content\/uploads\/2021\/10\/branislav-bielik.jpg 250w, https:\/\/aspecta.sk\/wp-content\/uploads\/2021\/10\/branislav-bielik-150x150.jpg 150w, https:\/\/aspecta.sk\/wp-content\/uploads\/2021\/10\/branislav-bielik-12x12.jpg 12w\" sizes=\"(max-width: 250px) 100vw, 250px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\n\t\t\t<\/div>\n<\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-44b4e60\" data-id=\"44b4e60\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-46ae123 elementor-widget elementor-widget-heading\" data-id=\"46ae123\" data-element_type=\"widget\" data-e-type=\"widget\" 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Rover<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Ka\u017ed\u00e9 odvetvie, od mikro\u010dipov cez smartf\u00f3ny a\u017e po automobily a potraviny, sa mus\u00ed pri v\u00fdrobe tovaru stara\u0165 o udr\u017eanie kvality a v\u00fdkonu. N\u00edzka alebo nekonzistentn\u00e1 kvalita m\u00f4\u017ee vies\u0165 k dodato\u010dn\u00fdm n\u00e1kladom, nadmern\u00e9mu odpadu, stiahnutiu produktov z trhu, zv\u00fd\u0161enej miere reklam\u00e1ci\u00ed a pod. Kontrola kvality je tak z\u00e1kladnou s\u00fa\u010das\u0165ou v\u00e4\u010d\u0161iny v\u00fdrobn\u00fdch procesov. Manu\u00e1lne postupy kontroly kvality s\u00fa v\u0161ak \u010dasto \u010dasovo n\u00e1ro\u010dn\u00e9 a n\u00e1chyln\u00e9 na chyby. S cie\u013eom uspokoji\u0165 rast\u00faci dopyt po vysokokvalitn\u00fdch produktoch sa vo v\u00fdrobn\u00fdch link\u00e1ch st\u00e1va nevyhnutn\u00fdm pou\u017e\u00edvanie inteligentn\u00fdch vizu\u00e1lnych kontroln\u00fdch syst\u00e9mov zalo\u017een\u00fdch na strojovom u\u010den\u00ed a umelej inteligencii. <\/p>","protected":false},"author":1,"featured_media":5311,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-5310","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-umela-inteligencia"],"_links":{"self":[{"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/posts\/5310","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/comments?post=5310"}],"version-history":[{"count":0,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/posts\/5310\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/media\/5311"}],"wp:attachment":[{"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/media?parent=5310"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/categories?post=5310"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aspecta.sk\/en\/wp-json\/wp\/v2\/tags?post=5310"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}