{"id":33900,"date":"2024-04-01T11:34:39","date_gmt":"2024-04-01T09:34:39","guid":{"rendered":"https:\/\/www.software-developer-india.com\/saadan-udvikler-du-software-til-lydgenkendelse\/"},"modified":"2024-04-01T11:34:45","modified_gmt":"2024-04-01T09:34:45","slug":"saadan-udvikler-du-software-til-lydgenkendelse","status":"publish","type":"post","link":"https:\/\/www.software-developer-india.com\/da\/saadan-udvikler-du-software-til-lydgenkendelse\/","title":{"rendered":"S\u00e5dan udvikler du software til lydgenkendelse"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">S\u00e5dan udvikler du software til lydgenkendelse<\/h2>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/www.software-developer-india.com\/wp-content\/uploads\/2024\/04\/Speech-Recognition.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"575\" height=\"250\" src=\"https:\/\/www.software-developer-india.com\/wp-content\/uploads\/2024\/04\/Speech-Recognition.jpg\" alt=\"\" class=\"wp-image-33888\" srcset=\"https:\/\/www.software-developer-india.com\/wp-content\/uploads\/2024\/04\/Speech-Recognition.jpg 575w, https:\/\/www.software-developer-india.com\/wp-content\/uploads\/2024\/04\/Speech-Recognition-300x130.jpg 300w\" sizes=\"auto, (max-width: 575px) 100vw, 575px\" \/><\/a><\/figure>\n<\/div>\n<div class=\"wp-block-group wplogout-table-of-contents\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group wplogout-toc-heading\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>Indholdsfortegnelse:<\/strong><\/p>\n<\/div><\/div>\n\n\n\n<ul class=\"wplogout-toc-contents wp-block-list\">\n<li><strong><a href=\"#-introduction-\" title=\"Introduktion\">Introduktion<\/a><\/strong><\/li>\n\n\n\n<li><strong><a href=\"#-components-of-audio-recognition-software-\" title=\"Komponenter i software til lydgenkendelse\">Komponenter i software til lydgenkendelse<\/a><\/strong><\/li>\n\n\n\n<li><strong><a href=\"#-process-of-developing-audio-recognition-software-\" title=\"Processen med at udvikle software til lydgenkendelse\">Processen med at udvikle software til lydgenkendelse<\/a><\/strong><\/li>\n\n\n\n<li><strong><a href=\"#-conclusion-\" title=\"Konklusion\">Konklusion<\/a><\/strong><\/li>\n<\/ul>\n<\/div><\/div>\n\n<h3 class=\"wp-block-heading\" id=\"-introduction-\"><strong>Introduktion<\/strong><\/h3>\n\n<p class=\"wp-block-paragraph\">Lydgenkendelsessoftware er ogs\u00e5 kendt som automatisk talegenkendelsessoftware og vinder enorm popularitet takket v\u00e6re stigningen i computerkapacitet og udviklingen af Big Data. Du finder denne teknologi i smarth\u00f8jttalere, medicinsk transskription og i lignende applikationer. Og selvf\u00f8lgelig er du m\u00e5ske allerede bekendt med Siri og Alexa&#8217;s v\u00e6kst og smartness gennem \u00e5rene. V\u00e6ksten i maskinl\u00e6ringsteknikker og kunstig intelligens har gjort det muligt for udviklere at skabe software, der forholder sig til kundernes krav og forudser og im\u00f8dekommer deres behov.  <\/p>\n\n<p class=\"wp-block-paragraph\">F\u00f8r man udvikler software til lydgenkendelse, vil det v\u00e6re en god id\u00e9 at forst\u00e5 de n\u00f8glekomponenter, der indg\u00e5r i udviklingen. Hovedform\u00e5let med software til lydgenkendelse er at identificere og fortolke lydsignaler og udtr\u00e6kke meningsfuld information fra dem.  <\/p>\n\n<h3 class=\"wp-block-heading\" id=\"-components-of-audio-recognition-software-\"><strong>Komponenter i software til lydgenkendelse<\/strong><\/h3>\n\n<p class=\"wp-block-paragraph\">Lydgenkendelse er en r\u00e6kke trin, der g\u00f8r det muligt for softwaren at fungere i overensstemmelse med forventningerne. Det er s\u00e5dan, softwaren bliver i stand til at reagere p\u00e5 kundens behov og krav. Tjek de forskellige komponenter, der indg\u00e5r i softwaren:<\/p>\n\n<h4 class=\"wp-block-heading\"><strong>Forbehandling af signaler<\/strong><\/h4>\n\n<p class=\"wp-block-paragraph\">Det er vigtigt at forbedre lydkvaliteten og udtr\u00e6kke de relevante funktioner fra det r\u00e5 lydsignal. Dette g\u00f8res ved hj\u00e6lp af teknikker som filtrering, st\u00f8jreduktion, normalisering osv.  <\/p>\n\n<h4 class=\"wp-block-heading\"><strong>Udvinding af funktioner<\/strong><\/h4>\n\n<p class=\"wp-block-paragraph\">Dette er det n\u00e6ste grundl\u00e6ggende trin i udviklingen af audiosoftware, og det handler om at konvertere r\u00e5 lydsignaler til enkle, forst\u00e5elige repr\u00e6sentationer til analyse. Softwaresystemet vil l\u00e6re m\u00f8nstre og lave forudsigelser baseret p\u00e5 de nye data.  <\/p>\n\n<h4 class=\"wp-block-heading\"><strong>M\u00f8nstergenkendelse  <\/strong><\/h4>\n\n<p class=\"wp-block-paragraph\">Maskinl\u00e6ringsalgoritmer vil blive tr\u00e6net til at udtr\u00e6kke m\u00f8nstre fra den enorme str\u00f8m af data, der kommer ind.<\/p>\n\n<h4 class=\"wp-block-heading\"><strong>Sprogmodel<\/strong><\/h4>\n\n<p class=\"wp-block-paragraph\">Det er vigtigt at skelne mellem folks talem\u00e5der og forkortelser, n\u00e5r de taler, og konvertere dem til en standardiseret skriftlig form.  <\/p>\n\n<p class=\"wp-block-paragraph\">Der er andre komponenter i softwaren som &#8216;akustisk model&#8217;, der handler om at indfange og skelne fonetiske enheder fra et stort antal datas\u00e6t baseret p\u00e5 talepr\u00f8ver fra forskellige talere. S\u00e5 har du en anden komponent, Lexicon-komponenten, der hj\u00e6lper med at kortl\u00e6gge de akustiske modeller til deres korrekte fonetiske enheder.  <\/p>\n\n<h3 class=\"wp-block-heading\" id=\"-process-of-developing-audio-recognition-software-\"><strong>Processen med at udvikle software til lydgenkendelse<\/strong><\/h3>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/www.software-developer-india.com\/wp-content\/uploads\/2024\/04\/Automatic-Speech-Recognition.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"575\" height=\"250\" src=\"https:\/\/www.software-developer-india.com\/wp-content\/uploads\/2024\/04\/Automatic-Speech-Recognition.jpg\" alt=\"\" class=\"wp-image-33878\" srcset=\"https:\/\/www.software-developer-india.com\/wp-content\/uploads\/2024\/04\/Automatic-Speech-Recognition.jpg 575w, https:\/\/www.software-developer-india.com\/wp-content\/uploads\/2024\/04\/Automatic-Speech-Recognition-300x130.jpg 300w\" sizes=\"auto, (max-width: 575px) 100vw, 575px\" \/><\/a><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Nogle tekniske aspekter dikterer lydegenskaberne som automatisk talegenkendelse, algoritmer til behandling af naturligt sprog osv. Mens man analyserer lydklippenes varighed, er det ogs\u00e5 vigtigt at forst\u00e5 f\u00f8lgende i lydegenskaber: antallet af kanaler (stereo eller mono), sample rate-v\u00e6rdi (8kHz, 16kHz osv.), bitrate (f.eks. 32 kbit\/s, 128 kbit\/s), lydfilformat (f.eks. mp3, wav, flac).<\/p>\n\n<h4 class=\"wp-block-heading\"><strong><strong>Nogle af de vigtigste trin i processen<\/strong><\/strong><\/h4>\n\n<ol class=\"wp-block-list\">\n<li><strong>Forst\u00e5else og definition af projektets m\u00e5l<\/strong><\/li>\n<\/ol>\n\n<p class=\"wp-block-paragraph\">Hav en klar id\u00e9 om, hvilken slags lydsoftware du er ved at bygge! Pr\u00f8ver din lydsoftware at genkende musik, naturlige lyde i omgivelserne eller tale? Eller m\u00e5ske en kombination af dem alle? S\u00e5 at definere projektets m\u00e5l er det f\u00f8rste skridt til at beslutte, hvilken slags lydsoftware du er ved at bygge. Dette vil ogs\u00e5 diktere lydens n\u00f8jagtighed, og hvilke kritiske funktioner applikationerne skal bygge p\u00e5.<\/p>\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li><strong>Identificering af m\u00e5llyde, n\u00f8jagtighed og type af behandling<\/strong><\/li>\n<\/ol>\n\n<p class=\"wp-block-paragraph\">Det kan v\u00e6re meget vanskeligt at identificere den \u00f8nskede lyd i m\u00e6ngden af lyde, men de teknologiske fremskridt inden for detektering af kun det, der er n\u00f8dvendigt, har gjort det muligt at udtr\u00e6kke og filtrere det, der er n\u00f8dvendigt. Lydene kan v\u00e6re lyde, der identificeres med mekaniske fejl, trafiklyde, talekommandoer, musikinstrumenter og lignende. N\u00f8jagtighed er ogs\u00e5 en faktor. Hvis man \u00f8nsker meget pr\u00e6cise systemer, har man brug for meget store tr\u00e6ningss\u00e6t og meget pr\u00e6cise systemer. Du skal ogs\u00e5 afg\u00f8re, om lydene sker i realtid, eller om de er forudindspillede lydfiler.<\/p>\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li><strong>Dataindsamling og forbehandling af data er meget vigtige stadier.<\/strong><\/li>\n<\/ol>\n\n<p class=\"wp-block-paragraph\">Kvaliteten og m\u00e6ngden af data er meget vigtig, fordi softwaren er afh\u00e6ngig af data, og hvis dataene lever op til forventningerne, vil det give dig en h\u00f8jtydende model. Det er her, du skal l\u00e6gge v\u00e6gt p\u00e5 at indsamle data og derefter m\u00e6rke dem. N\u00e5r du har samlet alle de vigtige lydpr\u00f8ver, kan du m\u00e6rke dem ved at notere hver lydpr\u00f8ve med den kategori, den h\u00f8rer til. Denne proces fremmer superviserede l\u00e6ringsalgoritmer, s\u00e5 n\u00e5r lyden er fra en &#8220;g\u00f8ende hund&#8221;, vil den blive m\u00e6rket korrekt som en &#8220;hund&#8221;.  <\/p>\n\n<p class=\"wp-block-paragraph\">Det n\u00e6ste trin er forbehandlingen af data. Det er her, lyden bliver poleret, renset og klargjort. Det vil g\u00f8re de r\u00e5 data fortolkelige for maskinen gennem en proces, der kaldes &#8216;feature extraction&#8217;. Dette vil rense lyden og fjerne eventuelle baggrundsst\u00f8j med korrekte lydniveauer.<\/p>\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li><strong>Forst\u00e5else af, hvilken tilgang der kr\u00e6ves til lydgenkendelse<\/strong><\/li>\n<\/ol>\n\n<p class=\"wp-block-paragraph\">Der er et par metoder, der kan bruges til lydgenkendelse. Hvis du er p\u00e5 udkig efter simple lyde, kan du v\u00e6lge traditionelle metoder som Support Vector Machines eller SVM eller Hidden Markov Models (HMMs) eller en tilgang, der er mere kompleks &#8211; Deep Learning. Hvis du ikke har komplekse lydgenkendelsesopgaver og ikke har for mange lydkategorier, s\u00e5 kan den traditionelle model v\u00e6re tilstr\u00e6kkelig.<\/p>\n\n<p class=\"wp-block-paragraph\">Med Deep Learning-tilgangen kan det v\u00e6re n\u00f8dvendigt at anvende kunstige neurale netv\u00e6rk som convolutional neural networks (CNN&#8217;er) til at behandle lyden. Det kr\u00e6ver ogs\u00e5 enorme m\u00e6ngder tr\u00e6ningsdata og masser af beregningsressourcer. Hvis det \u00f8nskede n\u00f8jagtighedsniveau er ekstremt h\u00f8jt, kan det v\u00e6re n\u00f8dvendigt at v\u00e6lge Deep Learning-metoden.  <\/p>\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li><strong>Og endelig tr\u00e6ning af modellen til forskellige lydkategorier<\/strong><\/li>\n<\/ol>\n\n<p class=\"wp-block-paragraph\">S\u00e5 n\u00e5r dataene til lydgenkendelsessoftwaren er indsamlet, kan du tr\u00e6ne modellen, s\u00e5 den kan skelne mellem de forskellige lydm\u00f8nstre og kategorier. De m\u00e6rkede data bliver fodret ind i algoritmen, s\u00e5 den kan l\u00e6re m\u00f8nstrene. Tr\u00e6n, valider og test datas\u00e6ttene, s\u00e5 du kan finjustere dem til perfektion. Det er p\u00e5 dette trin, at de forskellige hyperparametre i en algoritme justeres og indstilles. Efter justeringen og indstillingen kan du evaluere m\u00e5lingerne, s\u00e5 de identificerer de forskellige lydkategorier korrekt.  <\/p>\n\n<p class=\"wp-block-paragraph\">Og n\u00e5r tuningen og evalueringen er f\u00e6rdig, er det tid til at frigive softwaren til applikationer i den virkelige verden. Dette kan g\u00f8res enten i enheden eller i skyen.  <\/p>\n\n<h3 class=\"wp-block-heading\" id=\"-conclusion-\"><strong>Konklusion<\/strong><\/h3>\n\n<p class=\"wp-block-paragraph\">At udvikle lydsoftware til en virksomhed er en meget sp\u00e6ndende og givende opgave, men det kr\u00e6ver en masse viden, tekniske f\u00e6rdigheder og opdateret viden om de seneste innovationer inden for maskinl\u00e6ring, softwareteknik og signalbehandlingsekspertise. Udviklere skal ogs\u00e5 v\u00e6re opdateret p\u00e5 de nyeste v\u00e6rkt\u00f8jer og teknologier inden for lydanalyse, og med en behersket viden om lydgenkendelse er det muligt at \u00e5bne op for sp\u00e6ndende muligheder, der vil tage kunstig intelligens til det n\u00e6ste niveau af succes med mere innovation og opdagelse.  <\/p>\n\n<p class=\"wp-block-paragraph\">Du har brug for et team, der har en strategisk tilgang, en dyb forst\u00e5else af brugernes behov, er bevidst om de avancerede teknologier og har en indsigtsfuld viden om, hvordan brugernes behov kan se ud i fremtiden. Det vil hj\u00e6lpe dem med at skabe kraftfuld og meget effektiv software til lydgenkendelse, som vil \u00e6ndre vores m\u00e5de at bruge og opfatte teknologi p\u00e5.  <\/p>\n\n<p class=\"wp-block-paragraph\">Interessante links:<\/p>\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/chisw.com\/blog\/how-to-build-sound-recognition-software\/\">Opbygning af en stemmegenkendelsessoftware med maskinl\u00e6ring<\/a><\/p>\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.matellio.com\/blog\/how-to-develop-a-voice-recognition-app\/\">Se her, hvordan du kommer i gang med softwareudvikling til lydgenkendelse<\/a><\/p>\n\n<p class=\"wp-block-paragraph\" id=\"block-c2d83490-e9b4-4038-96ff-d995e535c318\">Billeder: Canva<\/p>\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" id=\"block-a2e18acd-d91c-40c4-9d4c-6953d5e70eb2\" \/>\n<div class=\"wp-block-image\">\n<figure class=\"alignleft\"><img decoding=\"async\" src=\"https:\/\/www.software-developer-india.com\/wp-content\/uploads\/2015\/02\/1.jpg\" alt=\"\" class=\"wp-image-229\"\/><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">Forfatteren: Sascha Thattil arbejder p\u00e5 Software-Developer-India.com, som er en del af YUHIRO Group. YUHIRO er en tysk-indisk virksomhed, der leverer programm\u00f8rer til IT-virksomheder, agenturer og IT-afdelinger.<\/p>\n<div class=\"shariff\"><ul class=\"shariff-buttons theme-default orientation-horizontal buttonsize-medium\"><li class=\"shariff-button twitter shariff-nocustomcolor\" style=\"background-color:#595959\"><a href=\"https:\/\/twitter.com\/share?url=https%3A%2F%2Fwww.software-developer-india.com%2Fda%2Fsaadan-udvikler-du-software-til-lydgenkendelse%2F&text=S%C3%A5dan%20udvikler%20du%20software%20til%20lydgenkendelse\" title=\"Del p\u00e5 X\" aria-label=\"Del p\u00e5 X\" role=\"button\" rel=\"noopener nofollow\" class=\"shariff-link\" style=\"; background-color:#000; color:#fff\" target=\"_blank\"><span class=\"shariff-icon\" style=\"\"><svg width=\"32px\" height=\"20px\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\"><path fill=\"#000\" d=\"M14.258 10.152L23.176 0h-2.113l-7.747 8.813L7.133 0H0l9.352 13.328L0 23.973h2.113l8.176-9.309 6.531 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0.3z\"\/><\/svg><\/span><span class=\"shariff-text\">del<\/span>&nbsp;<\/a><\/li><\/ul><\/div>","protected":false},"excerpt":{"rendered":"<p>S\u00e5dan udvikler du software til lydgenkendelse Indholdsfortegnelse: Introduktion Lydgenkendelsessoftware er ogs\u00e5 kendt som automatisk talegenkendelsessoftware og vinder enorm popularitet takket v\u00e6re stigningen i computerkapacitet og &#8230; <a title=\"S\u00e5dan udvikler du software til lydgenkendelse\" class=\"read-more\" href=\"https:\/\/www.software-developer-india.com\/da\/saadan-udvikler-du-software-til-lydgenkendelse\/\" aria-label=\"Read more about S\u00e5dan udvikler du software til lydgenkendelse\">L\u00e6s Mere<\/a><\/p>\n","protected":false},"author":9,"featured_media":33889,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[263,169],"tags":[],"class_list":["post-33900","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-det-da","category-udvikling"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"F\u00f8r man udvikler software til lydgenkendelse, vil det v\u00e6re en god id\u00e9 at forst\u00e5 de n\u00f8glekomponenter, der indg\u00e5r i udviklingen.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Rohith Chandran\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.software-developer-india.com\/da\/saadan-udvikler-du-software-til-lydgenkendelse\/\" \/>\n\t<meta name=\"generator\" content=\"All 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