{"id":5388,"date":"2023-10-06T12:19:00","date_gmt":"2023-10-06T12:19:00","guid":{"rendered":"https:\/\/noveltybilisim.com.tr\/blog\/?p=5388"},"modified":"2023-11-22T08:15:24","modified_gmt":"2023-11-22T08:15:24","slug":"yapay-zeka-ile-ses-analizi-olusturma","status":"publish","type":"post","link":"http:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-ile-ses-analizi-olusturma\/","title":{"rendered":"Yapay Zeka ile Ses Analizi Olu\u015fturma\u00a0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5388\" class=\"elementor elementor-5388\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-45620e0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"45620e0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5c2a79c\" data-id=\"5c2a79c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-df4be21 elementor-widget elementor-widget-text-editor\" data-id=\"df4be21\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Ses analizi, dijital cihazlar taraf\u0131ndan kaydedilen ses sinyallerini d\u00f6n\u00fc\u015ft\u00fcrme, ke\u015ffetme ve yorumlama s\u00fcrecidir. Ses verilerini anlamay\u0131 ama\u00e7layan bu s\u00fcre\u00e7, son teknoloji derin \u00f6\u011frenme algoritmalar\u0131 da dahil olmak \u00fczere bir dizi teknolojiyi uygular. Ses analizi, e\u011flenceden sa\u011fl\u0131k hizmetlerine ve \u00fcretime kadar \u00e7e\u015fitli sekt\u00f6rlerde geni\u015f \u00e7apta benimsenmi\u015ftir.<\/p><p>\u00a0<\/p><p>Konu\u015fma tan\u0131ma, bilgisayarlar\u0131n do\u011fal dil i\u015fleme teknikleriyle konu\u015fulan kelimeleri ay\u0131rt etme yetene\u011fiyle ilgilidir. Bilgisayarlar\u0131, ak\u0131ll\u0131 telefonlar\u0131 ve di\u011fer cihazlar\u0131 sesli komutlarla kontrol etmemizi ve metinleri elle girmek yerine makinelere dikte etmemizi sa\u011flar. Apple&#8217;\u0131n Siri&#8217;si, Amazon&#8217;un Alexa&#8217;s\u0131, Google Assistant ve Microsoft&#8217;un Cortana&#8217;s\u0131 teknolojinin g\u00fcnl\u00fck hayat\u0131m\u0131za ne kadar derinlemesine n\u00fcfuz etti\u011finin pop\u00fcler \u00f6rnekleridir.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef6f349 elementor-widget elementor-widget-spacer\" data-id=\"ef6f349\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-column .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}<\/style>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-502522e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"502522e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-349cda1\" data-id=\"349cda1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-897465a elementor-widget elementor-widget-text-editor\" data-id=\"897465a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><b>Ses tan\u0131ma<\/b><\/p><p>Ses tan\u0131ma, ayr\u0131 kelimeleri izole etmek yerine insanlar\u0131 seslerinin benzersiz \u00f6zelliklerine g\u00f6re tan\u0131mlamay\u0131 ama\u00e7lamaktad\u0131r. Bu yakla\u015f\u0131m, kullan\u0131c\u0131 kimlik do\u011frulamas\u0131 i\u00e7in g\u00fcvenlik sistemlerinde uygulama alan\u0131 bulmaktad\u0131r. \u00d6rne\u011fin, Nuance Gatekeeper biyometrik motoru, bankac\u0131l\u0131k sekt\u00f6r\u00fcnde \u00e7al\u0131\u015fanlar\u0131 ve m\u00fc\u015fterileri sesleriyle do\u011frulamaktad\u0131r.<\/p><p><b>M\u00fczik tan\u0131ma:<\/b><\/p><p>M\u00fczik tan\u0131ma, bilinmeyen \u015fark\u0131lar\u0131 k\u0131sa bir \u00f6rnekten tan\u0131mlaman\u0131za yard\u0131mc\u0131 olan Shazam gibi uygulamalar\u0131n pop\u00fcler bir \u00f6zelli\u011fidir. M\u00fczikal ses analizinin bir ba\u015fka uygulamas\u0131 da t\u00fcr s\u0131n\u0131fland\u0131rmas\u0131d\u0131r: \u00d6rne\u011fin Spotify, par\u00e7alar\u0131 kategorilere ay\u0131rmak i\u00e7in tescilli algoritmas\u0131n\u0131 \u00e7al\u0131\u015ft\u0131r\u0131yor (veritabanlar\u0131nda 5.000&#8217;den fazla t\u00fcr bulunuyor).<\/p><p><b>\u00c7evresel ses tan\u0131ma:<\/b><\/p><p>\u00c7evresel ses tan\u0131ma, \u00e7evremizdeki seslerin tan\u0131mlanmas\u0131na odaklanarak otomotiv ve imalat end\u00fcstrilerine bir dizi avantaj vaat etmesiyle birlikte IoT uygulamalar\u0131nda \u00e7evreyi anlamak i\u00e7in hayati \u00f6nem ta\u015f\u0131maktad\u0131r.<\/p><p>Audio Analytic gibi sistemler arac\u0131n\u0131z\u0131n i\u00e7indeki ve d\u0131\u015f\u0131ndaki olaylar\u0131 &#8220;dinleyerek&#8221; s\u00fcr\u00fcc\u00fcn\u00fcn g\u00fcvenli\u011fini art\u0131rmak i\u00e7in arac\u0131n ayarlamalar yapmas\u0131n\u0131 sa\u011flar. Bir ba\u015fka \u00f6rnek de Bosch&#8217;un makine seslerini analizi edebilen ve ekipman sa\u011fl\u0131\u011f\u0131n\u0131 izlemek ve maliyetli ar\u0131zalar\u0131 \u00f6nlemek i\u00e7in kestirimci bak\u0131m\u0131 kolayla\u015ft\u0131ran SoundSee teknolojisidir.<\/p><p>Sa\u011fl\u0131k hizmetleri, \u00e7evresel ses tan\u0131man\u0131n kullan\u0131\u015fl\u0131 oldu\u011fu bir ba\u015fka aland\u0131r. D\u00fc\u015fme gibi olaylar\u0131 tespit etmek i\u00e7in non-invaziv bir uzaktan hasta izleme t\u00fcr\u00fc sunar. Bunun yan\u0131 s\u0131ra, \u00f6ks\u00fcrme, hap\u015f\u0131rma, horlama ve di\u011fer seslerin analizi \u00f6n taramay\u0131, bir hastan\u0131n durumunu belirlemeyi, kamusal alanlarda enfeksiyon seviyesini de\u011ferlendirmeyi vb. kolayla\u015ft\u0131rabilir.<\/p><p>Bu t\u00fcr bir analizin ger\u00e7ek hayattaki bir kullan\u0131m \u00f6rne\u011fi, uyku s\u0131ras\u0131nda di\u015f g\u0131c\u0131rdatma ve horlama seslerini tespit eden Sleep.ai&#8217;dir. AltexSoft taraf\u0131ndan Hollandal\u0131 bir sa\u011fl\u0131k giri\u015fimi i\u00e7in olu\u015fturulan \u00e7\u00f6z\u00fcm, di\u015f hekimlerinin bruksizmi tan\u0131mlamalar\u0131na ve izlemelerine yard\u0131mc\u0131 olarak sonunda bu anormalli\u011fin nedenlerini anlamalar\u0131n\u0131 ve tedavi etmelerini sa\u011fl\u0131yor.<\/p><p><b>Ne t\u00fcr sesleri analiz ederseniz edin, her \u015fey ses verilerini ve belirli \u00f6zelliklerini anlamakla ba\u015flar.<\/b><\/p><p><b>\u00a0<\/b><\/p><h3><b>Ses verisi nedir?<\/b><\/h3><div><b>\u00a0<\/b><\/div><div>Ses verileri, analog sesleri orijinalin temel \u00f6zelliklerini koruyarak dijital bir bi\u00e7imde temsil eder. Okuldaki fizik derslerinden de bildi\u011fimiz gibi ses, hava veya su gibi bir ortamda ilerleyen ve sonunda kula\u011f\u0131m\u0131za ula\u015fan bir titre\u015fim dalgas\u0131d\u0131r. Ses verilerini analizi ederken dikkate al\u0131nmas\u0131 gereken \u00fc\u00e7 temel \u00f6zelli\u011fi vard\u0131r: zaman periyodu, genlik ve frekans.<\/div><div>\u00a0<\/div><p>Zaman periyodu, belirli bir sesin ne kadar s\u00fcrd\u00fc\u011f\u00fc veya ba\u015fka bir deyi\u015fle, bir titre\u015fim d\u00f6ng\u00fcs\u00fcn\u00fc tamamlamak i\u00e7in ka\u00e7 saniye gerekti\u011fidir.<\/p><p>Genlik, ses y\u00fcksekli\u011fi olarak alg\u0131lad\u0131\u011f\u0131m\u0131z desibel (dB) cinsinden \u00f6l\u00e7\u00fclen ses yo\u011funlu\u011fudur.<\/p><p>Hertz (Hz) cinsinden \u00f6l\u00e7\u00fclen frekans, saniyede ka\u00e7 ses titre\u015fiminin ger\u00e7ekle\u015fti\u011fini g\u00f6sterir. \u0130nsanlar frekans\u0131 al\u00e7ak veya y\u00fcksek perde olarak yorumlar.<\/p><p>Frekans nesnel bir parametre iken, ses perdesi \u00f6zneldir. \u0130nsanlar\u0131n i\u015fitme aral\u0131\u011f\u0131 20 ila 20.000 Hz aras\u0131ndad\u0131r. Bilim insanlar\u0131 \u00e7o\u011fu insan\u0131n 500 Hz&#8217;in alt\u0131ndaki t\u00fcm sesleri &#8211; u\u00e7ak motoru g\u00fcr\u00fclt\u00fcs\u00fc gibi &#8211; d\u00fc\u015f\u00fck perde olarak alg\u0131lad\u0131\u011f\u0131n\u0131 iddia etmektedir. Buna kar\u015f\u0131l\u0131k, bizim i\u00e7in y\u00fcksek perde 2,000 Hz&#8217;in \u00f6tesindeki her \u015feydir (\u00f6rne\u011fin, bir \u0131sl\u0131k).<\/p><p>\u00a0<\/p><h3>Ses veri dosyas\u0131 formatlar\u0131:<\/h3><div>\u00a0<\/div><div>Metinlere ve g\u00f6r\u00fcnt\u00fclere benzer \u015fekilde ses de yap\u0131land\u0131r\u0131lmam\u0131\u015f bir veridir, yani ba\u011fl\u0131 sat\u0131r ve s\u00fctunlara sahip tablolarda d\u00fczenlenmez. Bunun yerine, sesi a\u015fa\u011f\u0131daki gibi \u00e7e\u015fitli dosya formatlar\u0131nda saklayabilirsiniz.<\/div><div>\u00a0<\/div><div><p>WAV veya WAVE (Waveform Audio File Format) Microsoft ve IBM taraf\u0131ndan geli\u015ftirilmi\u015ftir. Kay\u0131ps\u0131z veya ham bir dosya format\u0131d\u0131r, yani orijinal ses kayd\u0131n\u0131 s\u0131k\u0131\u015ft\u0131rmaz;<\/p><\/div><div><p>Apple taraf\u0131ndan geli\u015ftirilen AIFF (Audio Interchange File Format). WAV gibi, s\u0131k\u0131\u015ft\u0131r\u0131lmam\u0131\u015f ses ile \u00e7al\u0131\u015f\u0131r;<\/p><\/div><p>\u00dccretsiz multimedya formatlar\u0131 ve yaz\u0131l\u0131m ara\u00e7lar\u0131 sunan Xiph.Org Vakf\u0131 taraf\u0131ndan geli\u015ftirilen FLAC (Free Lossless Audio Codec). FLAC dosyalar\u0131 ses kalitesini kaybetmeden s\u0131k\u0131\u015ft\u0131r\u0131l\u0131r.<\/p><p>\u00a0<\/p><p>MP3 (mpeg-1 audio layer 3) Almanya&#8217;daki Fraunhofer Toplulu\u011fu taraf\u0131ndan geli\u015ftirilmi\u015f ve t\u00fcm d\u00fcnyada desteklenmektedir. M\u00fczi\u011fin ta\u015f\u0131nabilir cihazlarda saklanmas\u0131n\u0131 ve \u0130nternet \u00fczerinden ileri geri g\u00f6nderilmesini kolayla\u015ft\u0131rd\u0131\u011f\u0131 i\u00e7in en yayg\u0131n dosya format\u0131d\u0131r. Mp3 sesi s\u0131k\u0131\u015ft\u0131rmas\u0131na ra\u011fmen yine de kabul edilebilir bir ses kalitesi sunar.<\/p><p><b>Bilinmesi gereken ses verisi d\u00f6n\u00fc\u015ft\u00fcrme temelleri:<br \/><\/b><\/p><p>Ses dosyalar\u0131n\u0131n i\u015flenmesine daha derinlemesine dalmadan \u00f6nce, ses verilerinin toplanmas\u0131ndan makine \u00f6\u011frenimi tahminlerinin elde edilmesine kadar yolculu\u011fumuzun neredeyse her ad\u0131m\u0131nda kar\u015f\u0131la\u015faca\u011f\u0131n\u0131z belirli terimleri tan\u0131tmam\u0131z gerekiyor. Ses analizinin dinlemekten ziyade g\u00f6r\u00fcnt\u00fclerle \u00e7al\u0131\u015fmay\u0131 i\u00e7erdi\u011fini belirtmek gerekir.<\/p><p>Dalga formu, bir ses sinyalinin, genli\u011fin zaman i\u00e7inde nas\u0131l de\u011fi\u015fti\u011fini yans\u0131tan temel bir g\u00f6rsel temsilidir. Grafik, yatay (X) eksende zaman\u0131 ve dikey (Y) eksende genli\u011fi g\u00f6sterir ancak bize frekanslara ne oldu\u011funu s\u00f6ylemez.<\/p><p>\u00a0<\/p><div>Spektrum veya spektral \u00e7izim, X ekseninin ses dalgas\u0131n\u0131n frekans\u0131n\u0131, Y ekseninin ise genli\u011fini g\u00f6sterdi\u011fi bir grafiktir. Bu t\u00fcr ses verisi g\u00f6rselle\u015ftirmesi, frekans i\u00e7eri\u011fini analiz etmenize yard\u0131mc\u0131 olur ancak zaman bile\u015fenini g\u00f6zden ka\u00e7\u0131r\u0131r.<\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a15bd67 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a15bd67\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-605a007\" data-id=\"605a007\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0a60982 elementor-widget elementor-widget-spacer\" data-id=\"0a60982\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a7cb9c elementor-widget elementor-widget-image\" data-id=\"5a7cb9c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"683\" src=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/SESDONUSTURME-1024x683.jpg\" class=\"attachment-large size-large wp-image-5599\" alt=\"SES VER\u0130S\u0130 D\u00d6N\u00dc\u015eT\u00dcRME\" loading=\"lazy\" srcset=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/SESDONUSTURME-1024x683.jpg 1024w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/SESDONUSTURME-300x200.jpg 300w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/SESDONUSTURME-768x512.jpg 768w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/SESDONUSTURME-1536x1024.jpg 1536w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/SESDONUSTURME-330x220.jpg 330w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/SESDONUSTURME-420x280.jpg 420w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/SESDONUSTURME-615x410.jpg 615w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/SESDONUSTURME-860x573.jpg 860w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/SESDONUSTURME.jpg 1800w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d3e488 elementor-widget elementor-widget-spacer\" data-id=\"9d3e488\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c615c84 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c615c84\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e26e8b6\" data-id=\"e26e8b6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3b63740 elementor-widget elementor-widget-text-editor\" data-id=\"3b63740\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Spektrogram, sesin \u00fc\u00e7 \u00f6zelli\u011fini de kapsayan bir sinyalin ayr\u0131nt\u0131l\u0131 bir g\u00f6r\u00fcn\u00fcm\u00fcd\u00fcr. X ekseninden zaman, y ekseninden frekanslar ve renkten genlik hakk\u0131nda bilgi edinebilirsiniz. Olay ne kadar y\u00fcksek olursa renk o kadar parlak olurken, sessizlik siyah ile temsil edilir. Tek bir grafikte \u00fc\u00e7 boyuta sahip olmak \u00e7ok kullan\u0131\u015fl\u0131d\u0131r: frekanslar\u0131n zaman i\u00e7inde nas\u0131l de\u011fi\u015fti\u011fini izlemenize, sesi t\u00fcm dolulu\u011fuyla incelemenize ve \u00e7e\u015fitli sorunlu alanlar\u0131 (g\u00fcr\u00fclt\u00fcler gibi) ve desenleri g\u00f6rerek tespit etmenize olanak tan\u0131r.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da63ccd elementor-widget elementor-widget-spacer\" data-id=\"da63ccd\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-eca7d2f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"eca7d2f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7bee2d3\" data-id=\"7bee2d3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9ead9e8 elementor-widget elementor-widget-text-editor\" data-id=\"9ead9e8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Mel&#8217;in melodi anlam\u0131na geldi\u011fi mel spektrogram\u0131, insanlar\u0131n ses \u00f6zelliklerini nas\u0131l alg\u0131lad\u0131klar\u0131n\u0131 a\u00e7\u0131klayan mel \u00f6l\u00e7e\u011fine dayal\u0131 bir spektrogram t\u00fcr\u00fcd\u00fcr. Kula\u011f\u0131m\u0131z d\u00fc\u015f\u00fck frekanslar\u0131 y\u00fcksek frekanslardan daha iyi ay\u0131rt edebilir. Bunu kendiniz de kontrol edebilirsiniz: \u00d6nce 500 ila 1000 Hz, sonra da 10.000 ila 10.500 Hz aras\u0131nda tonlar \u00e7almay\u0131 deneyin. \u0130lk frekans aral\u0131\u011f\u0131 ikincisinden \u00e7ok daha geni\u015f g\u00f6r\u00fcnecektir, ancak asl\u0131nda ayn\u0131d\u0131rlar. Mel spektrogram\u0131, Hertz cinsinden de\u011ferleri mel \u00f6l\u00e7e\u011fine d\u00f6n\u00fc\u015ft\u00fcrerek insan i\u015fitme duyusunun bu benzersiz \u00f6zelli\u011fini bir araya getirir. Bu yakla\u015f\u0131m, t\u00fcr s\u0131n\u0131fland\u0131rmas\u0131, \u015fark\u0131larda enstr\u00fcman tespiti ve konu\u015fma duygusu tan\u0131ma i\u00e7in yayg\u0131n olarak kullan\u0131lmaktad\u0131r.<\/p><p>Fourier d\u00f6n\u00fc\u015f\u00fcm\u00fc (FT), bir sinyali farkl\u0131 genlik ve frekanslardaki sivri u\u00e7lara ay\u0131ran matematiksel bir fonksiyondur. Ayn\u0131 sinyale farkl\u0131 bir a\u00e7\u0131dan bakmak ve frekans analizi yapmak i\u00e7in dalga formlar\u0131n\u0131 kar\u015f\u0131l\u0131k gelen spektrum grafiklerine d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in kullan\u0131r\u0131z. Sinyalleri anlamak ve bunlardaki hatalar\u0131 gidermek i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2c4e74 elementor-widget elementor-widget-spacer\" data-id=\"d2c4e74\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0937be9 elementor-widget elementor-widget-image\" data-id=\"0937be9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"607\" src=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/hyphenate-1024x607.jpg\" class=\"attachment-large size-large wp-image-5489\" alt=\"SES ANAL\u0130Z\u0130 YARDIMI\" loading=\"lazy\" srcset=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/hyphenate-1024x607.jpg 1024w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/hyphenate-300x178.jpg 300w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/hyphenate-768x455.jpg 768w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/hyphenate-860x510.jpg 860w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/10\/hyphenate.jpg 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-39889d7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"39889d7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c8be09d\" data-id=\"c8be09d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5c68316 elementor-widget elementor-widget-spacer\" data-id=\"5c68316\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-67360a5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"67360a5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-41b8b30\" data-id=\"41b8b30\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c7585a2 elementor-widget elementor-widget-text-editor\" data-id=\"c7585a2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h3>Ses analizi yaz\u0131l\u0131m\u0131<\/h3><div>\u00a0<\/div><div>Elbette, d\u00f6n\u00fc\u015f\u00fcmleri manuel olarak ger\u00e7ekle\u015ftirmenize gerek yok. FT, STFT ve ses analizinde kullan\u0131lan di\u011fer tekniklerin arkas\u0131ndaki karma\u015f\u0131k matemati\u011fi anlaman\u0131za da gerek yok. T\u00fcm bunlar ve di\u011fer bir\u00e7ok g\u00f6rev, \u00e7o\u011fu durumda a\u015fa\u011f\u0131daki i\u015flemleri destekleyen ses analizi yaz\u0131l\u0131m\u0131 taraf\u0131ndan otomatik olarak yap\u0131l\u0131r:<\/div><div>\u00a0<\/div><div><ol><li>Ses verilerini i\u00e7e aktarma ek a\u00e7\u0131klamalar (etiketler) ekleyin.<\/li><li>Kay\u0131tlar\u0131 d\u00fczenleyin ve par\u00e7alara ay\u0131r\u0131n.<\/li><li>G\u00fcr\u00fclt\u00fcy\u00fc giderin.<\/li><li>Sinyalleri ilgili g\u00f6rsel temsillere (dalga formlar\u0131,\u00a0spektrum grafikleri, spektrogramlar, mel spektrogramlar) d\u00f6n\u00fc\u015ft\u00fcr\u00fcr.<\/li><li>\u00d6n i\u015fleme i\u015flemlerini ger\u00e7ekle\u015ftirir.<\/li><li>Zaman ve frekans i\u00e7eri\u011fini analiz edin.<\/li><li>Ses \u00f6zelliklerini ve daha fazlas\u0131n\u0131 ay\u0131klay\u0131n.<\/li><\/ol><div>\u00a0<\/div><p>\u00c7o\u011fu platform ayr\u0131ca makine \u00f6\u011frenimi modellerini e\u011fitmenize ve hatta size \u00f6nceden e\u011fitilmi\u015f algoritmalar sa\u011flaman\u0131za olanak tan\u0131r.<\/p><p><b>Ses verisi analiz ad\u0131mlar\u0131:<\/b><\/p><p>Art\u0131k ses verileri hakk\u0131nda temel bir anlay\u0131\u015fa sahip oldu\u011fumuza g\u00f6re, u\u00e7tan uca ses analizi projesinin temel a\u015famalar\u0131na bir g\u00f6z atal\u0131m.<\/p><ol><li>Standart dosya formatlar\u0131nda saklanan projeye \u00f6zel ses verilerini elde edin.\u00a0<\/li><li>Yaz\u0131l\u0131m ara\u00e7lar\u0131n\u0131 kullanarak verileri makine \u00f6\u011frenimi projeniz i\u00e7in haz\u0131rlay\u0131n.\u00a0<\/li><li>Ses verilerinin g\u00f6rsel temsillerinden ses \u00f6zelliklerini \u00e7\u0131kar\u0131n.\u00a0<\/li><li>Makine \u00f6\u011frenimi modelini se\u00e7in ve ses \u00f6zellikleri \u00fczerinde e\u011fitin.<\/li><\/ol><div>\u00a0<\/div><div><b>Ses ve ses verisi toplama:<\/b><\/div><div><b>\u00a0<\/b><\/div><div>Makine \u00f6\u011frenimi modellerini e\u011fitmek \u00fczere veri elde etmek i\u00e7in \u00fc\u00e7 se\u00e7ene\u011finiz vard\u0131r: \u00fccretsiz ses k\u00fct\u00fcphaneleri veya ses veri k\u00fcmeleri kullanmak, veri sa\u011flay\u0131c\u0131lardan sat\u0131n almak veya alan uzmanlar\u0131n\u0131n kat\u0131l\u0131m\u0131yla veri toplamak.<\/div><div>\u00a0<\/div><div><b>\u00dccretsiz veri kaynaklar\u0131<\/b><\/div><div><b>\u00a0<\/b><\/div><div>\u0130nternette bu t\u00fcr pek \u00e7ok kaynak var. Ancak bu durumda kontrol edemedi\u011fimiz \u015fey veri kalitesi ve miktar\u0131 ile kayda genel yakla\u015f\u0131md\u0131r.<\/div><div>\u00a0<\/div><div>Ses k\u00fct\u00fcphaneleri temaya g\u00f6re grupland\u0131r\u0131lm\u0131\u015f \u00fccretsiz ses par\u00e7alar\u0131d\u0131r. Freesound ve BigSoundBank gibi kaynaklar ses kay\u0131tlar\u0131, \u00e7evre sesleri, g\u00fcr\u00fclt\u00fcler ve d\u00fcr\u00fcst olmak gerekirse her t\u00fcrl\u00fc \u015feyi sunar. \u00d6rne\u011fin, alk\u0131\u015f sesleri ve kaykay sesleri i\u00e7eren bir set bulabilirsiniz.<\/div><div>\u00a0<\/div><div>En \u00f6nemli \u015fey ise ses k\u00fct\u00fcphanelerinin makine \u00f6\u011frenimi projeleri i\u00e7in \u00f6zel olarak haz\u0131rlanmam\u0131\u015f olmas\u0131. Bu y\u00fczden set tamamlama, etiketleme ve kalite kontrol konular\u0131nda ekstra \u00e7al\u0131\u015fma yapmam\u0131z gerekiyor.<\/div><div>\u00a0<\/div><div>Ses veri k\u00fcmeleri ise tam tersine, belirli makine \u00f6\u011frenimi g\u00f6revleri g\u00f6z \u00f6n\u00fcnde bulundurularak olu\u015fturulur. \u00d6rne\u011fin, Makine Dinleme Laboratuvar\u0131&#8217;n\u0131n Ku\u015f Sesi Alg\u0131lama veri k\u00fcmesi, biyo-akustik izleme projeleri s\u0131ras\u0131nda toplanan 7.000&#8217;den fazla al\u0131nt\u0131ya sahiptir. Bir ba\u015fka \u00f6rnek de ESC-50&#8217;dir: \u00c7evresel Ses S\u0131n\u0131fland\u0131rma veri k\u00fcmesi, 2.000 etiketli ses kayd\u0131 i\u00e7eriyor. Her dosya 5 saniye uzunlu\u011fundad\u0131r ve be\u015f kategoride d\u00fczenlenen 50 anlamsal s\u0131n\u0131ftan birine aittir.<\/div><div>\u00a0<\/div><div>En b\u00fcy\u00fck ses verisi koleksiyonlar\u0131ndan biri de Google&#8217;\u0131n AudioSet&#8217;idir. YouTube videolar\u0131ndan \u00e7\u0131kar\u0131lan 2 milyondan fazla insan etiketli 10 saniyelik ses klibi i\u00e7erir. Veri k\u00fcmesi, m\u00fczik ve konu\u015fmadan k\u0131ym\u0131k ve di\u015f f\u0131r\u00e7as\u0131 seslerine kadar 632 s\u0131n\u0131f\u0131 kapsamaktad\u0131r.<\/div><div>\u00a0<\/div><div><b>Ticari veri k\u00fcmeleri:<\/b><\/div><div><b>\u00a0<\/b><\/div><div>Makine \u00f6\u011frenimi i\u00e7in ticari ses setleri, veri b\u00fct\u00fcnl\u00fc\u011f\u00fc a\u00e7\u0131s\u0131ndan \u00fccretsiz olanlara g\u00f6re kesinlikle daha g\u00fcvenilirdir. Konu\u015fma tan\u0131ma, \u00e7evresel ses s\u0131n\u0131fland\u0131rmas\u0131, ses kayna\u011f\u0131 ay\u0131rma ve di\u011fer uygulamalar i\u00e7in modelleri e\u011fitmek \u00fczere veri setleri satan ProSoundEffects&#8217;i \u00f6nerebiliriz. \u015eirket toplamda, film sesi uzmanlar\u0131 taraf\u0131ndan kaydedilmi\u015f ve 500&#8217;den fazla kategoride s\u0131n\u0131fland\u0131r\u0131lm\u0131\u015f 357.000 dosyaya sahip.<\/div><div>\u00a0<\/div><div>Peki ya arad\u0131\u011f\u0131n\u0131z ses verileri \u00e7ok spesifik veya nadirse? Ya kay\u0131t ve etiketleme \u00fczerinde tam kontrole ihtiyac\u0131n\u0131z varsa? O zaman bunu makine \u00f6\u011frenimi projenizle ayn\u0131 sekt\u00f6rden g\u00fcvenilir uzmanlarla ortakla\u015fa yapman\u0131z daha iyi olur.<\/div><div>\u00a0<\/div><h3><b>Ses Verisi Etiketleme<\/b><\/h3><div><b>\u00a0<\/b><\/div><div>Veri etiketleme veya ek a\u00e7\u0131klama, denetimli makine \u00f6\u011frenimini \u00e7al\u0131\u015ft\u0131rmak i\u00e7in ham verileri do\u011fru yan\u0131tlarla etiketlemekle ilgilidir. E\u011fitim s\u00fcrecinde, modeliniz yeni verilerdeki kal\u0131plar\u0131 tan\u0131may\u0131 \u00f6\u011frenecek ve etiketlere dayanarak do\u011fru tahminleri yapacakt\u0131r. Bu nedenle, kalite ve do\u011fruluklar\u0131 makine \u00f6\u011frenimi projelerinin ba\u015far\u0131s\u0131 i\u00e7in kritik \u00f6neme sahiptir.<\/div><div>\u00a0<\/div><div>Etiketleme, yaz\u0131l\u0131m ara\u00e7lar\u0131ndan ve bir dereceye kadar otomasyondan yard\u0131m al\u0131nmas\u0131n\u0131 \u00f6nerse de, \u00e7o\u011funlukla, profesyonel a\u00e7\u0131klay\u0131c\u0131lar ve\/veya alan uzmanlar\u0131 taraf\u0131ndan manuel olarak ger\u00e7ekle\u015ftirilir. Bruksizm tespit projemizde, uyku uzmanlar\u0131 ses kay\u0131tlar\u0131n\u0131 dinledi ve bunlar\u0131 g\u0131c\u0131rdatma veya horlama etiketleriyle i\u015faretledi.<\/div><div>\u00a0<\/div><div>G\u00fcn\u00fcm\u00fczde konu\u015fma, sesler, horlama, m\u00fczik, end\u00fcstriyel ve trafik g\u00fcr\u00fclt\u00fcs\u00fc ve di\u011fer akustik sinyal t\u00fcrlerinden insanlar\u0131n duyamayaca\u011f\u0131 bilgileri \u00e7\u0131karmak i\u00e7in yapay zeka ve makine \u00f6\u011frenimine sahibiz. Sa\u011fl\u0131k hizmetleri projeleri i\u00e7in yapay zeka tabanl\u0131 ses tan\u0131ma \u00e7\u00f6z\u00fcmleri olu\u015fturulmaya devam ediliyor.<\/div><div>\u00a0<\/div><div>\u00a0<\/div><div>\u00a0<\/div><div>Daha fazla g\u00fcncel i\u00e7erik i\u00e7in<a href=\"https:\/\/noveltybilisim.com.tr\/blog\" target=\"_blank\" rel=\"noopener\"> BURAYA\u00a0<\/a>t\u0131klay\u0131n\u0131z.<\/div><div>\u00a0<\/div><div>\u0130nstagram hesab\u0131m\u0131z:\u00a0<a style=\"font-size: 16px; font-style: inherit; letter-spacing: var(--body-fspace); text-transform: var(--body-transform);\" href=\"https:\/\/www.instagram.com\/noveltybilisim\/?hl=tr\" target=\"_blank\" rel=\"noopener\">https:\/\/www.instagram.com\/noveltybilisim\/?hl=tr<\/a><\/div><p>\u00a0<\/p><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed94945 elementor-widget elementor-widget-spacer\" data-id=\"ed94945\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>SES VER\u0130S\u0130 D\u00d6N\u00dc\u015eT\u00dcRME TEKN\u0130KLER\u0130, SES S\u0130NYALLER\u0130N\u0130 MET\u0130N<br \/>\nVEYA SAYISAL VER\u0130LERE \u00c7EV\u0130REREK ANLAMA VE \u0130\u015eLEME<br \/>\nOLANA\u011eI SUNAR.<\/p>\n","protected":false},"author":1,"featured_media":6647,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[109,179],"tags":[189,156,154,185],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - 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