{"id":280,"date":"2025-10-31T00:25:51","date_gmt":"2025-10-31T00:25:51","guid":{"rendered":"https:\/\/vibromera.eu\/glossary\/trend-analysis\/"},"modified":"2026-05-23T22:46:19","modified_gmt":"2026-05-23T22:46:19","slug":"trend-analysis","status":"publish","type":"glossary","link":"https:\/\/vibromera.eu\/az\/glossary\/trend-analysis\/","title":{"rendered":"Trend Analizi n\u0259dir? Vibrasiya m\u0259lumatlar\u0131n\u0131n \u015f\u0259rhi"},"content":{"rendered":"<h1>Trend Analizinin Anlanmas\u0131<\/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\/az\/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\/az\/product\/balanset-1\/\" title=\"Portativ balansla\u015fd\u0131r\u0131c\u0131 v\u0259 vibrasiya analizatoru 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 d\u0259st portativ balansla\u015fd\u0131r\u0131c\u0131 v\u0259 vibrasiya analizatoru\" 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\/az\/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\/az\/product\/balanset-1\/\" title=\"Portativ balansla\u015fd\u0131r\u0131c\u0131 v\u0259 vibrasiya analizatoru Balanset-1A\">Portativ balansla\u015fd\u0131r\u0131c\u0131 v\u0259 vibrasiya analizatoru 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\">\u20ac<\/span>1,975.00<\/span> + \u018fDV (t\u0259tbiq olunarsa)<\/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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Add to cart\" 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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart: \u201cPortable balancer &amp; Vibration analyzer Balanset-1A\u201d\" rel=\"nofollow\" data-success_message=\"\u201cPortable balancer &amp; Vibration analyzer Balanset-1A\u201d has been added to your cart\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Add to cart<\/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\/az\/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\/az\/product\/vibration-sensor\/\" title=\"Vibrasiya sensoru\">\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 vibrasiya sensorunun yax\u0131n plan\u0131\" 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\/az\/product-category\/parts\/\" rel=\"tag\">Hiss\u0259l\u0259r<\/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\/az\/product\/vibration-sensor\/\" title=\"Vibrasiya sensoru\">Vibrasiya sensoru<\/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\">\u20ac<\/span>90.00<\/span> + \u018fDV (t\u0259tbiq olunarsa)<\/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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Add to cart\" 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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart: \u201cVibration sensor\u201d\" rel=\"nofollow\" data-success_message=\"\u201cVibration sensor\u201d has been added to your cart\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Add to cart<\/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\/az\/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\/az\/product\/optical-sensor-for-balanset-and-arbalance\/\" title=\"Optik Sensor (Lazer Taxometr)\">\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 Sensor (Lazer Taxometr)\" 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\/az\/product-category\/parts\/\" rel=\"tag\">Hiss\u0259l\u0259r<\/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\/az\/product\/optical-sensor-for-balanset-and-arbalance\/\" title=\"Optik Sensor (Lazer Taxometr)\">Optik Sensor (Lazer Taxometr)<\/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\">\u20ac<\/span>124.00<\/span> + \u018fDV (t\u0259tbiq olunarsa)<\/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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Add to cart\" 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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart: \u201cOptical Sensor (Laser Tachometer)\u201d\" rel=\"nofollow\" data-success_message=\"\u201cOptical Sensor (Laser Tachometer)\u201d has been added to your cart\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Add to cart<\/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\/az\/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\/az\/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 balansla\u015fd\u0131rma d\u0259sti: da\u015f\u0131ma qutusu, \u00e7oxkanall\u0131 siqnal kondisioneri, \u0259l analizatoru, maqnit bazas\u0131, vibrasiya sensorlar\u0131 v\u0259 spiral kabell\u0259r.\" 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\/az\/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\/az\/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\">\u20ac<\/span>6,803.00<\/span> + \u018fDV (t\u0259tbiq olunarsa)<\/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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Add to cart\" 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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart: \u201cBalanset-4\u201d\" rel=\"nofollow\" data-success_message=\"\u201cBalanset-4\u201d has been added to your cart\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Add to cart<\/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\/az\/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\/az\/product\/magnet-stand\/\" title=\"Maqnit dayaq 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=\"Maqnit bazas\u0131.\" 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\/az\/product-category\/parts\/\" rel=\"tag\">Hiss\u0259l\u0259r<\/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\/az\/product\/magnet-stand\/\" title=\"Maqnit dayaq Insize-60-kgf\">Maqnit dayaq 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\">\u20ac<\/span>46.00<\/span> + \u018fDV (t\u0259tbiq olunarsa)<\/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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Add to cart\" 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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart: \u201cMagnetic Stand Insize-60-kgf\u201d\" rel=\"nofollow\" data-success_message=\"\u201cMagnetic Stand Insize-60-kgf\u201d has been added to your cart\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Add to cart<\/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\/az\/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\/az\/product\/reflective-tape\/\" title=\"Yans\u0131t\u0131c\u0131 lent\">\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 lent\" 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\/az\/product-category\/parts\/\" rel=\"tag\">Hiss\u0259l\u0259r<\/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\/az\/product\/reflective-tape\/\" title=\"Yans\u0131t\u0131c\u0131 lent\">Yans\u0131t\u0131c\u0131 lent<\/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\">\u20ac<\/span>10.00<\/span> + \u018fDV (t\u0259tbiq olunarsa)<\/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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Add to cart\" 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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart: \u201cReflective tape\u201d\" rel=\"nofollow\" data-success_message=\"\u201cReflective tape\u201d has been added to your cart\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Add to cart<\/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\/az\/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\/az\/product\/dynamic-balancer-balanset-1a\/\" title=\"Dinamik balansla\u015fd\u0131r\u0131c\u0131 &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 komplektinin t\u0259rkibi: interfeys bloku, sensorlar, taxometr v\u0259 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\/az\/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\/az\/product\/dynamic-balancer-balanset-1a\/\" title=\"Dinamik balansla\u015fd\u0131r\u0131c\u0131 &quot;Balanset-1A&quot; OEM\">Dinamik balansla\u015fd\u0131r\u0131c\u0131 \"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\">\u20ac<\/span>1,735.00<\/span> + \u018fDV (t\u0259tbiq olunarsa)<\/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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart\" data-no-translation-title=\"\"><i rel=\"tooltip\" data-original-title=\"Add to cart\" 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=\"\/az\/wp-json\/wp\/v2\/glossary\/280?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=\"Add to cart: \u201cDynamic balancer \u201cBalanset-1A\u201d OEM\u201d\" rel=\"nofollow\" data-success_message=\"\u201cDynamic balancer \u201cBalanset-1A\u201d OEM\u201d has been added to your cart\" data-no-translation=\"\" data-trp-gettext=\"\" data-no-translation-aria-label=\"\" data-no-translation-data-success_message=\"\">Add to cart<\/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>Trend t\u0259hlili<\/strong> m\u0259lumat\u0131n sistematik t\u0259hlilidir <a href=\"https:\/\/vibromera.eu\/az\/glossary\/trending\/\">trend\u0259 d\u00fc\u015f\u00fcb<\/a> <a href=\"https:\/\/vibromera.eu\/az\/glossary\/vibration\/\">vibrasiya<\/a> n\u00fcmun\u0259l\u0259ri m\u00fc\u0259yy\u0259n etm\u0259k, d\u0259yi\u015fm\u0259 s\u00fcr\u0259tl\u0259rini qiym\u0259tl\u0259ndirm\u0259k, g\u0259l\u0259c\u0259kd\u0259ki davran\u0131\u015f\u0131 proqnozla\u015fd\u0131rmaq v\u0259 texniki xidm\u0259t q\u0259rarlar\u0131n\u0131 informativ \u015f\u0259kild\u0259 q\u0259bul etm\u0259k \u00fc\u00e7\u00fcn. F\u0259rq vacibdir: trendinq - \u00f6l\u00e7m\u0259l\u0259ri vaxt \u0259rzind\u0259 toplamaq v\u0259 qrafikl\u0259 g\u00f6st\u0259rm\u0259yin prosesidir, halbuki trend analizi bu qrafiklardan m\u0259na \u00e7\u0131xaran analitik add\u0131md\u0131r \u2014 d\u0259yi\u015fm\u0259nin \u0259h\u0259miyy\u0259tli olub olmad\u0131\u011f\u0131n\u0131, bunun ma\u015f\u0131n v\u0259ziyy\u0259tinin n\u0259 dem\u0259si oldu\u011funu v\u0259 bunun bar\u0259sind\u0259 n\u0259 etm\u0259li oldu\u011funu q\u0259rara al\u0131r.<\/p>\n<p>Yax\u015f\u0131 icra edildikd\u0259, trend analizi xam r\u0259q\u0259ml\u0259ri f\u0259al intellekt\u0259 \u00e7evirir v\u0259 <a href=\"https:\/\/vibromera.eu\/az\/glossary\/predictive-maintenance\/\">proqnozla\u015fd\u0131r\u0131c\u0131 bax\u0131m<\/a> strategiyas\u0131n\u0131 d\u0259st\u0259kl\u0259yir ki, bu da etibarl\u0131l\u0131\u011f\u0131 art\u0131r\u0131r, x\u0259rcl\u0259ri n\u0259zar\u0259t alt\u0131na al\u0131r v\u0259 q\u0259zalar\u0131 \u0259vv\u0259ld\u0259n m\u00fcdaxal\u0259 etm\u0259y\u0259 imkan verir. Bunun iki bacar\u0131q d\u0259stin kombinasiyas\u0131 laz\u0131md\u0131r: ma\u015f\u0131nlar\u0131n h\u0259qiq\u0259t\u0259n nec\u0259 s\u0131radan \u00e7\u0131xd\u0131\u011f\u0131n\u0131 anlamaq \u00fc\u00e7\u00fcn texniki bilgi v\u0259 m\u0259lumat n\u00fcmun\u0259l\u0259rini s\u0259s-k\u00fcy\u00fcnd\u0259n aldanmadan oxuya bilm\u0259k \u00fc\u00e7\u00fcn laz\u0131m olan statistik h\u0259kim q\u0259rarlar\u0131. Bu, h\u0259r bir <a href=\"https:\/\/vibromera.eu\/az\/glossary\/condition-based-maintenance\/\">v\u0259ziyy\u0259t\u0259 \u0259saslanan t\u0259mir<\/a> proqram.<\/p>\n<h2>1. Vizual Pattern Tan\u0131nmas\u0131<\/h2>\n<p>Trend analizi t\u0259m\u0259li m\u0259lumatlar\u0131n formas\u0131n\u0131 tan\u0131ma\u011f\u0131ndan ibar\u0259tdir. Kanonik n\u00fcmun\u0259l\u0259rin bir ne\u00e7\u0259 d\u0259n\u0259si \u0259ks\u0259r real ma\u015f\u0131nlar\u0131 \u0259hat\u0259 edir.<\/p>\n<ul>\n<li><strong>Sabit n\u00fcmun\u0259:<\/strong> n\u00f6qt\u0259l\u0259r sabit d\u0259y\u0259r \u0259traf\u0131nda, b\u0259lk\u0259 \u00b110\u201320% t\u0259sad\u00fcfi d\u0259yi\u015fm\u0259 il\u0259 toplan\u0131rlar. Bu sa\u011flam, sabit v\u0259ziyy\u0259ti g\u00f6st\u0259rir v\u0259 do\u011fru \u0259m\u0259l rutin monitorinqi davam etdirm\u0259kdir.<\/li>\n<li><strong>X\u0259tti yuxar\u0131 trendi:<\/strong> t\u0259xmin\u0259n sabit s\u00fcr\u0259tl\u0259 daimi art\u0131m, t\u0259dric\u0259n y\u0131pranma v\u0259 ya degenerasyonun klassik \u0259lam\u0259ti. Yamac ekstrapolyasiya ed\u0259r\u0259k, s\u0259viyy\u0259 n\u0259 zaman <a href=\"https:\/\/vibromera.eu\/az\/glossary\/alarm-level\/\">sinyal h\u0259ddi<\/a>\u00e7ataca\u011f\u0131n\u0131 t\u0259xmin etm\u0259k m\u00fcmk\u00fcn olur v\u0259 texniki xidm\u0259t o p\u0259nc\u0259r\u0259 \u00fc\u00e7\u00fcn planla\u015fd\u0131r\u0131la bil\u0259r.<\/li>\n<li><strong>Eksponensial art\u0131m:<\/strong> artan s\u00fcr\u0259tl\u0259 y\u00fcks\u0259l\u0259n art\u0131m \u2014 ad\u0259t\u0259n \u00e7at v\u0259 ya qopma kimi aktiv nasazl\u0131q inki\u015faf\u0131n\u0131 g\u00f6st\u0259rir. Nasazl\u0131q ba\u015f ver\u0259 bil\u0259r, ona g\u00f6r\u0259 d\u0259 t\u0259cili m\u00fcdaxil\u0259 v\u0259 daha s\u0131x monitorinq t\u0259l\u0259b olunur.<\/li>\n<li><strong>Pill\u0259li d\u0259yi\u015fm\u0259:<\/strong> iki oxunu\u015f aras\u0131nda k\u0259skin s\u0131\u00e7ray\u0131\u015f, diskret hadis\u0259nin ba\u015f verdiyini g\u00f6st\u0259rir. Birinci tap\u015f\u0131r\u0131q s\u0259b\u0259bi tapmaqd\u0131r \u2014 h\u0259qiq\u0259t\u0259n s\u0131radan \u00e7\u0131xma, \u0259m\u0259liyyat d\u0259yi\u015fikliyi, ya da sad\u0259c\u0259 \u00f6l\u00e7m\u0259 x\u0259tas\u0131 \u2014 v\u0259 yeni s\u0259viyy\u0259y\u0259 g\u00f6r\u0259 h\u0259r\u0259k\u0259t etm\u0259kdir.<\/li>\n<\/ul>\n<h2>2. Statistik v\u0259 K\u0259miyy\u0259t Metodlar\u0131<\/h2>\n<h3>Orta v\u0259 standart sapma<\/h3>\n<p>Trend d\u00f6vr\u00fc \u0259rzind\u0259 orta s\u0259viyy\u0259nin v\u0259 onun standart k\u0259narla\u015fmas\u0131n\u0131n hesablanmas\u0131 h\u0259m m\u0259rk\u0259zi qiym\u0259ti, h\u0259m d\u0259 d\u0259yi\u015fk\u0259nliyi xarakteriz\u0259 edir. Y\u00fcks\u0259k standart k\u0259narla\u015fma qeyri-sabit i\u015f rejimini g\u00f6st\u0259rir, n\u0259zar\u0259t kart\u0131 yana\u015fmas\u0131 is\u0259 \u2014 \u00b12\u03c3 v\u0259 ya \u00b13\u03c3 h\u00fcdudlar\u0131ndan k\u0259nara \u00e7\u0131xmalar\u0131 qeyd etm\u0259kl\u0259 \u2014 intuisiya yox, statistik \u0259saslara s\u00f6yk\u0259n\u0259n x\u0259b\u0259rdarl\u0131q \u00fc\u00e7\u00fcn etibarl\u0131 baza yarad\u0131r.<\/p>\n<h3>X\u0259tti reqressiya<\/h3>\n<p>M\u0259lumatya d\u00fcz x\u0259tt ke\u00e7irm\u0259, d\u0259yi\u015fm\u0259 s\u00fcr\u0259tini yamac kimi k\u0259miyy\u0259tl\u0259\u015fdirir, R\u00b2 d\u0259y\u0259ri is\u0259 x\u0259ttin faktiki uy\u011funlu\u011funu \u2014 \u0259slind\u0259 trendin n\u0259 q\u0259d\u0259r g\u00fccl\u00fc v\u0259 etibarl\u0131 oldu\u011funu bildirir. X\u0259tti g\u0259l\u0259c\u0259y\u0259 proyekt ed\u0259r\u0259k, g\u0259l\u0259c\u0259k d\u0259y\u0259rl\u0259rin ilkin t\u0259xminini \u0259ld\u0259 edirik, buna sad\u0259 <a href=\"https:\/\/vibromera.eu\/az\/glossary\/threshold\/\">e\u015fik<\/a>-ke\u00e7m\u0259 proqnozu \u0259sas\u0131.<\/p>\n<h3>\u018fyri uy\u011funla\u015fd\u0131rma<\/h3>\n<p>Art\u0131m qeyri-x\u0259tti, eksponensial, polinomial v\u0259 ya loqarifmik olduqda, uy\u011funla\u015fd\u0131rmalar d\u00fcz x\u0259ttd\u0259n daha yax\u015f\u0131 m\u0259lumat\u0131 t\u0259svir edir v\u0259 s\u00fcr\u0259tl\u0259n\u0259n q\u0259zalar \u00fc\u00e7\u00fcn \u0259h\u0259msiz \u015f\u0259kild\u0259 daha d\u0259qiq proqnozlar verir, burada x\u0259tti ekstrapolyasiya h\u0259ddin\u0259 n\u0259 q\u0259d\u0259r tez \u00e7at\u0131laca\u011f\u0131n\u0131 t\u0259hl\u00fck\u0259li \u015f\u0259kild\u0259 a\u015fa\u011f\u0131 qiym\u0259tl\u0259ndir\u0259rdi.<\/p>\n<h3>D\u0259yi\u015fm\u0259 s\u00fcr\u0259tinin analizi<\/h3>\n<p>Zamana g\u00f6r\u0259 d\u0259yi\u015fm\u0259 s\u00fcr\u0259tinin \u2014 m\u0259s\u0259l\u0259n ay ba\u015f\u0131na mm\/s \u2014 izl\u0259nm\u0259si v\u0259 cari s\u00fcr\u0259tin tarixi s\u00fcr\u0259tl\u0259r\u0259 m\u00fcqayis\u0259si s\u00fcr\u0259tl\u0259nm\u0259ni birba\u015fa a\u00e7\u0131r. S\u00fcr\u0259tl\u0259n\u0259n s\u00fcr\u0259t \u00f6z\u00fc d\u0259 x\u0259b\u0259rdarl\u0131qd\u0131r v\u0259 m\u00fctl\u0259q d\u0259y\u0259r h\u0259l\u0259 d\u0259 standart olsa da, z\u0259if d\u0259yi\u015fm\u0259 s\u00fcr\u0259tin\u0259 ili\u015fkin siqnal verm\u0259k tez-tez k\u0259ng\u0259\u015f olur.<\/p>\n<h2>3. M\u00fcqayis\u0259li Analiz<\/h2>\n<p>R\u0259q\u0259ml\u0259r m\u00fcqayis\u0259d\u0259n m\u0259na k\u0259sb edir. Saxlanm\u0131\u015f fiqura nisb\u0259t\u0259n faiz art\u0131m\u0131 \u00f6l\u00e7m\u0259si <a href=\"https:\/\/vibromera.eu\/az\/glossary\/baseline\/\">bazis s\u0259viyy\u0259si<\/a> ma\u015f\u0131n\u0131n m\u0259lum-yax\u015f\u0131 v\u0259ziyy\u0259tind\u0259n n\u0259 q\u0259d\u0259r sapsar\u0131 oldu\u011funu a\u00e7\u0131q edir. Ma\u015f\u0131n\u0131 ox\u015far vahidl\u0259rl\u0259 m\u00fcqayis\u0259 etm\u0259k verilmi\u015f s\u0259viyy\u0259nin h\u0259min tip \u00fc\u00e7\u00fcn normal olub-olmad\u0131\u011f\u0131n\u0131 cavabland\u0131r\u0131r; m\u00fcxt\u0259lif \u00f6l\u00e7m\u0259 n\u00f6qt\u0259l\u0259rini m\u00fcqayis\u0259 etm\u0259k hans\u0131 rulman\u0131n daha pis oldu\u011funu m\u00fc\u0259yy\u0259n edir; v\u0259 m\u00fcxt\u0259lif parametrl\u0259ri \u2014 \u00fcmumi s\u0259viyy\u0259ni spesifik il\u0259 m\u00fcqayis\u0259 etm\u0259k <a href=\"https:\/\/vibromera.eu\/az\/glossary\/spectrum\/\">spektral<\/a> komponentl\u0259r, m\u0259s\u0259l\u0259n \u2014 inki\u015faf etm\u0259kd\u0259 olan x\u0259tan\u0131 yerl\u0259\u015fdirm\u0259y\u0259 k\u00f6m\u0259k edir. H\u0259r bir m\u00fcqayis\u0259 yaln\u0131z xammal trendi t\u0259min ed\u0259 bilm\u0259y\u0259n bir \u00f6l\u00e7\u00fc \u0259lav\u0259 edir.<\/p>\n<h2>4. S\u0259hvlik Proqnozla\u015fd\u0131r\u0131lmas\u0131 Metodlar\u0131<\/h2>\n<h3>E\u015fik ke\u00e7m\u0259 proqnozla\u015fd\u0131r\u0131lmas\u0131<\/h3>\n<p>\u018fn birba\u015fa proqnoz, uy\u011funla\u015fan trendin ir\u0259liy\u0259 ekstrapolyasiyas\u0131n\u0131 ed\u0259r v\u0259 bunun bir siqnal e\u015fi\u011fini ke\u00e7m\u0259si proqnozla\u015fd\u0131r\u0131lan zaman\u0131 m\u00fc\u0259yy\u0259n edir. Bu tarix planla\u015fd\u0131rma \u00fc\u00e7\u00fcn m\u00fcsait vaxt\u0131 verir v\u0259 h\u0259r yeni \u00f6l\u00e7\u00fcm g\u0259l\u0259nd\u0259 yenil\u0259nm\u0259lidir, bel\u0259 ki, s\u0259hvlik yax\u0131nla\u015fd\u0131qca t\u0259xmin daha s\u0131xla\u015fs\u0131n.<\/p>\n<h3>P-F interval qiym\u0259tl\u0259ndirilm\u0259si<\/h3>\n<p>P-F interval\u0131 potensial s\u0259hvliyin ilk a\u015fkarlanabilir i\u015far\u0259sind\u0259n (P) funksional s\u0259hvlik n\u00f6qt\u0259sin\u0259 (F) q\u0259d\u0259rki vaxtd\u0131r. Ox\u015far s\u0259hvlikl\u0259rd\u0259n olan tarixi m\u0259lumatlar, haz\u0131rk\u0131 trend yamac\u0131 il\u0259 miqyas edilir v\u0259 s\u0259hvlik tipi v\u0259 \u015fidd\u0259ti il\u0259 d\u00fcz\u0259ldilir, bu interval analitik\u0259 n\u0259 q\u0259d\u0259r qal\u0131b-qalmad\u0131\u011f\u0131n\u0131 qiym\u0259tl\u0259ndirm\u0259y\u0259 imkan verir.<\/p>\n<h3>Qal\u0131q faydal\u0131 \u00f6m\u00fcr (RUL)<\/h3>\n<p>Trend proyeksiyas\u0131n\u0131 m\u00fcvafiq siqnal h\u0259dl\u0259ri il\u0259 birl\u0259\u015fdirm\u0259k <a href=\"https:\/\/vibromera.eu\/az\/glossary\/remaining-useful-life\/\">Qalan faydal\u0131 \u00f6m\u00fcr<\/a> \u2014 texniki xidm\u0259tin z\u0259ruri oldu\u011fu vaxta q\u0259d\u0259rki vaxtd\u0131r. C\u0259dv\u0259ll\u0259\u015fdirm\u0259y\u0259 davaml\u0131 olaraq yenil\u0259n\u0259n giri\u015f olaraq, bu b\u00fct\u00fcn m\u0259\u015fqin \u0259n d\u0259y\u0259rli n\u0259tic\u0259l\u0259rind\u0259n biridir v\u0259 onun f\u0259d <a href=\"https:\/\/vibromera.eu\/az\/calculators\/vibration-trend-remaining-life\/\">Titr\u0259m\u0259 trendind\u0259n RUL t\u0259xmin\u00e7isi<\/a> yamac v\u0259 h\u0259ddi saniy\u0259 \u0259rzind\u0259 proyekt\u0259 edil\u0259n tarix\u0259 \u00e7evir\u0259 bil\u0259r.<\/p>\n<h2>5. \u00dcmumi \u00c7\u0259tinlikl\u0259r<\/h2>\n<h3>M\u0259lumat keyfiyy\u0259ti probleml\u0259ri<\/h3>\n<ul>\n<li><strong>K\u0259nar olanlar:<\/strong> \u00f6l\u00e7m\u0259 x\u0259talar\u0131ndan qeyri-m\u0259ntiqi n\u00f6qt\u0259l\u0259r, \u0259g\u0259r s\u0131flanmam\u0131\u015fd\u0131rsa, uy\u011funlu\u011fu t\u0259hrif edir.<\/li>\n<li><strong>\u00c7at\u0131\u015fmayan m\u0259lumatlar:<\/strong> ist\u0259nil\u0259n proyeksiyonu z\u0259ifl\u0259d\u0259n tarix bo\u015fluqlar\u0131.<\/li>\n<li><strong>Uy\u011funsuz \u015f\u0259rtl\u0259r:<\/strong> h\u0259qiq\u0259t\u0259n m\u00fcqayis\u0259 edil\u0259 bil\u0259n olmayan m\u00fcxt\u0259lif y\u00fckl\u0259rd\u0259 v\u0259 ya s\u00fcr\u0259tl\u0259rd\u0259 apar\u0131lm\u0131\u015f oxumalar.<\/li>\n<li><strong>Sensor d\u0259yi\u015fiklikl\u0259ri:<\/strong> f\u0259rqli transd\u00fcser tipi v\u0259 ya <a href=\"https:\/\/vibromera.eu\/az\/glossary\/mounting\/\">montaj<\/a> yerind\u0259 ortadak\u0131 trend ki, s\u00fcni s\u0259cd\u0259 yarad\u0131r.<\/li>\n<\/ul>\n<h3>\u015e\u0259rh \u00e7\u0259tinlikl\u0259ri<\/h3>\n<ul>\n<li><strong>Y\u00fcks\u0259k d\u0259yi\u015fk\u0259nlik:<\/strong> h\u0259qiqi trendl\u0259r \u015fumlu m\u0259lumatlarda gizl\u0259nmi\u015fdir.<\/li>\n<li><strong>Q\u0131sa tarix\u00e7\u0259:<\/strong> etibarl\u0131 proqnoz \u00fc\u00e7\u00fcn \u00e7ox az sayda n\u00f6qt\u0259.<\/li>\n<li><strong>Eyni vaxtda \u00e7oxlu d\u0259yi\u015fiklikl\u0259r:<\/strong> ay\u0131rmaq \u00e7\u0259tin olan \u00fcst-\u00fcst\u0259 d\u00fc\u015f\u0259n effektl\u0259r, m\u0259s\u0259l\u0259n <a href=\"https:\/\/vibromera.eu\/az\/glossary\/unbalance\/\">balanss\u0131zl\u0131q<\/a> rulman nasazl\u0131\u011f\u0131 il\u0259 eyni vaxtda inki\u015faf edir.<\/li>\n<li><strong>Qeyri-x\u0259tti davran\u0131\u015f:<\/strong> sad\u0259, \u0259vv\u0259ld\u0259n g\u00f6r\u00fcl\u0259n \u015f\u0259kild\u0259 ir\u0259lil\u0259m\u0259y\u0259n q\u00fcsurlard\u0131r.<\/li>\n<\/ul>\n<h2>6. Al\u0259tl\u0259r v\u0259 Proqram T\u0259minat\u0131<\/h2>\n<p>M\u00fcasir <a href=\"https:\/\/vibromera.eu\/az\/glossary\/vibration-analyzer\/\">vibrasiya analiz proqram t\u0259minat\u0131<\/a> trendl\u0259ri v\u0259 qrafikl\u0259ri avtomatla\u015fd\u0131r\u0131r, statistik al\u0259tl\u0259ri daxil edir, trendl\u0259r\u0259 qar\u015f\u0131 alarmlar\u0131 idar\u0259 edir, spektral <a href=\"https:\/\/vibromera.eu\/az\/glossary\/waterfall-plot\/\">\u015f\u0259lal\u0259 qrafikl\u0259ri<\/a>, v\u0259 trend sapmalar\u0131n\u0131 avtomatik olaraq bildir. CMMS il\u0259 inteqrasiya bu trendl\u0259ri i\u015f s\u0259r\u0259ncamlar\u0131na ba\u011flay\u0131r, texniki xidm\u0259t planla\u015fd\u0131r\u0131c\u0131lar\u0131n\u0131 x\u0259b\u0259rdar edir, ke\u00e7mi\u015f texniki xidm\u0259t tarix\u00e7\u0259si il\u0259 \u0259laq\u0259l\u0259ndirir v\u0259 x\u0259rcl\u0259ri v\u0259 g\u0259lirliyi izl\u0259yir. \u018fn m\u00fcasir s\u0259viyy\u0259d\u0259, qabaqc\u0131l analitika ma\u015f\u0131n \u00f6yr\u0259nm\u0259si n\u00fcmun\u0259 tan\u0131y\u0131\u015f\u0131, tarixi nasazl\u0131q m\u0259lumatlar\u0131nda haz\u0131rlanm\u0131\u015f proqnostik modell\u0259r v\u0259 vibrasiya-s\u0131caql\u0131q, y\u00fck v\u0259 dig\u0259r parametrl\u0259ri birl\u0259\u015fdir\u0259n \u00e7oxd\u0259yi\u015f\u0259nli metodlar\u0131n\u0131 t\u0259tbiq edir ki, bu da avtomatik olaraq <a href=\"https:\/\/vibromera.eu\/az\/glossary\/diagnosis\/\">diaqnoz<\/a> birba\u015fa trendl\u0259rd\u0259n.<\/p>\n<h2>7. Sah\u0259d\u0259 Trend Analizi<\/h2>\n<p>Trend analizi daimi qablak\u0259n qura\u015fd\u0131r\u0131lm\u0131\u015f z\u0259r\u0259rverl\u0259r \u00fc\u00e7\u00fcn eksklusiv deyildir \u2014 davr\u0259vi, mar\u015frut \u0259sas\u0131nda portatif al\u0259tl\u0259 al\u0131nan oxumalar il\u0259 eynil\u0259 g\u00fccl\u00fcd\u00fcr. Sah\u0259 m\u00fch\u0259ndisi h\u0259r ziyar\u0259td\u0259 ma\u015f\u0131n\u0131n \u00fcmumi s\u0259viyy\u0259sini v\u0259 \u0259sas spektral bandlar\u0131n\u0131 qeyd ed\u0259 v\u0259 ard\u0131c\u0131l sor\u011fularda m\u0259nal\u0131 bir trend qura bil\u0259r. <a href=\"https:\/\/vibromera.eu\/az\/m%c9%99hsul\/balanset-1\/\">Balanset-1A<\/a>, portatif iki-kanal analizatoru amplituda, <a href=\"https:\/\/vibromera.eu\/az\/glossary\/phase\/\">faza<\/a> v\u0259 spektral m\u0259lumatlar\u0131 t\u0259r\u0259find\u0259n bir trend qidaland\u0131ran v\u0259 trend <a href=\"https:\/\/vibromera.eu\/az\/glossary\/unbalance\/\">balanss\u0131zl\u0131q<\/a> s\u00fcr\u00fcc\u00fc kimi i\u015far\u0259 ets\u0259, eyni al\u0259t <a href=\"https:\/\/vibromera.eu\/az\/glossary\/field-balancing\/\">Sah\u0259nin balansla\u015fd\u0131r\u0131lmas\u0131<\/a> bunu d\u00fcz\u0259ltir \u2014 artan trendi a\u015fkarlamaq il\u0259 ma\u015f\u0131n\u0131 i\u015fd\u0259n \u00e7\u0131xarmadan ona m\u00fcdaxal\u0259 etm\u0259k aras\u0131nda \u0259laq\u0259ni ba\u011flay\u0131r.<\/p>\n<h2>8. Trend Analizini Q\u0259rarlara \u00c7evirm\u0259k<\/h2>\n<p>trend analizinin sonuncu m\u0259hsulu q\u0259rar\u0131. Birincisi vaxtla\u015fd\u0131rma: maintenance-i trend-in g\u00f6st\u0259rdiyi uy\u011fun anda c\u0259dv\u0259l edin \u2014 n\u0259 \u00e7ox erk\u0259n ki, qalan faydal\u0131 resurs t\u0259l\u0259f olsun, n\u0259 d\u0259 \u00e7ox gec ki, s\u0131ra x\u0259taya \u00e7atma ehtimal\u0131 artarsa \u2014 v\u0259 bu p\u0259nc\u0259r\u0259ni istehsalat il\u0259 koordinasiya edin ki, risk il\u0259 s\u0259m\u0259r\u0259lilik x\u0259rcini balansla\u015fd\u0131rs\u0131n\u0131z. \u0130kincisi resurs b\u00f6lg\u00fcs\u00fc: trend-i \u0259n t\u0259hdidli olan avadanl\u0131qlar\u0131 prioritet verin, stabil ma\u015f\u0131nlar \u00fcz\u0259rind\u0259 i\u015fi l\u0259ngid\u0259n, \u0259v\u0259z hiss\u0259l\u0259ri inventar\u0131n\u0131 m\u00fcvafiq \u00f6l\u00e7\u00fcs\u00fc edin. \u00dc\u00e7\u00fcnc\u00fcs\u00fc ara\u015fd\u0131rma: s\u00fcr\u0259tl\u0259n\u0259n trend k\u00f6k s\u0259b\u0259bini tapmaq \u00fc\u00e7\u00fcn axtar\u0131\u015f\u0131 ba\u015flatmal\u0131, yaln\u0131z semptomunu deyil, \u0259sas problemi h\u0259ll edin v\u0259 t\u0259krar meydana g\u0259lm\u0259sini prevention edin. Vizual pattern recognition, statistik metod v\u0259 t\u0259cr\u00fcb\u0259li m\u00fch\u0259ndis m\u00fchakim\u0259 yolu il\u0259 trend analiz a\u015fkarlamaq \u00fc\u00e7\u00fcn erk\u0259n fault detection, fault prediction v\u0259 optimize olunmu\u015f vaxtla\u015fd\u0131rma t\u0259min edir ki, bu da u\u011furlu condition-based maintenance proqram\u0131n\u0131n x\u00fcsusiyy\u0259tl\u0259ridir.<\/p>\n<hr>\n<p><a href=\"https:\/\/vibromera.eu\/az\/glossary\/\">\u2190 \u018fsas \u0130ndeks\u0259 qay\u0131t<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>N\u00fcmun\u0259l\u0259ri m\u00fc\u0259yy\u0259n etm\u0259k, u\u011fursuzluqlar\u0131 proqnozla\u015fd\u0131rmaq v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 proqramlarda texniki xidm\u0259t q\u0259rarlar\u0131n\u0131 optimalla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn trend t\u0259hlili, zamanla vibrasiya m\u0259lumatlar\u0131n\u0131n sistematik \u015f\u0259rhi haqq\u0131nda m\u0259lumat \u0259ld\u0259 edin.<\/p>","protected":false},"featured_media":0,"template":"","meta":{"ai_generated_summary":"","footnotes":""},"categories":[114,109],"tags":[],"class_list":["post-280","glossary","type-glossary","status-publish","hentry","category-analysis","category-glossary"],"_links":{"self":[{"href":"https:\/\/vibromera.eu\/az\/wp-json\/wp\/v2\/glossary\/280","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vibromera.eu\/az\/wp-json\/wp\/v2\/glossary"}],"about":[{"href":"https:\/\/vibromera.eu\/az\/wp-json\/wp\/v2\/types\/glossary"}],"version-history":[{"count":1,"href":"https:\/\/vibromera.eu\/az\/wp-json\/wp\/v2\/glossary\/280\/revisions"}],"predecessor-version":[{"id":101365,"href":"https:\/\/vibromera.eu\/az\/wp-json\/wp\/v2\/glossary\/280\/revisions\/101365"}],"wp:attachment":[{"href":"https:\/\/vibromera.eu\/az\/wp-json\/wp\/v2\/media?parent=280"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vibromera.eu\/az\/wp-json\/wp\/v2\/categories?post=280"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vibromera.eu\/az\/wp-json\/wp\/v2\/tags?post=280"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}