{"id":75,"date":"2025-10-31T00:25:51","date_gmt":"2025-10-31T00:25:51","guid":{"rendered":"https:\/\/vibromera.eu\/glossary\/cepstrum\/"},"modified":"2026-05-23T22:41:05","modified_gmt":"2026-05-23T22:41:05","slug":"cepstrum","status":"publish","type":"glossary","link":"https:\/\/vibromera.eu\/tr\/glossary\/cepstrum\/","title":{"rendered":"Titre\u015fim Tan\u0131lamas\u0131nda Cepstrum Analizi A\u00e7\u0131kland\u0131"},"content":{"rendered":"<h1>Titre\u015fim Tan\u0131lamas\u0131nda Cepstrum Analizi<\/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\/75?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\/75?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\/75?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\/75?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\/75?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\/75?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\/75?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\/75?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\/75?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\/75?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\/75?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\/75?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\/75?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\/75?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>Cepstrum analizi<\/strong> periyodik yap\u0131y\u0131 ortaya \u00e7\u0131karan geli\u015fmi\u015f bir sinyal i\u015fleme tekni\u011fidir <em>i\u00e7inde<\/em> bir frekans spektrumu. &#8220;Kepstrum&#8221; ad\u0131, &#8220;spektrum&#8221; kelimesinin anagram\u0131d\u0131r ve bu s\u00f6z oyunu onun do\u011fas\u0131n\u0131 tam olarak yans\u0131t\u0131r: asl\u0131nda &#8220;bir spektrumun spektrumu&#8221;dur. Bir frekans\u0131n logaritmas\u0131 al\u0131narak hesaplan\u0131r <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/spectrum\/\">spektrum<\/a> ve ard\u0131ndan sonuca ters Fourier d\u00f6n\u00fc\u015f\u00fcm\u00fc uygulan\u0131r; bu ad\u0131m tekrarlayan \u00f6r\u00fcnt\u00fcleri \u2014 harmonik ailelerini \u2014 <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/harmonics\/\">harmonikler<\/a> veya <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/sidebands\/\">yan bantlar<\/a> \u2014 ham spektrumda se\u00e7ilmesi g\u00fc\u00e7 olabilecek, kolayca okunabilen tek tepe noktalar\u0131na indirger. Di\u015fli kutular gibi karma\u015f\u0131k makineler i\u00e7in, s\u0131radan <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/fft\/\">FFT<\/a> analiz \u00e7o\u011fu zaman yapamaz.<\/p>\n<p>Bir kepstrum grafi\u011finde x ekseni <strong>quefrency<\/strong> (frekans\u0131n anagram\u0131) olarak adland\u0131r\u0131l\u0131r ve zaman birimleri ta\u015f\u0131r. Bu eksen \u00fczerindeki tepe noktalar\u0131na <strong>rahmonics<\/strong>denir ve orijinal spektrumdaki tekrarlayan \u00f6r\u00fcnt\u00fclerin periyodunu \u2014 saniye cinsinden \u2014 verir. Kas\u0131tl\u0131 olarak yeniden d\u00fczenlenmi\u015f bu s\u00f6z da\u011farc\u0131\u011f\u0131 (kepstrum, kufreans, rahmonikler), tekni\u011fin tan\u0131d\u0131k alandan bir d\u00f6n\u00fc\u015f\u00fcm kadar uzakta bir alanda \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131n s\u00fcrekli bir hat\u0131rlat\u0131c\u0131s\u0131d\u0131r.<\/p>\n<h2>1. Kepstrum Analizi Neden Kullan\u0131l\u0131r?<\/h2>\n<p>Standart bir FFT spektrumu, bireysel frekans bile\u015fenlerini tan\u0131mlamak i\u00e7in m\u00fckemmeldir; ancak bir ar\u0131za ayn\u0131 anda \u00e7ok say\u0131da harmonik ve yan bant \u00fcretti\u011finde karma\u015f\u0131k ve okunmas\u0131 g\u00fc\u00e7 hale gelebilir. Kepstrum analizi, e\u015fit aral\u0131kl\u0131 frekanslardan olu\u015fan bir aileyi tek bir net tepe noktas\u0131na toplayarak bu karma\u015f\u0131kl\u0131\u011f\u0131 giderir. Ba\u015fl\u0131ca kullan\u0131m alanlar\u0131 \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>Harmonik ailelerin tespiti:<\/strong> spektrumda temel frekans\u0131n kendisi zay\u0131f veya mevcut olmasa bile temel frekans\u0131 ve harmoniklerini tan\u0131mlar.<\/li>\n<li><strong>Yan bant ailelerinin tan\u0131mlanmas\u0131:<\/strong> genli\u011fi d\u00fc\u015f\u00fck ve g\u00fcr\u00fclt\u00fc i\u00e7inde gizlenmi\u015f yan bantlar\u0131 bulmada \u00fcst\u00fcnd\u00fcr; bunlar\u0131n varl\u0131\u011f\u0131n\u0131 a\u00e7\u0131k\u00e7a g\u00f6sterir ve aral\u0131klar\u0131n\u0131 \u00f6l\u00e7er.<\/li>\n<li><strong>Kaynak ve yol etkilerinin ayr\u0131\u015ft\u0131r\u0131lmas\u0131:<\/strong> baz\u0131 uygulamalarda titre\u015fim kaynak sinyalini, onu renklendiren makinenin yap\u0131sal tepkisinden ay\u0131rt etmeye yard\u0131mc\u0131 olur.<\/li>\n<li><strong>Yank\u0131 tespiti:<\/strong> bir sinyal i\u00e7indeki yank\u0131lar\u0131 veya yans\u0131malar\u0131 tespit edebilir.<\/li>\n<\/ul>\n<p>Temel fikir bir d\u00f6n\u00fc\u015f\u00fcm \u00fczerine kuruludur: s\u0131radan bir <em>spacing<\/em> frekans domeninde \u2014 \u00f6rne\u011fin, her 30 Hz'de yan bantlar \u2014 tek bir <em>position<\/em> kefstrum domenine (burada, 1\/30 = 0,033 s'lik bir rahmonik). Farkl\u0131 y\u00fckseklikteki pek \u00e7ok da\u011f\u0131n\u0131k tepe b\u00f6ylece \u00f6l\u00e7\u00fclebilir tek bir \u00f6zelli\u011fe indirgenir.<\/p>\n<h2>2. Makine Tan\u0131lamada Temel Uygulamalar<\/h2>\n<h3>2.1 Di\u015fli Kutusu Tan\u0131lama<\/h3>\n<p>Bu, en yayg\u0131n ve en g\u00fc\u00e7l\u00fc uygulamad\u0131r. Hasarl\u0131 bir di\u015fli di\u015fi, <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/gear-mesh-frequency\/\">di\u015fli ge\u00e7i\u015f frekans\u0131<\/a> (GMF) frekans\u0131n\u0131 mod\u00fcle ederek GMF tepesinin etraf\u0131nda hatal\u0131 di\u015flinin d\u00f6nme h\u0131z\u0131yla aral\u0131kl\u0131 yan bantlar olu\u015fturur. Birden fazla mil ve di\u015fli \u00e7ifti i\u00e7eren bir di\u015fli kutusunda spektrum, farkl\u0131 GMF'lerin ve yan bantlar\u0131n\u0131n kafa kar\u0131\u015ft\u0131r\u0131c\u0131 bir kar\u0131\u015f\u0131m\u0131na d\u00f6n\u00fc\u015f\u00fcr. Kefstrum bu karma\u015f\u0131kl\u0131\u011f\u0131 ortadan kald\u0131r\u0131r:<\/p>\n<ul>\n<li>Bir di\u015flinin d\u00f6nme periyoduna (1 \/ RPM) kar\u015f\u0131l\u0131k gelen kefstrum frekans\u0131ndaki bir tepe, o di\u015fliye \u00f6zg\u00fc bir ar\u0131za g\u00f6stergesidir ve yaln\u0131zca &#8220;bir di\u015fli sorunu&#8221; oldu\u011funu do\u011frulamak yerine sorunlu mili a\u00e7\u0131k\u00e7a belirtir.<\/li>\n<li>Bu kefstrum tepesinin genli\u011fi, nas\u0131l <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/gear-wear\/\">gear wear<\/a> zamanla ilerler.<\/li>\n<\/ul>\n<p>Do\u011frudan spektral \u00e7al\u0131\u015fman\u0131n yerini almak yerine onu tamamlar: <a href=\"https:\/\/vibromera.eu\/tr\/calculators\/gear-mesh-frequency\/\">Di\u015fli Kavrama Frekans\u0131 Hesaplay\u0131c\u0131<\/a> hangi kafes ve yan bant frekanslar\u0131n\u0131n beklenece\u011fini s\u00f6yler; kefstrum ise hangi ailenin ger\u00e7ekten b\u00fcy\u00fcd\u00fc\u011f\u00fcn\u00fc do\u011frular. Her ikisi de daha kapsaml\u0131 bir tan\u0131lamaya katk\u0131 sa\u011flar: <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/gear-defects\/\">di\u015fli ar\u0131zalar\u0131<\/a>.<\/p>\n<h3>2.2 Yuvarlanmal\u0131 Eleman Rulman Analizi<\/h3>\n<p>Rulman ar\u0131zalar\u0131 da yan bant olu\u015fturur. \u00d6rne\u011fin i\u00e7 bilye yolundaki bir ar\u0131za, i\u00e7 bilye yolu ar\u0131za frekans\u0131 (<a href=\"https:\/\/vibromera.eu\/tr\/glossary\/bpfi\/\">BPFI<\/a>) ve harmoniklerinin etraf\u0131nda mil h\u0131z\u0131yla aral\u0131kl\u0131 yan bantlar olu\u015fturur. Kefstrum, \u00f6zellikle spektrumda belirgin olmayan bu \u00f6r\u00fcnt\u00fclerin do\u011frulanmas\u0131na yard\u0131mc\u0131 olur. Pratikte, tahmin edilen <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/bearing-fault-frequencies\/\">rulman ar\u0131za frekanslar\u0131<\/a> \u2014 kolayca elde edilebilen bir <a href=\"https:\/\/vibromera.eu\/tr\/calculators\/bearing-defect-frequencies\/\">Rulman Ar\u0131za Frekans\u0131 hesaplay\u0131c\u0131<\/a> \u2014 ile birlikte s\u0131kl\u0131kla kullan\u0131l\u0131r ve <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/envelope-analysis\/\">zarf analizi<\/a>, rulman ar\u0131zalar\u0131n\u0131n uyard\u0131\u011f\u0131 y\u00fcksek frekansl\u0131 darbeleri demod\u00fcle eder.<\/p>\n<h3>2.3 T\u00fcrbomakine Analizi<\/h3>\n<p>T\u00fcrbinlerde ve kompres\u00f6rlerde kefstrum, b\u0131\u00e7ak <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/blade-passing-frequency\/\">kanat ge\u00e7i\u015f frekans\u0131<\/a> harmoniklerini tespit edebilir ve b\u0131\u00e7ak hasar\u0131n\u0131 ya da <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/aerodynamic-forces\/\">aerodinamik<\/a> sorunlar\u0131n\u0131 tan\u0131lamaya yard\u0131mc\u0131 olabilir; bu t\u00fcr durumlarda birbiriyle yak\u0131n aral\u0131kl\u0131 b\u0131\u00e7akla ili\u015fkili harmonikler aksi h\u00e2lde spektrumu kalabal\u0131kla\u015ft\u0131r\u0131r.<\/p>\n<h2>3. Kefstrum Grafi\u011fi Nas\u0131l Yorumlan\u0131r<\/h2>\n<p>Disiplinli bir okuma d\u00f6rt ad\u0131mda ger\u00e7ekle\u015ftirilir:<\/p>\n<ol>\n<li><strong>\u00d6nce d\u00f6nme periyotlar\u0131n\u0131 hesaplay\u0131n:<\/strong> kefstruma bakmadan \u00f6nce, ba\u015fl\u0131ca d\u00f6nen bile\u015fenlerin zaman periyotlar\u0131n\u0131 hesaplay\u0131n. 1800 RPM (30 Hz) h\u0131z\u0131ndaki bir mil i\u00e7in periyot 1\/30 = 0,033 s'dir. Bir <a href=\"https:\/\/vibromera.eu\/tr\/calculators\/harmonic-frequency-calculator\/\">Harmonik Frekans hesaplay\u0131c\u0131<\/a> trendeki her milin RPM'den Hz'e d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fc h\u0131zland\u0131r\u0131r.<\/li>\n<li><strong>Bilinen periyotlardaki tepeleri aray\u0131n:<\/strong> kepstrumda, hesaplanan periyotlarla \u00f6rt\u00fc\u015fen belirgin rahmonicleri inceleyin; zira bilinen bir periyottaki tepe, do\u011frudan bilinen bir bile\u015fene i\u015faret eder.<\/li>\n<li><strong>Harmonik yap\u0131y\u0131 tan\u0131mlay\u0131n:<\/strong> temel bir quefrency'nin tam say\u0131 katlar\u0131ndaki tepeleri aray\u0131n; bu tepeler, orijinal spektrumdaki g\u00fc\u00e7l\u00fc harmonik ailelerini g\u00f6sterir.<\/li>\n<li><strong>Genlik trendini izleyin:<\/strong> kepstrum tepelerinin y\u00fcksekli\u011fini zaman i\u00e7inde izleyin \u2014 y\u00fckselen bir genlik, k\u00f6t\u00fcle\u015fen bir duruma i\u015faret eder ve kepstrum tepesini \u015funlar i\u00e7in kompakt bir sa\u011fl\u0131k g\u00f6stergesi h\u00e2line getirir: <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/trending\/\">trend analizi<\/a>.<\/li>\n<\/ol>\n<h2>4. Kepstrum'un Tan\u0131 Ara\u00e7 Setindeki Yeri<\/h2>\n<p>Kepstrum analizi g\u00fc\u00e7l\u00fcd\u00fcr ancak iyi uygulanabilmesi i\u00e7in deneyim gerektirir; daha kapsaml\u0131 bir program\u0131n i\u00e7inde uzmanla\u015fm\u0131\u015f bir ara\u00e7 olarak ele al\u0131nmas\u0131 en do\u011frusudur: <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/vibration-diagnostics\/\">Titre\u015fim Teshisi<\/a> ba\u011f\u0131ms\u0131z bir yan\u0131t olarak de\u011fil. Ola\u011fan i\u015f ak\u0131\u015f\u0131 spektrum ile ba\u015flamak ve <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/spectral-analysis\/\">spektral analiz<\/a>, yo\u011fun yan bant veya harmonik aileleri tabloyu karart\u0131\u011f\u0131nda kepstruma ba\u015fvurmak ve rulman darbelerini zarf y\u00f6ntemleriyle do\u011frulamakt\u0131r. Kepstrumun ortaya \u00e7\u0131kard\u0131\u011f\u0131 ar\u0131zalar\u0131n \u00e7o\u011fu \u2014 di\u015fli di\u015f ve rulman kusurlar\u0131 \u2014 dengeleme sorunu de\u011fil, tan\u0131sal bulgulard\u0131r; dolay\u0131s\u0131yla kepstrum, herhangi bir d\u00fczeltici eylemden \u00f6nce gelen analiz a\u015famas\u0131nda yer al\u0131r. Altta yatan sorunun <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/unbalance\/\">balanss\u0131zl\u0131k<\/a> -de <a href=\"https:\/\/vibromera.eu\/tr\/glossary\/running-speed\/\">\u00e7al\u0131\u015fma h\u0131z\u0131<\/a>oldu\u011fu ortaya \u00e7\u0131kt\u0131\u011f\u0131nda ise <a href=\"https:\/\/vibromera.eu\/tr\/urun\/balanset-1\/\">Balanset-1A<\/a> gibi ta\u015f\u0131nabilir bir analiz\u00f6r, yerinde d\u00fczeltme i\u00e7in gereken 1&times; genlik ve faz de\u011ferlerini \u00f6l\u00e7erken kepstrum, en iyi te\u015fhis etti\u011fi di\u015fli ve rulman ar\u0131zalar\u0131na odaklanmaya devam eder. Karma\u015f\u0131k makinelerde bu kombinasyon, tek ba\u015f\u0131na spektrum analizinin sa\u011flayamayaca\u011f\u0131 tan\u0131 netli\u011fini 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>\u015eanz\u0131man ve yatak te\u015fhisi i\u00e7in kritik \u00f6neme sahip titre\u015fim verilerindeki harmonik aileleri ve yan bantlar\u0131 tespit etmek i\u00e7in g\u00fc\u00e7l\u00fc bir sinyal i\u015fleme tekni\u011fi olan kepstrum analizi hakk\u0131nda bilgi edinin.<\/p>","protected":false},"featured_media":0,"template":"","meta":{"ai_generated_summary":"","footnotes":""},"categories":[114,109],"tags":[],"class_list":["post-75","glossary","type-glossary","status-publish","hentry","category-analysis","category-glossary"],"_links":{"self":[{"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/glossary\/75","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":1,"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/glossary\/75\/revisions"}],"predecessor-version":[{"id":101327,"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/glossary\/75\/revisions\/101327"}],"wp:attachment":[{"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/media?parent=75"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/categories?post=75"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vibromera.eu\/tr\/wp-json\/wp\/v2\/tags?post=75"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}