{"id":14601,"date":"2025-12-23T14:07:00","date_gmt":"2025-12-23T13:07:00","guid":{"rendered":"https:\/\/automation-inside.com\/?p=14601"},"modified":"2025-12-23T15:08:53","modified_gmt":"2025-12-23T14:08:53","slug":"cum-pot-fi-recunoscute-in-mod-fiabil-datele-limita-de-consum-in-productie","status":"publish","type":"post","link":"https:\/\/we.automation-inside.com\/ro\/cum-pot-fi-recunoscute-in-mod-fiabil-datele-limita-de-consum-in-productie\/","title":{"rendered":"Cum pot fi recunoscute \u00een mod fiabil datele limit\u0103 de consum \u00een produc\u021bie?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14601\" class=\"elementor elementor-14601 elementor-14067\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f9bb731 e-flex e-con-boxed e-con e-parent\" data-id=\"f9bb731\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6438a4a e-con-full e-flex e-con e-child\" data-id=\"6438a4a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9bea727 elementor-widget elementor-widget-global elementor-global-8172 elementor-global-10 elementor-widget-post-info\" data-id=\"9bea727\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-7119e78 elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ro\/tag\/b60\/\" class=\"elementor-post-info__terms-list-item\">B60<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ro\/tag\/camera-inteligenta\/\" class=\"elementor-post-info__terms-list-item\">Camer\u0103 inteligent\u0103<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ro\/tag\/detectarea-mhd\/\" class=\"elementor-post-info__terms-list-item\">Detectarea MHD<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ro\/tag\/ocr-profund\/\" class=\"elementor-post-info__terms-list-item\">OCR profund<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ro\/tag\/perioada-minima-de-valabilitate\/\" class=\"elementor-post-info__terms-list-item\">Perioada minim\u0103 de valabilitate<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ro\/tag\/procesarea-imaginilor-industriale\/\" class=\"elementor-post-info__terms-list-item\">Procesarea imaginilor industriale<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ro\/tag\/recunoasterea-textului\/\" class=\"elementor-post-info__terms-list-item\">Recunoa\u0219terea textului<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ro\/tag\/viziune-artificiala\/\" class=\"elementor-post-info__terms-list-item\">Viziune artificial\u0103<\/a>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e658e6 elementor-widget elementor-widget-global elementor-global-7830 elementor-global-34 elementor-widget-theme-post-title\" data-id=\"3e658e6\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Cum pot fi recunoscute \u00een mod fiabil datele limit\u0103 de consum \u00een produc\u021bie?<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79ad060 elementor-widget elementor-widget-text-editor\" data-id=\"79ad060\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Detectarea automat\u0103 a datelor &#8222;best-before&#8221; (BBD) este o component\u0103 central\u0103 a liniilor moderne de produc\u021bie \u0219i ambalare. Aceasta este utilizat\u0103 pentru asigurarea calit\u0103\u021bii, trasabilitate \u0219i automatizarea proceselor.<\/strong><br><strong>Cu toate acestea, citirea acestor date impune cerin\u021be ridicate sistemelor de procesare a imaginilor: materialele de ambalare schimb\u0103toare, suprafe\u021bele reflectorizante, fonturile variabile \u0219i ciclurile scurte de timp fac din detectarea datei de valabilitate o adev\u0103rat\u0103 provocare.<\/strong><\/p><p><strong>Cu ajutorul sistemelor inteligente de procesare a imaginilor bazate pe inteligen\u021b\u0103 artificial\u0103, cum ar fi wenglor Smart Camera B60, aceast\u0103 sarcin\u0103 poate fi rezolvat\u0103 acum \u00een mod fiabil, rapid \u0219i stabil &#8211; chiar \u0219i \u00een cele mai dificile condi\u021bii.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bc879f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"4bc879f\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AdobeStock_126751574.jpg\" class=\"attachment-full size-full wp-image-14603\" alt=\"Procesarea imaginilor pe baz\u0103 de inteligen\u021b\u0103 artificial\u0103 recunoa\u0219te automat datele limit\u0103 de consum de pe produse\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AdobeStock_126751574.jpg 1920w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AdobeStock_126751574-300x169.jpg 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AdobeStock_126751574-1024x576.jpg 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AdobeStock_126751574-768x432.jpg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AdobeStock_126751574-1536x864.jpg 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">BBD automatizat \u0219i etichetarea loturilor \u00een liniile de produc\u021bie<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-320a894 elementor-widget elementor-widget-text-editor\" data-id=\"320a894\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><strong>1. timpi de ciclu scur\u021bi &#8211; viteza este esen\u021bial\u0103<\/strong><\/h2><p><strong>Provocare:<\/strong><\/p><p>\u00cen cadrul liniilor de produc\u021bie extrem de automatizate, procesele se desf\u0103\u0219oar\u0103 cu <strong>timpi de ciclu foarte scur\u021bi<\/strong>. Fie \u00een timpul sort\u0103rii, ambal\u0103rii sau controlului calit\u0103\u021bii &#8211; data limit\u0103 de consum \u0219i alte date despre produs, cum ar fi <strong>numerele de lot sau de serie<\/strong>, trebuie s\u0103 fie recunoscute \u0219i procesate <strong>\u00een timp real<\/strong>.<br>Orice \u00eent\u00e2rziere \u00een recunoa\u0219terea textului poate \u00eencetini \u00eentregul flux de produc\u021bie sau chiar duce la opriri. <\/p><p><strong>Solu\u021bie:<\/strong><\/p><p>Wenglor <strong>Smart Camera B60<\/strong> cu <strong>algoritm Deep OCR<\/strong> integrat permite <strong>recunoa\u0219terea rapid\u0103 \u0219i precis\u0103 a textului<\/strong> chiar \u0219i la viteze mari ale benzii.<br>Algoritmul bazat pe inteligen\u021b\u0103 artificial\u0103 este capabil s\u0103 recunoasc\u0103 \u00een mod fiabil <strong>fonturi diferite, imagini de imprimare slabe \u0219i condi\u021bii de iluminare schimb\u0103toare<\/strong> &#8211; \u00een timp real.<br>Acest lucru men\u021bine eficien\u021ba liniei de produse f\u0103r\u0103 nicio pierdere de calitate \u00een recunoa\u0219terea datelor.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98f108f elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7183 elementor-global-337 elementor-widget-divider\" data-id=\"98f108f\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c771d57 elementor-widget elementor-widget-text-editor\" data-id=\"c771d57\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><strong>2. folii reflectorizante sau transparente &#8211; vizibilitate clar\u0103 \u00een ciuda luciu<\/strong><\/h2><figure id=\"attachment_14078\" aria-describedby=\"caption-attachment-14078\" style=\"width: 700px\" class=\"wp-caption alignright\"><img decoding=\"async\" class=\"wp-image-14078\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/MHD_V1.png\" alt=\"Deep OCR recunoa\u0219te \u00een timp real datele limit\u0103 de consum \u0219i numerele de lot de pe ambalaje\" width=\"700\" height=\"394\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/MHD_V1.png 1920w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/MHD_V1-300x169.png 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/MHD_V1-1024x576.png 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/MHD_V1-768x432.png 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/MHD_V1-1536x864.png 1536w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption id=\"caption-attachment-14078\" class=\"wp-caption-text\">Recunoa\u0219terea textului cu ajutorul inteligen\u021bei artificiale pentru datele de valabilitate<\/figcaption><\/figure><p><strong>Provocare:<\/strong><\/p><p>Multe ambalaje sunt realizate din <strong>folii lucioase sau transparente<\/strong>. Acestea provoac\u0103 reflexii care pot face ilizibil\u0103 data limit\u0103 de consum imprimat\u0103 pe ele.<br>\u00cen plus, <strong>ridurile, \u00eentinderea sau deformarea<\/strong> pot duce la distorsionarea caracterelor \u0219i pot \u00eempinge rapid sistemele OCR conven\u021bionale la limitele lor. <\/p><p> <\/p><p> <\/p><p><strong>Solu\u021bie:<\/strong><\/p><p>Combina\u021bia de <strong>camere Machine Vision<\/strong>, un <strong>controler Machine Vision<\/strong> sau <strong>Smart Camera B60<\/strong> cu <strong>tehnologia de iluminare direc\u021bionat\u0103<\/strong> asigur\u0103 o vizualizare clar\u0103 a elementelor esen\u021biale.<br>Utilizarea <strong>ilumin\u0103rii difuze<\/strong> \u0219i a <strong>filtrelor de polarizare<\/strong> reduce \u00een mod eficient reflexiile care distrag aten\u021bia.<br><strong>Modulul Deep OCR<\/strong> din software-ul <strong>uniVision 3<\/strong> recunoa\u0219te, de asemenea, <strong>caracterele distorsionate sau par\u021bial \u00eentunecate<\/strong> &#8211; chiar \u0219i pe folii lucioase, reflectorizante sau ondulate.<br>Rezultatul: <strong>recunoa\u0219terea fiabil\u0103 a informa\u021biilor referitoare la date<\/strong>, chiar \u0219i \u00een condi\u021bii dificile de iluminare \u0219i material.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c13415 elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7183 elementor-global-337 elementor-widget-divider\" data-id=\"7c13415\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e2a816 elementor-widget elementor-widget-text-editor\" data-id=\"5e2a816\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><strong>3. schimbarea contrastelor \u0219i a culorilor de fundal &#8211; condi\u021bii dificile de citire pe obiecte rotunde<\/strong><\/h2><p><strong>Provocare:<\/strong><\/p><p>BBD sunt adesea imprimate pe <strong>borcane de iaurt, cutii sau ambalaje de plastic<\/strong> pe <strong>fundaluri curbate, lucioase sau cu culori schimb\u0103toare<\/strong>.<br>Sistemele conven\u021bionale dau adesea gre\u0219 din cauza contrastelor slabe, a literelor distorsionate sau a calit\u0103\u021bii variabile a imprim\u0103rii.<\/p><p><strong>Solu\u021bie:<\/strong><\/p><p><strong>Smart Camera B60<\/strong> cu <strong>func\u021bie Deep OCR<\/strong> integrat\u0103 recunoa\u0219te \u00een mod stabil \u0219i fiabil chiar \u0219i caracterele greu de citit &#8211; indiferent de <strong>pozi\u021bia fontului, contrast sau culoarea fundalului<\/strong>.<br>\u00cen combina\u021bie cu <strong>tehnologia de iluminare adaptat\u0103<\/strong> \u0219i <strong>expunerea<\/strong> reglabil\u0103 individual, sistemul compenseaz\u0103 automat fluctua\u021biile de luminozitate.<br>Aceasta \u00eenseamn\u0103 c\u0103 BBD este <strong>recunoscut clar \u0219i f\u0103r\u0103 ambiguitate<\/strong> \u0219i pe suprafe\u021be curbe, f\u0103r\u0103 a afecta fluxul de produc\u021bie.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0697fdf elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7183 elementor-global-337 elementor-widget-divider\" data-id=\"0697fdf\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74b91e6 elementor-widget elementor-widget-text-editor\" data-id=\"74b91e6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><strong>4. suprafe\u021be structurate &#8211; detectare fiabil\u0103 \u00een ciuda granula\u021biei<\/strong><\/h2><p><strong>Provocare:<\/strong><\/p><p>Este deosebit de dificil s\u0103 se recunoasc\u0103 numerele de lot pe <strong>suprafe\u021be texturate sau naturale<\/strong>, cum ar fi <strong>ambalajele din lemn sau materialele de parchet<\/strong>.<br>Granula\u021biile, porii sau denivel\u0103rile pot acoperi imprimarea sau distorsiona caracterele.<br>Cu toate acestea, recunoa\u0219terea clar\u0103 a datei de produc\u021bie sau de expirare este esen\u021bial\u0103 pentru asigurarea calit\u0103\u021bii, \u00een special pentru materialele care sunt prelucrate sau depozitate ulterior.<\/p><p><strong>Solu\u021bie:<\/strong><\/p><p><strong>Smart Camera B60<\/strong> recunoa\u0219te textul chiar \u0219i pe suprafe\u021be neregulate, cu contrast sc\u0103zut.<br>Datorit\u0103 <strong>algoritmilor OCR profunzi<\/strong> \u0219i puternici \u0219i a parametrilor ajustabili flexibil \u00een <strong>software-ul uniVision 3<\/strong>, chiar \u0219i caracterele slab imprimate pot fi capturate \u00een mod fiabil.<br>Utilizarea <strong>ilumin\u0103rii \u00een infraro\u0219u<\/strong> \u00eenseamn\u0103 c\u0103 fibra lemnului este <strong>mascat\u0103<\/strong> \u00een mod specific, deoarece lumina IR minimizeaz\u0103 structurile mai profunde \u0219i reduce reflexiile care distrag aten\u021bia.<br>Rezultatul: <strong>recunoa\u0219terea clar\u0103 a datelor<\/strong> chiar \u0219i pe materiale naturale dificile.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab63fa9 elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7183 elementor-global-337 elementor-widget-divider\" data-id=\"ab63fa9\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4445a94 elementor-widget elementor-widget-text-editor\" data-id=\"4445a94\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><strong>Concluzie: procesarea imaginilor pe baz\u0103 de inteligen\u021b\u0103 artificial\u0103 face din detectarea datei limit\u0103 de consum un proces fiabil<\/strong><\/h2><p>De la filme lucioase la suprafe\u021be structurate &#8211; detectarea fiabil\u0103 a datelor de valabilitate impune cerin\u021be ridicate pentru procesarea industrial\u0103 a imaginilor.<br>Cu <strong>Smart Camera B60<\/strong> \u0219i <strong>software-ul uniVision 3<\/strong>, wenglor ofer\u0103 o solu\u021bie complet\u0103 care combin\u0103 viteza, precizia \u0219i flexibilitatea:<\/p><ul><li><strong>Deep OCR<\/strong> pentru recunoa\u0219terea stabil\u0103 a textului cu fonturi \u0219i fundaluri variabile<\/li><li><strong>Iluminare optimizat\u0103<\/strong> \u00eempotriva reflexiilor, ridurilor \u0219i defectelor structurale<\/li><li><strong>Procesare \u00een timp real<\/strong> pentru utilizarea \u00een linii de produc\u021bie rapide<\/li><\/ul><p> <\/p><p>Acest lucru transform\u0103 detectarea BBD \u00eentr-un <strong>proces robust, complet automatizat<\/strong>, care \u00eembun\u0103t\u0103\u021be\u0219te \u00een mod durabil calitatea \u0219i eficien\u021ba produc\u021biei.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36bc817 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"36bc817\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.wenglor.com\/s\/Automatisierte+MHD-Erkennung\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Afla\u021bi mai multe despre detectarea fiabil\u0103 a datei limit\u0103 de consum<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bc2cd4 elementor-widget elementor-widget-global elementor-global-7873 elementor-global-22 elementor-widget-spacer\" data-id=\"6bc2cd4\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-170e228 e-con-full elementor-hidden-mobile elementor-hidden-tablet e-flex e-con e-child\" data-id=\"170e228\" data-element_type=\"container\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;],&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9577fc8 elementor-grid-1 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-widget elementor-widget-posts\" data-id=\"9577fc8\" data-element_type=\"widget\" data-settings=\"{&quot;classic_columns&quot;:&quot;1&quot;,&quot;classic_columns_tablet&quot;:&quot;2&quot;,&quot;classic_columns_mobile&quot;:&quot;1&quot;,&quot;classic_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;classic_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;classic_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.classic\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-classic elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-24155 post type-post status-publish format-standard has-post-thumbnail hentry category-principii-de-baza tag-bariera-reflexului-oglinzii tag-controlul-nivelului-de-umplere tag-leveltech tag-masurarea-nivelului tag-senzor-de-distanta-cu-ultrasunete tag-senzor-laser-de-distanta tag-senzori-cu-inel-inductiv\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/we.automation-inside.com\/ro\/cum-poate-fi-masurat-nivelul-de-umplere-in-mod-fiabil-indiferent-de-material-si-mediu\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-300x169.jpg\" class=\"attachment-medium size-medium wp-image-24157\" alt=\"M\u0103surarea precis\u0103 a nivelurilor de umplere \u2013 f\u0103r\u0103 contact \u0219i fiabil\u0103\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-300x169.jpg 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-1024x576.jpg 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-768x432.jpg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-1536x864.jpg 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu.jpg 1920w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ro\/cum-poate-fi-masurat-nivelul-de-umplere-in-mod-fiabil-indiferent-de-material-si-mediu\/\" >\n\t\t\t\tCum poate fi m\u0103surat nivelul de umplere \u00een mod fiabil \u2013 indiferent de material \u0219i mediu?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\taprilie 23, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/we.automation-inside.com\/ro\/cum-poate-fi-masurat-nivelul-de-umplere-in-mod-fiabil-indiferent-de-material-si-mediu\/\" aria-label=\"Citi\u021bi mai multe despre Cum poate fi m\u0103surat nivelul de umplere \u00een mod fiabil \u2013 indiferent de material \u0219i mediu?\" tabindex=\"-1\" >\n\t\t\tLa articol\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-24915 post type-post status-publish format-standard has-post-thumbnail hentry category-aplicatii tag-camera-inteligenta-b60 tag-citirea-codului tag-inginerie-auto\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/we.automation-inside.com\/ro\/cum-pot-fi-citite-in-mod-fiabil-codurile-de-pe-tablouri-de-bord-de-la-distanta-mare\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-300x169.jpg\" class=\"attachment-medium size-medium wp-image-24917\" alt=\"Bordul unei ma\u0219ini cu etichete de cod lipite pe el\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-300x169.jpg 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-1024x576.jpg 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-768x432.jpg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-1536x864.jpg 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto.jpg 1920w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ro\/cum-pot-fi-citite-in-mod-fiabil-codurile-de-pe-tablouri-de-bord-de-la-distanta-mare\/\" >\n\t\t\t\tCum pot fi citite \u00een mod fiabil codurile de pe tablouri de bord de la distan\u021b\u0103 mare?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\taprilie 17, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/we.automation-inside.com\/ro\/cum-pot-fi-citite-in-mod-fiabil-codurile-de-pe-tablouri-de-bord-de-la-distanta-mare\/\" aria-label=\"Citi\u021bi mai multe despre Cum pot fi citite \u00een mod fiabil codurile de pe tablouri de bord de la distan\u021b\u0103 mare?\" tabindex=\"-1\" >\n\t\t\tLa articol\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-24995 post type-post status-publish format-standard has-post-thumbnail hentry category-aplicatii tag-recunoasterea-obiectelor tag-rulmenti-de-mare-viteza tag-suprafete-intunecate tag-testul-documentului\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/we.automation-inside.com\/ro\/cum-poate-fi-detectata-in-mod-fiabil-ocuparea-compartimentelor-de-raft-pentru-obiectele-lucioase-si-negre\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"262\" height=\"300\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-262x300.jpeg\" class=\"attachment-medium size-medium wp-image-19448\" alt=\"\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-262x300.jpeg 262w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-895x1024.jpeg 895w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-768x878.jpeg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-1343x1536.jpeg 1343w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-1791x2048.jpeg 1791w\" sizes=\"(max-width: 262px) 100vw, 262px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ro\/cum-poate-fi-detectata-in-mod-fiabil-ocuparea-compartimentelor-de-raft-pentru-obiectele-lucioase-si-negre\/\" >\n\t\t\t\tCum poate fi detectat\u0103 \u00een mod fiabil ocuparea compartimentelor de raft pentru obiectele lucioase \u0219i negre?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\taprilie 16, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/we.automation-inside.com\/ro\/cum-poate-fi-detectata-in-mod-fiabil-ocuparea-compartimentelor-de-raft-pentru-obiectele-lucioase-si-negre\/\" aria-label=\"Citi\u021bi mai multe despre Cum poate fi detectat\u0103 \u00een mod fiabil ocuparea compartimentelor de raft pentru obiectele lucioase \u0219i negre?\" tabindex=\"-1\" >\n\t\t\tLa articol\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3f13fdf e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"3f13fdf\" data-element_type=\"container\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;],&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a4d7e25 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"a4d7e25\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab61749 elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7183 elementor-global-337 elementor-widget-divider\" data-id=\"ab61749\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3e1ead7 e-con-full e-flex e-con e-child\" data-id=\"3e1ead7\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3423378 e-con-full e-flex e-con e-child\" data-id=\"3423378\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b19cdee elementor-widget elementor-widget-heading\" data-id=\"b19cdee\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Autor<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-426ff13 elementor-widget elementor-widget-spacer\" data-id=\"426ff13\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2905a9c elementor-widget elementor-widget-author-box\" data-id=\"2905a9c\" data-element_type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<div  class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/we.automation-inside.com\/wp-content\/plugins\/elementor\/assets\/images\/placeholder.png\" alt=\"Picture of Max Mustermann\" loading=\"lazy\">\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tMax Mustermann\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\t<p>Titlul postului<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1efd648 e-con-full e-flex e-con e-child\" data-id=\"1efd648\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-837b93b elementor-widget elementor-widget-spacer\" data-id=\"837b93b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Procesarea imaginilor bazat\u0103 pe inteligen\u021b\u0103 artificial\u0103 face ca recunoa\u0219terea automat\u0103 a datelor de valabilitate s\u0103 fie eficient\u0103 \u0219i fiabil\u0103. Smart Camera B60 cu Deep OCR cite\u0219te datele &#8222;best-before&#8221; f\u0103r\u0103 erori, chiar \u0219i \u00een cazul foliilor lucioase, al suprafe\u021belor neregulate \u0219i al vitezelor mari de produc\u021bie &#8211; pentru asigurarea calit\u0103\u021bii maxime \u0219i controlul procesului. <\/p>\n","protected":false},"author":6,"featured_media":14603,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[1772],"tags":[3316,767,3317,2799,3319,2223,3318,1062],"class_list":["post-14601","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-principii-de-baza","tag-b60","tag-camera-inteligenta","tag-detectarea-mhd","tag-ocr-profund","tag-perioada-minima-de-valabilitate","tag-procesarea-imaginilor-industriale","tag-recunoasterea-textului","tag-viziune-artificiala"],"_links":{"self":[{"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/posts\/14601","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/comments?post=14601"}],"version-history":[{"count":1,"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/posts\/14601\/revisions"}],"predecessor-version":[{"id":14604,"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/posts\/14601\/revisions\/14604"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/media\/14603"}],"wp:attachment":[{"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/media?parent=14601"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/categories?post=14601"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/we.automation-inside.com\/ro\/wp-json\/wp\/v2\/tags?post=14601"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}