{"id":117,"date":"2025-10-31T00:25:51","date_gmt":"2025-10-31T00:25:51","guid":{"rendered":"https:\/\/vibromera.eu\/glossary\/fault-detection\/"},"modified":"2026-07-03T10:04:59","modified_gmt":"2026-07-03T10:04:59","slug":"fault-detection","status":"publish","type":"glossary","link":"https:\/\/vibromera.eu\/tr\/glossary\/fault-detection\/","title":{"rendered":"Ar\u0131za Tespiti Nedir? Sorun Tan\u0131mlama"},"content":{"rendered":"<h1>Ar\u0131za Tespitini Anlamak<\/h1>\n\t\t<section class=\"woocommerce hestia-shop products is-shortcode\" id=\"products\" data-sorder=\"hestia_shop\" >\n\t\t\t\t\t\t<div class=\"\">\n\t\t\t\t\t\t<div class=\"hestia-shop-content\">\n\t\t\t<div class=\"row\" data-aos=\"fade-up\" >\t\t\t\t\t<div class=\"col-ms-6 col-sm-6 col-md-3 shop-item\">\n\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/balanset-1\/\" class=\"woocommerce-LoopProduct-link woocommerce-loop-product__link\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"card-image\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/balanset-1\/\" title=\"Ta\u015f\u0131nabilir balans makinesi &amp; Titre\u015fim analiz\u00f6r\u00fc Balanset-1A\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"230\" height=\"153\" src=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/09\/77-e1693745667801-230x153.webp\" class=\"attachment-woocommerce_thumbnail size-woocommerce_thumbnail\" alt=\"Balanset-1A tam kit ta\u015f\u0131nabilir balans cihaz\u0131 ve titre\u015fim analiz\u00f6r\u00fc\" srcset=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/09\/77-e1693745667801-230x153.webp 230w, https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/09\/77-e1693745667801-18x12.webp 18w, https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/09\/77-e1693745667801-360x240.webp 360w, https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/09\/77-e1693745667801-272x182.webp 272w\" sizes=\"auto, (max-width: 230px) 100vw, 230px\" \/>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<div class=\"ripple-container\"><\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\t\t\t\t\t\t\t\t<span class=\"category\"><a href=\"https:\/\/vibromera.eu\/tr\/product-category\/devices\/\" rel=\"tag\">Cihazlar<\/a><\/span>\n\t\t\t\t\t\t\t\t<h4 class=\"card-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"shop-item-title-link\" href=\"https:\/\/vibromera.eu\/tr\/product\/balanset-1\/\" title=\"Ta\u015f\u0131nabilir balans makinesi &amp; Titre\u015fim analiz\u00f6r\u00fc Balanset-1A\">Ta\u015f\u0131nabilir balans makinesi &#038; Titre\u015fim analiz\u00f6r\u00fc Balanset-1A<\/a>\n\n\t\t\t\t\t\t\t\t<\/h4>\n\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"footer\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"price\"><h4><span class=\"woocommerce-Price-amount amount\"><span class=\"woocommerce-Price-currencySymbol\">&euro;<\/span>1,975.00<\/span> + KDV (varsa)<\/h4><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"stats\">\n\t\t\t\t\t\t\t\t\t\t<a rel=\"nofollow\" href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=986\" data-quantity=\"1\" data-product_id=\"986\" data-product_sku=\"BS-1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart btn btn-just-icon btn-simple btn-default\" title=\"Sepete Ekle\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Sepete Ekle\" class=\"fas fa-cart-plus\" data-no-translation-data-original-title=\"\"><\/i><\/a>\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<\/a><a href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=986\" aria-describedby=\"woocommerce_loop_add_to_cart_link_describedby_986\" data-quantity=\"1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart\" data-product_id=\"986\" data-product_sku=\"BS-1\" aria-label=\"Sepete ekle: \u201cPortable balancer &amp; Vibration analyzer Balanset-1A\u201d\" rel=\"nofollow\" data-success_message=\"&quot;Portable balancer &amp; Vibration analyzer Balanset-1A&quot; sepetinize eklendi\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Sepete Ekle<\/a>\t<span id=\"woocommerce_loop_add_to_cart_link_describedby_986\" class=\"screen-reader-text\">\n\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"col-ms-6 col-sm-6 col-md-3 shop-item\">\n\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/vibration-sensor\/\" class=\"woocommerce-LoopProduct-link woocommerce-loop-product__link\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"card-image\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/vibration-sensor\/\" title=\"Titre\u015fim sens\u00f6r\u00fc\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"230\" height=\"153\" src=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-3-230x153.webp\" class=\"attachment-woocommerce_thumbnail size-woocommerce_thumbnail\" alt=\"Balanset-1A titre\u015fim sens\u00f6r\u00fc yak\u0131n \u00e7ekim\" srcset=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-3-230x153.webp 230w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-3-600x400.webp 600w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-3-300x200.webp 300w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-3-768x512.webp 768w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-3-1024x682.webp 1024w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-3-272x182.webp 272w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-3.webp 1280w\" sizes=\"auto, (max-width: 230px) 100vw, 230px\" \/>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<div class=\"ripple-container\"><\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\t\t\t\t\t\t\t\t<span class=\"category\"><a href=\"https:\/\/vibromera.eu\/tr\/product-category\/parts\/\" rel=\"tag\">Par\u00e7alar<\/a><\/span>\n\t\t\t\t\t\t\t\t<h4 class=\"card-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"shop-item-title-link\" href=\"https:\/\/vibromera.eu\/tr\/product\/vibration-sensor\/\" title=\"Titre\u015fim sens\u00f6r\u00fc\">Titre\u015fim sens\u00f6r\u00fc<\/a>\n\n\t\t\t\t\t\t\t\t<\/h4>\n\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"footer\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"price\"><h4><span class=\"woocommerce-Price-amount amount\"><span class=\"woocommerce-Price-currencySymbol\">&euro;<\/span>90.00<\/span> + KDV (varsa)<\/h4><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"stats\">\n\t\t\t\t\t\t\t\t\t\t<a rel=\"nofollow\" href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=1820\" data-quantity=\"1\" data-product_id=\"1820\" data-product_sku=\"VS-1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart btn btn-just-icon btn-simple btn-default\" title=\"Sepete Ekle\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Sepete Ekle\" class=\"fas fa-cart-plus\" data-no-translation-data-original-title=\"\"><\/i><\/a>\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<\/a><a href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=1820\" aria-describedby=\"woocommerce_loop_add_to_cart_link_describedby_1820\" data-quantity=\"1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart\" data-product_id=\"1820\" data-product_sku=\"VS-1\" aria-label=\"Sepete ekle: \u201cVibration sensor\u201d\" rel=\"nofollow\" data-success_message=\"&quot;Vibration sensor&quot; sepetinize eklendi\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Sepete Ekle<\/a>\t<span id=\"woocommerce_loop_add_to_cart_link_describedby_1820\" class=\"screen-reader-text\">\n\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"col-ms-6 col-sm-6 col-md-3 shop-item\">\n\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/optical-sensor-for-balanset-and-arbalance\/\" class=\"woocommerce-LoopProduct-link woocommerce-loop-product__link\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"card-image\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/optical-sensor-for-balanset-and-arbalance\/\" title=\"Optik Sens\u00f6r (Lazer Takometre)\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"230\" height=\"153\" src=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-230x153.webp\" class=\"attachment-woocommerce_thumbnail size-woocommerce_thumbnail\" alt=\"Optik Sens\u00f6r (Lazer Takometre)\" srcset=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-230x153.webp 230w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-300x200.webp 300w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-1024x682.webp 1024w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-768x512.webp 768w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-1536x1023.webp 1536w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-18x12.webp 18w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-360x240.webp 360w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-460x306.webp 460w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-600x400.webp 600w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU-272x182.webp 272w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/ZKqzGXSCCBU.webp 1600w\" sizes=\"auto, (max-width: 230px) 100vw, 230px\" \/>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<div class=\"ripple-container\"><\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\t\t\t\t\t\t\t\t<span class=\"category\"><a href=\"https:\/\/vibromera.eu\/tr\/product-category\/parts\/\" rel=\"tag\">Par\u00e7alar<\/a><\/span>\n\t\t\t\t\t\t\t\t<h4 class=\"card-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"shop-item-title-link\" href=\"https:\/\/vibromera.eu\/tr\/product\/optical-sensor-for-balanset-and-arbalance\/\" title=\"Optik Sens\u00f6r (Lazer Takometre)\">Optik Sens\u00f6r (Lazer Takometre)<\/a>\n\n\t\t\t\t\t\t\t\t<\/h4>\n\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"footer\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"price\"><h4><span class=\"woocommerce-Price-amount amount\"><span class=\"woocommerce-Price-currencySymbol\">&euro;<\/span>124.00<\/span> + KDV (varsa)<\/h4><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"stats\">\n\t\t\t\t\t\t\t\t\t\t<a rel=\"nofollow\" href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=1832\" data-quantity=\"1\" data-product_id=\"1832\" data-product_sku=\"Tach-1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart btn btn-just-icon btn-simple btn-default\" title=\"Sepete Ekle\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Sepete Ekle\" class=\"fas fa-cart-plus\" data-no-translation-data-original-title=\"\"><\/i><\/a>\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<\/a><a href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=1832\" aria-describedby=\"woocommerce_loop_add_to_cart_link_describedby_1832\" data-quantity=\"1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart\" data-product_id=\"1832\" data-product_sku=\"Tach-1\" aria-label=\"Sepete ekle: \u201cOptical Sensor (Laser Tachometer)\u201d\" rel=\"nofollow\" data-success_message=\"&quot;Optical Sensor (Laser Tachometer)&quot; sepetinize eklendi\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Sepete Ekle<\/a>\t<span id=\"woocommerce_loop_add_to_cart_link_describedby_1832\" class=\"screen-reader-text\">\n\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"col-ms-6 col-sm-6 col-md-3 shop-item\">\n\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/balanset-4\/\" class=\"woocommerce-LoopProduct-link woocommerce-loop-product__link\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"card-image\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/balanset-4\/\" title=\"Balanset-4\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"230\" height=\"153\" src=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/balkom4-230x153.webp\" class=\"attachment-woocommerce_thumbnail size-woocommerce_thumbnail\" alt=\"Vibromera rotor dengeleme kiti: ta\u015f\u0131ma \u00e7antas\u0131, \u00e7ok kanall\u0131 sinyal d\u00fczenleyici, el tipi analiz\u00f6r, manyetik taban, titre\u015fim sens\u00f6rleri ve sarmal kablolar.\" srcset=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/balkom4-230x153.webp 230w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/balkom4-300x200.webp 300w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/balkom4-18x12.webp 18w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/balkom4-360x240.webp 360w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/balkom4-460x306.webp 460w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/balkom4-600x400.webp 600w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/balkom4-272x182.webp 272w, https:\/\/vibromera.eu\/wp-content\/uploads\/2022\/12\/balkom4.webp 640w\" sizes=\"auto, (max-width: 230px) 100vw, 230px\" \/>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<div class=\"ripple-container\"><\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\t\t\t\t\t\t\t\t<span class=\"category\"><a href=\"https:\/\/vibromera.eu\/tr\/product-category\/devices\/\" rel=\"tag\">Cihazlar<\/a><\/span>\n\t\t\t\t\t\t\t\t<h4 class=\"card-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"shop-item-title-link\" href=\"https:\/\/vibromera.eu\/tr\/product\/balanset-4\/\" title=\"Balanset-4\">Balanset-4<\/a>\n\n\t\t\t\t\t\t\t\t<\/h4>\n\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"footer\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"price\"><h4><span class=\"woocommerce-Price-amount amount\"><span class=\"woocommerce-Price-currencySymbol\">&euro;<\/span>6,803.00<\/span> + KDV (varsa)<\/h4><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"stats\">\n\t\t\t\t\t\t\t\t\t\t<a rel=\"nofollow\" href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=1833\" data-quantity=\"1\" data-product_id=\"1833\" data-product_sku=\"BS-4\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart btn btn-just-icon btn-simple btn-default\" title=\"Sepete Ekle\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Sepete Ekle\" class=\"fas fa-cart-plus\" data-no-translation-data-original-title=\"\"><\/i><\/a>\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<\/a><a href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=1833\" aria-describedby=\"woocommerce_loop_add_to_cart_link_describedby_1833\" data-quantity=\"1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart\" data-product_id=\"1833\" data-product_sku=\"BS-4\" aria-label=\"Sepete ekle: \u201cBalanset-4\u201d\" rel=\"nofollow\" data-success_message=\"&quot;Balanset-4&quot; sepetinize eklendi\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Sepete Ekle<\/a>\t<span id=\"woocommerce_loop_add_to_cart_link_describedby_1833\" class=\"screen-reader-text\">\n\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div><!-- \/.row --><div class=\"row\">\t\t\t\t\t<div class=\"col-ms-6 col-sm-6 col-md-3 shop-item\">\n\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/magnet-stand\/\" class=\"woocommerce-LoopProduct-link woocommerce-loop-product__link\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"card-image\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/magnet-stand\/\" title=\"Manyetik Stand Insize-60-kgf\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"230\" height=\"153\" src=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-36-230x153.webp\" class=\"attachment-woocommerce_thumbnail size-woocommerce_thumbnail\" alt=\"M\u0131knat\u0131sl\u0131 taban.\" srcset=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-36-230x153.webp 230w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-36-600x400.webp 600w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-36-300x200.webp 300w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-36-1024x682.webp 1024w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-36-768x512.webp 768w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-36-360x240.webp 360w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-36-272x182.webp 272w, https:\/\/vibromera.eu\/wp-content\/uploads\/2018\/05\/IMG-36.webp 1280w\" sizes=\"auto, (max-width: 230px) 100vw, 230px\" \/>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<div class=\"ripple-container\"><\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\t\t\t\t\t\t\t\t<span class=\"category\"><a href=\"https:\/\/vibromera.eu\/tr\/product-category\/parts\/\" rel=\"tag\">Par\u00e7alar<\/a><\/span>\n\t\t\t\t\t\t\t\t<h4 class=\"card-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"shop-item-title-link\" href=\"https:\/\/vibromera.eu\/tr\/product\/magnet-stand\/\" title=\"Manyetik Stand Insize-60-kgf\">Manyetik Stand Insize-60-kgf<\/a>\n\n\t\t\t\t\t\t\t\t<\/h4>\n\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"footer\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"price\"><h4><span class=\"woocommerce-Price-amount amount\"><span class=\"woocommerce-Price-currencySymbol\">&euro;<\/span>46.00<\/span> + KDV (varsa)<\/h4><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"stats\">\n\t\t\t\t\t\t\t\t\t\t<a rel=\"nofollow\" href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=1852\" data-quantity=\"1\" data-product_id=\"1852\" data-product_sku=\"MS-1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart btn btn-just-icon btn-simple btn-default\" title=\"Sepete Ekle\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Sepete Ekle\" class=\"fas fa-cart-plus\" data-no-translation-data-original-title=\"\"><\/i><\/a>\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<\/a><a href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=1852\" aria-describedby=\"woocommerce_loop_add_to_cart_link_describedby_1852\" data-quantity=\"1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart\" data-product_id=\"1852\" data-product_sku=\"MS-1\" aria-label=\"Sepete ekle: \u201cMagnetic Stand Insize-60-kgf\u201d\" rel=\"nofollow\" data-success_message=\"&quot;Magnetic Stand Insize-60-kgf&quot; sepetinize eklendi\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Sepete Ekle<\/a>\t<span id=\"woocommerce_loop_add_to_cart_link_describedby_1852\" class=\"screen-reader-text\">\n\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"col-ms-6 col-sm-6 col-md-3 shop-item\">\n\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/reflective-tape\/\" class=\"woocommerce-LoopProduct-link woocommerce-loop-product__link\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"card-image\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/reflective-tape\/\" title=\"Yans\u0131t\u0131c\u0131 bant\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"230\" height=\"153\" src=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/05\/s-l1600-230x153.webp\" class=\"attachment-woocommerce_thumbnail size-woocommerce_thumbnail\" alt=\"Yans\u0131t\u0131c\u0131 bant\" srcset=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/05\/s-l1600-230x153.webp 230w, https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/05\/s-l1600-16x12.webp 16w, https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/05\/s-l1600-360x240.webp 360w, https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/05\/s-l1600-460x306.webp 460w, https:\/\/vibromera.eu\/wp-content\/uploads\/2023\/05\/s-l1600-272x182.webp 272w\" sizes=\"auto, (max-width: 230px) 100vw, 230px\" \/>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<div class=\"ripple-container\"><\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\t\t\t\t\t\t\t\t<span class=\"category\"><a href=\"https:\/\/vibromera.eu\/tr\/product-category\/parts\/\" rel=\"tag\">Par\u00e7alar<\/a><\/span>\n\t\t\t\t\t\t\t\t<h4 class=\"card-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"shop-item-title-link\" href=\"https:\/\/vibromera.eu\/tr\/product\/reflective-tape\/\" title=\"Yans\u0131t\u0131c\u0131 bant\">Yans\u0131t\u0131c\u0131 bant<\/a>\n\n\t\t\t\t\t\t\t\t<\/h4>\n\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"footer\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"price\"><h4><span class=\"woocommerce-Price-amount amount\"><span class=\"woocommerce-Price-currencySymbol\">&euro;<\/span>10.00<\/span> + KDV (varsa)<\/h4><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"stats\">\n\t\t\t\t\t\t\t\t\t\t<a rel=\"nofollow\" href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=2329\" data-quantity=\"1\" data-product_id=\"2329\" data-product_sku=\"rt-1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart btn btn-just-icon btn-simple btn-default\" title=\"Sepete Ekle\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Sepete Ekle\" class=\"fas fa-cart-plus\" data-no-translation-data-original-title=\"\"><\/i><\/a>\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<\/a><a href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=2329\" aria-describedby=\"woocommerce_loop_add_to_cart_link_describedby_2329\" data-quantity=\"1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart\" data-product_id=\"2329\" data-product_sku=\"rt-1\" aria-label=\"Sepete ekle: \u201cReflective tape\u201d\" rel=\"nofollow\" data-success_message=\"&quot;Reflective tape&quot; sepetinize eklendi\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Sepete Ekle<\/a>\t<span id=\"woocommerce_loop_add_to_cart_link_describedby_2329\" class=\"screen-reader-text\">\n\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"col-ms-6 col-sm-6 col-md-3 shop-item\">\n\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/dynamic-balancer-balanset-1a\/\" class=\"woocommerce-LoopProduct-link woocommerce-loop-product__link\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"card-image\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/vibromera.eu\/tr\/product\/dynamic-balancer-balanset-1a\/\" title=\"Dinamik dengeleyici &quot;Balanset-1A&quot; OEM\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"230\" height=\"153\" src=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-230x153.webp\" class=\"attachment-woocommerce_thumbnail size-woocommerce_thumbnail\" alt=\"Balanset-1A kit i\u00e7eri\u011fi: aray\u00fcz \u00fcnitesi, sens\u00f6rler, takometre ve aksesuarlar\" srcset=\"https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-230x153.webp 230w, https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-600x400.webp 600w, https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-300x200.webp 300w, https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-1024x683.webp 1024w, https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-768x512.webp 768w, https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-1536x1024.webp 1536w, https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-2048x1366.webp 2048w, https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-360x240.webp 360w, https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-272x182.webp 272w, https:\/\/vibromera.eu\/wp-content\/uploads\/2021\/11\/\u0411\u0430\u043b\u043a\u043e\u043c\u041a\u0438\u0442-scaled-e1732998877834.webp 708w\" sizes=\"auto, (max-width: 230px) 100vw, 230px\" \/>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<div class=\"ripple-container\"><\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\t\t\t\t\t\t\t\t<span class=\"category\"><a href=\"https:\/\/vibromera.eu\/tr\/product-category\/devices\/\" rel=\"tag\">Cihazlar<\/a><\/span>\n\t\t\t\t\t\t\t\t<h4 class=\"card-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"shop-item-title-link\" href=\"https:\/\/vibromera.eu\/tr\/product\/dynamic-balancer-balanset-1a\/\" title=\"Dinamik dengeleyici &quot;Balanset-1A&quot; OEM\">Dinamik dengeleyici \"Balanset-1A\" OEM<\/a>\n\n\t\t\t\t\t\t\t\t<\/h4>\n\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<div class=\"footer\">\n\n\t\t\t\t\t\t\t\t\t<div class=\"price\"><h4><span class=\"woocommerce-Price-amount amount\"><span class=\"woocommerce-Price-currencySymbol\">&euro;<\/span>1,735.00<\/span> + KDV (varsa)<\/h4><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"stats\">\n\t\t\t\t\t\t\t\t\t\t<a rel=\"nofollow\" href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=4193\" data-quantity=\"1\" data-product_id=\"4193\" data-product_sku=\"BS-1OEM\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart btn btn-just-icon btn-simple btn-default\" title=\"Sepete Ekle\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Sepete Ekle\" class=\"fas fa-cart-plus\" data-no-translation-data-original-title=\"\"><\/i><\/a>\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<\/a><a href=\"\/tr\/wp-json\/wp\/v2\/glossary\/117?add-to-cart=4193\" aria-describedby=\"woocommerce_loop_add_to_cart_link_describedby_4193\" data-quantity=\"1\" class=\"button product_type_simple add_to_cart_button ajax_add_to_cart\" data-product_id=\"4193\" data-product_sku=\"BS-1OEM\" aria-label=\"Sepete ekle: \u201cDynamic balancer \u201cBalanset-1A\u201d OEM\u201d\" rel=\"nofollow\" data-success_message=\"&quot;Dynamic balancer \u201cBalanset-1A\u201d OEM&quot; sepetinize eklendi\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Sepete Ekle<\/a>\t<span id=\"woocommerce_loop_add_to_cart_link_describedby_4193\" class=\"screen-reader-text\">\n\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/section>\n\t\t\n<p><strong>Ar\u0131za tespiti<\/strong> izlenen parametreleri \u2014 \u00e7o\u011funlukla <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/vibration\/\">titre\u015fim<\/a>, ayn\u0131 zamanda s\u0131cakl\u0131k, performans metrikleri, ya\u011f kirlili\u011fi veya akustik sinyaller de izlenir. Tek bir ikili soruyu yan\u0131tlar \u2014 <em>\u201cBir sorun mu var?\u201d<\/em> \u2014 analiste ge\u00e7meden \u00f6nce <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/diagnosis\/\">tan\u0131<\/a> (belirli ar\u0131zay\u0131 tespit etme) ve <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/prognosis\/\">prognoz<\/a> (makinenin ne kadar \u00f6mr\u00fc kald\u0131\u011f\u0131n\u0131 tahmin etme) a\u015famalar\u0131na. \u015eu s\u00fcrecin ilk ve en temel ad\u0131m\u0131 olarak <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/condition-based-maintenance\/\">duruma dayal\u0131 bak\u0131m<\/a>, sa\u011fl\u0131kl\u0131, bozulmakta olan ve ar\u0131zal\u0131 durumlar\u0131 net bi\u00e7imde birbirinden ay\u0131r\u0131r; b\u00f6ylece sonraki her ad\u0131m\u0131n ger\u00e7ekle\u015fmesi i\u00e7in ge\u00e7erli bir neden olu\u015fur.<\/p>\n<p>Bunu do\u011fru yapman\u0131n de\u011feri \u00f6nceden uyar\u0131 s\u00fcresidir. Etkili ar\u0131za tespiti, fonksiyonel ar\u0131zadan aylarca \u00f6nce alarm verir; planl\u0131 bak\u0131m, yedek par\u00e7a temini ve programl\u0131 duru\u015f i\u00e7in gerekli zaman penceresini yarat\u0131r \u2014 bu, herhangi bir <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/predictive-maintenance\/\">\u00f6ng\u00f6r\u00fcl\u00fc bak\u0131m<\/a> program\u0131. \u00c7ok ge\u00e7 tespit ederseniz reaktif, ar\u0131za-olu\u015ftuk\u00e7a-tamir moduna d\u00f6nersiniz; \u00e7ok erken tespit ederseniz sahte alarmlar i\u00e7inde bo\u011fulursunuz. As\u0131l maharet bu dengeyi sa\u011flamakt\u0131r ve a\u015fa\u011f\u0131daki b\u00f6l\u00fcmler bunun pratikte nas\u0131l yap\u0131ld\u0131\u011f\u0131n\u0131 ele almaktad\u0131r.<\/p>\n<h2>1. Be\u015f Temel Tespit Y\u00f6ntemi<\/h2>\n<p>Tek bir teknik her makineye veya ar\u0131zaya uygun de\u011fildir. Olgun programlar, her birinin kendine \u00f6zg\u00fc g\u00fc\u00e7l\u00fc yanlar\u0131 ve veri gereksinimleri bulunan birden fazla y\u00f6ntemi bir arada kullan\u0131r.<\/p>\n<h3>E\u015fik De\u011feri A\u015f\u0131m\u0131<\/h3>\n<p>En basit ve en yayg\u0131n kullan\u0131lan yakla\u015f\u0131m, bir \u00f6l\u00e7\u00fcm\u00fc \u00f6nceden tan\u0131mlanm\u0131\u015f bir <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/threshold\/\">e\u015fik<\/a>: de\u011fer \u00e7izgiyi ge\u00e7erse ar\u0131za ilan edilir. Tan\u0131d\u0131k bir \u00f6rnek, 7.1 mm\/s RMS civar\u0131nda genel titre\u015fim seviyesidir \u2014 \u015fu standard\u0131n baz\u0131 makineye \u00f6zg\u00fc \u015fiddet tablolar\u0131nda belirli makine gruplar\u0131 ve destek ko\u015fullar\u0131 i\u00e7in b\u00f6lge s\u0131n\u0131r\u0131 olarak kullan\u0131lan bir de\u011fer: <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/iso-20816-1\/\">ISO 20816<\/a> serisi (eski ad\u0131yla ISO 10816). Ancak bu evrensel bir limit de\u011fildir: ger\u00e7ek bir alarm e\u015fi\u011fi i\u00e7in eldeki makineye uygulanabilir ISO 20816 b\u00f6l\u00fcm\u00fcn\u00fc se\u00e7in ve bunu temel trendler ile makinenin kritikli\u011fine birle\u015ftirin. Bir\u00e7ok program bu limitleri \u015fu kademelere ay\u0131r\u0131r: <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/alarm-level\/\">alarm<\/a>, <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/warning-level\/\">uyar\u0131<\/a>, ve <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/trip-level\/\">yolculuk<\/a> tiers.<\/p>\n<ul>\n<li><strong>Avantajlar\u0131:<\/strong> otomatikle\u015ftirmesi kolay, net ge\u00e7ti\/kald\u0131 kriterleri, uzman olmayanlarla ileti\u015fim kurmas\u0131 kolay.<\/li>\n<li><strong>S\u0131n\u0131rlamalar:<\/strong> e\u015fi\u011fin do\u011fru ayarlanmas\u0131 gerekir ve ar\u0131zan\u0131n bu e\u015fi\u011fi a\u015facak kadar b\u00fcy\u00fcmesi gerekir \u2014 bu da gecikme yarat\u0131r ve k\u00fc\u00e7\u00fck ama belirgin imzalar \u00fcreten ar\u0131zalar\u0131 g\u00f6zden ka\u00e7\u0131rabilir.<\/li>\n<\/ul>\n<h3>Trend Sapmas\u0131<\/h3>\n<p>Mutlak bir s\u0131n\u0131r\u0131 beklemek yerine bu y\u00f6ntem, <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/trending\/\">e\u011filim<\/a> 'nin \u015feklini izler. S\u00fcrekli y\u00fckselen bir seviye \u2014 ya da daha \u00e7arp\u0131c\u0131 bi\u00e7imde, y\u00fckseli\u015f <em>oran<\/em> 'sindeki ani bir de\u011fi\u015fim \u2014 herhangi bir sabit e\u015fi\u011fe ula\u015f\u0131lmadan \u00e7ok \u00f6nce geli\u015fmekte olan bir ar\u0131zaya i\u015faret eder. Referans noktas\u0131 makinenin kendi ge\u00e7mi\u015fi oldu\u011fundan, bu teknik do\u011fas\u0131 gere\u011fi makineye \u00f6zg\u00fcd\u00fcr ve sorunlar\u0131 erken yakalar. Tek ger\u00e7ek gereksinimi, sapman\u0131n de\u011ferlendirilebilece\u011fi bir <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/baseline-data\/\">temel veriler<\/a> veri taban\u0131d\u0131r.<\/p>\n<h3>Spektral Anomali Tespiti<\/h3>\n<p>Frekans incelemesi <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/spectrum\/\">spektrum<\/a> yaln\u0131zca <em>olan<\/em> bir \u015feyin de\u011fi\u015fti\u011fini de\u011fil, ayn\u0131 zamanda <em>Ne<\/em>. \u015eu frekanslarda yeni tepeler <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/bearing-fault-frequencies\/\">rulman ar\u0131za frekanslar\u0131<\/a>, mevcut tepelerin b\u00fcy\u00fcmesi <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/amplitude\/\">genlik<\/a>veya ortaya \u00e7\u0131kmas\u0131 <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/sidebands\/\">yan bantlar<\/a> ve <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/harmonics\/\">harmonikler<\/a> her biri belirli bir ar\u0131za t\u00fcr\u00fcne i\u015faret eder. Bu \u00f6zg\u00fcll\u00fck en b\u00fcy\u00fck avantaj\u0131d\u0131r; ancak ger\u00e7ek bir spektral analiz yetkinli\u011fi ve kar\u015f\u0131la\u015ft\u0131rma i\u00e7in g\u00fcvenilir temel spektrumlar gerektirir.<\/p>\n<h3>\u0130statistiksel Y\u00f6ntemler<\/h3>\n<p>\u0130statistiksel tespit, sa\u011fl\u0131kl\u0131 \u00e7al\u0131\u015fman\u0131n normal da\u011f\u0131l\u0131m\u0131n\u0131n d\u0131\u015f\u0131na d\u00fc\u015fen de\u011ferleri i\u015faretler; \u00f6rne\u011fin ortalama art\u0131 \u00fc\u00e7 standart sapman\u0131n \u00f6tesindeki herhangi bir okuma ya da kontrol grafi\u011fi s\u0131n\u0131rlar\u0131n\u0131n ihlali. Ger\u00e7ek \u00f6l\u00e7\u00fcmlerdeki do\u011fal sa\u00e7\u0131l\u0131m\u0131 hesaba katarak bu y\u00f6ntemler rahats\u0131z edici alarmlar\u0131 azalt\u0131r; ancak &#8220;normal&#8221;i g\u00fcvenilir bi\u00e7imde tan\u0131mlamak i\u00e7in yeterli \u00f6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fcne ihtiya\u00e7 duyarlar.<\/p>\n<h3>\u00d6r\u00fcnt\u00fc Tan\u0131ma ve Makine \u00d6\u011frenmesi<\/h3>\n<p>En geli\u015fmi\u015f katman, sabit kurallar\u0131n g\u00f6zden ka\u00e7\u0131rd\u0131\u011f\u0131 ince \u00f6r\u00fcnt\u00fclerin otomatik olarak tespit edilmesine olanak tan\u0131mak amac\u0131yla sinir a\u011flar\u0131 da dahil olmak \u00fczere algoritmalar\u0131 sa\u011fl\u0131kl\u0131 ve ar\u0131zal\u0131 imzalar \u00fczerinde e\u011fitir. Bunun bedeli, kapsaml\u0131 etiketli e\u011fitim verisi ve modelleri \u00e7al\u0131\u015ft\u0131rmak i\u00e7in gereken hesaplama kaynaklar\u0131d\u0131r.<\/p>\n<h2>2. \u00d6l\u00e7\u00fcm Alg\u0131lama Performans\u0131<\/h2>\n<p>Bir tespit sisteminin kalitesi, isabet oran\u0131 ve sahte alarm oran\u0131yla \u00f6l\u00e7\u00fcl\u00fcr. S\u0131n\u0131fland\u0131rma teorisinden al\u0131nan d\u00f6rt metrik, sistemin ne kadar iyi performans g\u00f6sterdi\u011fini say\u0131sal olarak ortaya koyar.<\/p>\n<ul>\n<li><strong>Duyarl\u0131l\u0131k (ger\u00e7ek pozitif oran\u0131):<\/strong> ger\u00e7ekte tespit edilen ger\u00e7ek ar\u0131zalar\u0131n oran\u0131 \u2014 Ger\u00e7ek Pozitifler \/ (Ger\u00e7ek Pozitifler + Yanl\u0131\u015f Negatifler). \u0130yi ayarlanm\u0131\u015f bir program \u201395'in \u00fczerini hedefler; daha y\u00fcksek duyarl\u0131l\u0131k, daha az g\u00f6zden ka\u00e7an ar\u0131za anlam\u0131na gelir.<\/li>\n<li><strong>\u00d6zg\u00fcll\u00fck (ger\u00e7ek negatif oran\u0131):<\/strong> sa\u011fl\u0131kl\u0131 makinelerin do\u011fru \u015fekilde temiz \u00e7\u0131kma oran\u0131 \u2014 Ger\u00e7ek Negatifler \/ (Ger\u00e7ek Negatifler + Yanl\u0131\u015f Pozitifler). Yine \u201395 hedeftir; daha y\u00fcksek \u00f6zg\u00fcll\u00fck, daha az yanl\u0131\u015f alarm anlam\u0131na gelir.<\/li>\n<li><strong>Yanl\u0131\u015f alarm oran\u0131:<\/strong> uyar\u0131lar\u0131n sonu\u00e7ta gereksiz \u00e7\u0131kma pay\u0131; ideal olarak %5\u201310'un alt\u0131nda tutulmal\u0131d\u0131r. Y\u00fcksek oran \u015funlara yol a\u00e7ar: <em>alarm fatigue<\/em>, teknisyenlerin uyar\u0131lar\u0131 g\u00f6rmezden gelmesine neden olan g\u00fcvensizli\u011fin yava\u015f erozyonu \u2014 ve bu durum do\u011frudan duyarl\u0131l\u0131kla ters orant\u0131l\u0131d\u0131r.<\/li>\n<li><strong>Tespit \u00f6nc\u00fcl\u00fck s\u00fcresi:<\/strong> ilk tespit ile fonksiyonel ar\u0131za aras\u0131ndaki s\u00fcre. Uzun olmas\u0131 tercih edilir; zira planlama i\u00e7in zaman kazand\u0131r\u0131r. Titre\u015fimle tespit edilen rulman ar\u0131zalar\u0131nda tipik \u00f6nc\u00fcl\u00fck s\u00fcresi haftalar ile aylar aras\u0131nda de\u011fi\u015fir ve kullan\u0131lan y\u00f6ntem \u00f6nemlidir: <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/envelope-analysis\/\">zarf analizi<\/a> yaln\u0131zca genel seviye izlemeyle k\u0131yasland\u0131\u011f\u0131nda, rulman hasar\u0131n\u0131 \u00e7ok daha erken a\u015famada d\u00fczenli olarak tespit eder.<\/li>\n<\/ul>\n<h2>3. Pratik Zorluklar<\/h2>\n<p>Ger\u00e7ek makineler nadiren ders kitab\u0131ndaki kadar d\u00fczenli davran\u0131r; \u00fc\u00e7 durum s\u0131kl\u0131kla tespiti g\u00fc\u00e7le\u015ftirir.<\/p>\n<ul>\n<li><strong>Erken tespit ile yanl\u0131\u015f alarm dengesi:<\/strong> m\u00fcmk\u00fcn olan en erken uyar\u0131y\u0131 zorlamak ka\u00e7\u0131n\u0131lmaz olarak yanl\u0131\u015f alarmlara yol a\u00e7arken, kesin bir sinyal beklemek \u00f6nc\u00fcl\u00fck s\u00fcresini feda eder. Ola\u011fan \u00e7\u00f6z\u00fcm, birden fazla parametre \u00fczerinde do\u011frulama yaparak ve \u00e7ok a\u015famal\u0131 alarmlama kullanarak karar vermektir.<\/li>\n<li><strong>Aral\u0131kl\u0131 ar\u0131zalar:<\/strong> ortaya \u00e7\u0131k\u0131p kaybolan sorunlar, periyodik rota \u00f6l\u00e7\u00fcm\u00fc s\u0131ras\u0131nda e\u015fi\u011fin alt\u0131nda kalabilir. Bunlar\u0131 yakalamak, <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/continuous-monitoring\/\">s\u00fcrekli izleme<\/a> ya da <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/peak-hold\/\">peak-hold<\/a> en k\u00f6t\u00fc an\u0131 koruyan kay\u0131t gerektirir.<\/li>\n<li><strong>E\u015f zamanl\u0131 birden fazla ar\u0131za:<\/strong> birden fazla ar\u0131za ayn\u0131 anda geli\u015fti\u011finde titre\u015fim sinyalinde birbirlerini maskeleyebilirler; bu nedenle bunlar\u0131 ay\u0131rt etmek i\u00e7in kapsaml\u0131, \u00e7ok y\u00f6ntemli bir analiz gereklidir.<\/li>\n<\/ul>\n<h2>4. Ar\u0131zalar\u0131n Birden Fazla Parametre ile Do\u011frulanmas\u0131<\/h2>\n<p>\u0130ki veya daha fazla ba\u011f\u0131ms\u0131z g\u00f6stergenin \u00e7apraz kontrol\u00fc yanl\u0131\u015f tespitleri \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131r; zira ger\u00e7ek bir ar\u0131za ayn\u0131 anda birden fazla yerde kendini g\u00f6sterme e\u011filimindedir.<\/p>\n<ul>\n<li><strong>Titre\u015fim ve s\u0131cakl\u0131k birlikte:<\/strong> ikisinin birden y\u00fckselmesi rulman sorununu do\u011frular; yaln\u0131zca titre\u015fim art\u0131\u015f\u0131 ise \u015funun gibi mekanik bir nedene i\u015faret eder: <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/unbalance\/\">balanss\u0131zl\u0131k<\/a> veya <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/misalignment\/\">hizas\u0131zl\u0131k<\/a>; s\u0131cakl\u0131k tek ba\u015f\u0131na ya\u011flama veya s\u00fcrt\u00fcnme sorununa i\u015faret eder.<\/li>\n<li><strong>\u00c7oklu titre\u015fim parametreleri:<\/strong> genel seviyedeki art\u0131\u015f\u0131n belirli bir rulman frekans\u0131n\u0131n ortaya \u00e7\u0131kmas\u0131yla birle\u015fmesi, tek ba\u015f\u0131na her iki belirtiden \u00e7ok daha kesin bi\u00e7imde bir rulman ar\u0131zas\u0131n\u0131 do\u011frular.<\/li>\n<\/ul>\n<h2>5. Otomatik, Manuel ve Hibrit Tespit<\/h2>\n<p>Tespit yaz\u0131l\u0131m taraf\u0131ndan, bir uzman taraf\u0131ndan ya da \u2014 en ideali \u2014 ikisi birlikte \u00e7al\u0131\u015farak yap\u0131labilir.<\/p>\n<ul>\n<li><strong>Otomatik alg\u0131lama<\/strong> h\u0131zl\u0131, tutarl\u0131d\u0131r ve e\u015fik kontrolleri, istatistiksel algoritmalar ve makine \u00f6\u011frenimi kullanarak g\u00fcn\u00fcn her saati \u00e7al\u0131\u015f\u0131r. Zay\u0131f y\u00f6n\u00fc, ince sorunlar\u0131 g\u00f6zden ka\u00e7\u0131rabilmesi ve zaman zaman g\u00fcr\u00fclt\u00fcye tepki vermesidir.<\/li>\n<li><strong>Manuel (uzman) tespiti<\/strong> spektrum incelemesi ve dalga formu analizine insan yarg\u0131s\u0131n\u0131, ba\u011flam fark\u0131ndal\u0131\u011f\u0131n\u0131 ve e\u011fitimle kazan\u0131lm\u0131\u015f \u00f6r\u00fcnt\u00fc tan\u0131may\u0131 katar. Ancak zaman al\u0131c\u0131d\u0131r, \u00f6l\u00e7eklenmesi g\u00fc\u00e7t\u00fcr ve k\u0131t uzmanl\u0131\u011fa ba\u011f\u0131ml\u0131d\u0131r \u2014 \u00f6rne\u011fin \u015fu kurum taraf\u0131ndan sertifikaland\u0131r\u0131lan t\u00fcrden uzmanl\u0131\u011fa: <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/iso-18436-2\/\">ISO 18436-2<\/a>.<\/li>\n<li><strong>Hibrit yakla\u015f\u0131m<\/strong> \u2014 t\u00fcm filonun otomatik taramas\u0131 ve i\u015faretlenen istisnalar\u0131n uzman incelemesiyle birle\u015fimi \u2014 verimlilik ile do\u011frulu\u011fu bir arada sunar ve olgun programlarda standart yakla\u015f\u0131md\u0131r.<\/li>\n<\/ul>\n<h3>Saha aletlerinin uygun oldu\u011fu yerler<\/h3>\n<p>Bir tarama arac\u0131 alarm verdi\u011finde, bir sonraki ad\u0131m genellikle makinede daha kapsaml\u0131 bir \u00f6l\u00e7\u00fcm yapmakt\u0131r. \u00d6rne\u011fin <a href=\"https:\/\/vibromera.eu\/tr\/urun\/balanset-1\/\">Balanset-1A<\/a> gibi ta\u015f\u0131nabilir bir iki kanall\u0131 analiz\u00f6r, teknisyenin \u015f\u00fcpheli makinenin yan\u0131na giderek y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc bir spektrum ve <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/time-waveform\/\">zaman dalga \u015fekli<\/a>kaydedebilmesini, alarm\u0131n ger\u00e7ek bir ar\u0131zay\u0131 yans\u0131t\u0131p yans\u0131tmad\u0131\u011f\u0131n\u0131 do\u011frulayabilmesini ve ar\u0131za dengesizlikten kaynaklan\u0131yorsa bunu yerinde <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/alan-dengeleme\/\">yerinde balanslama<\/a> yoluyla, makineyi s\u00f6kmeden d\u00fczeltebilmesini sa\u011flar. Tespiten onaya, oradan da d\u00fczeltmeye uzanan bu k\u0131sa d\u00f6ng\u00fc, tam olarak hibrit bir program\u0131n sunmak \u00fczere tasarland\u0131\u011f\u0131 \u015feydir.<\/p>\n<p>Ar\u0131za tespiti, \u00f6nleyici bak\u0131m\u0131 m\u00fcmk\u00fcn k\u0131lan temel yetenektir; geli\u015fmekte olan sorunlar\u0131, etraf\u0131nda planlama yap\u0131labilecek kadar erken g\u00fcn y\u00fcz\u00fcne \u00e7\u0131kar\u0131r. Do\u011fru yap\u0131ld\u0131\u011f\u0131nda \u2014 do\u011fru tespit y\u00f6ntemi bile\u015fimiyle, dikkatli belirlenmi\u015f e\u015fik de\u011ferleriyle ve duyarl\u0131l\u0131k ile \u00f6zg\u00fcll\u00fck aras\u0131nda bilin\u00e7li bir dengeyle \u2014 hem bak\u0131m maliyetini hem de felaket d\u00fczeyinde ar\u0131za riskini bask\u0131 alt\u0131nda tutarken ekipman\u0131n \u00e7al\u0131\u015fmaya devam etmesini sa\u011flayan erken uyar\u0131lar\u0131 sunar.<\/p>\n<hr>\n<p><a href=\"https:\/\/vibromera.eu\/tr\/glossary\/\">\u2190 Ana Dizine Geri D\u00f6n<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>Makine te\u015fhisinde ar\u0131za tespiti hakk\u0131nda bilgi edinin; bu, i\u015flevsel ar\u0131zalara yol a\u00e7madan \u00f6nce titre\u015fim analizi yoluyla geli\u015fen ar\u0131zalar\u0131 belirleme s\u00fcrecidir.<\/p>","protected":false},"featured_media":0,"template":"","meta":{"ai_generated_summary":"","footnotes":""},"categories":[109,110],"tags":[],"class_list":["post-117","glossary","type-glossary","status-publish","hentry","category-glossary","category-vibration-diagnostics"],"_links":{"self":[{"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/glossary\/117","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/glossary"}],"about":[{"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/types\/glossary"}],"version-history":[{"count":2,"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/glossary\/117\/revisions"}],"predecessor-version":[{"id":102175,"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/glossary\/117\/revisions\/102175"}],"wp:attachment":[{"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/media?parent=117"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/categories?post=117"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/tags?post=117"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}