{"id":29160,"date":"2025-09-08T15:30:25","date_gmt":"2025-09-08T12:30:25","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/"},"modified":"2025-09-08T15:30:25","modified_gmt":"2025-09-08T12:30:25","slug":"matlab-ile-analogdan-dijitale-sinyal-simulasyonu","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/","title":{"rendered":"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu"},"content":{"rendered":"

MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu<\/p>\n

G\u00fcn\u00fcm\u00fcz\u00fcn karma\u015f\u0131k elektronik sistemlerini tasarlamak ve analiz etmek i\u00e7in g\u00fc\u00e7l\u00fc sim\u00fclasyon ara\u00e7lar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. MATLAB, bu alanda sundu\u011fu geni\u015f k\u00fct\u00fcphaneler ve g\u00fc\u00e7l\u00fc i\u015fleme kapasitesi ile \u00f6ne \u00e7\u0131kmaktad\u0131r. Bu makale, MATLAB’i kullanarak analog sinyallerin dijital ortama d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi ve sim\u00fclasyonunun nas\u0131l yap\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile zenginle\u015ftirilecektir. MATLAB’in sinyal i\u015fleme yeteneklerini ke\u015ffedecek, \u00e7e\u015fitli teknikleri inceleyecek ve performans kar\u015f\u0131la\u015ft\u0131rmalar\u0131 yapaca\u011f\u0131z. Haz\u0131rsan\u0131z, analog d\u00fcnyas\u0131ndan dijital d\u00fcnyaya do\u011fru heyecan verici bir yolculu\u011fa \u00e7\u0131kal\u0131m!<\/p>\n

MATLAB ile Sinyal \u0130\u015fleme: Temel Kavramlar<\/h2>\n

MATLAB’in sinyal i\u015fleme kabiliyetlerini anlamak i\u00e7in \u00f6ncelikle temel baz\u0131 kavramlar\u0131 \u00f6\u011frenmeliyiz. Analog sinyal, s\u00fcrekli zaman ve genli\u011fe sahip bir sinyal iken, dijital sinyal, zaman ve genlik de\u011ferleri ayr\u0131k olan bir sinyaldir. Analog bir sinyali dijital ortama d\u00f6n\u00fc\u015ft\u00fcrme i\u015flemine \u00f6rnekleme (sampling) ve nicemleme (quantization) denir. \u00d6rnekleme, s\u00fcrekli zamanl\u0131 sinyali belirli zaman aral\u0131klar\u0131yla \u00f6rnekleme i\u015flemidir. \u00d6rnekleme frekans\u0131, saniyedeki \u00f6rnek say\u0131s\u0131n\u0131 belirler ve Nyquist-Shannon \u00f6rnekleme teoremine g\u00f6re, sinyali do\u011fru bir \u015fekilde yeniden olu\u015fturmak i\u00e7in \u00f6rnekleme frekans\u0131, sinyalin en y\u00fcksek frekans bile\u015feninin iki kat\u0131ndan b\u00fcy\u00fck olmal\u0131d\u0131r. Nicemleme ise, her \u00f6rne\u011fin genli\u011fini belirli bir say\u0131da seviyeye yuvarlama i\u015flemidir. Nicemleme seviyelerinin say\u0131s\u0131 bit say\u0131s\u0131yla belirlenir. Bit say\u0131s\u0131 artt\u0131k\u00e7a, nicemleme hatas\u0131 azal\u0131r ve sinyal daha do\u011fru bir \u015fekilde temsil edilir. Bu iki i\u015flem, Analog-to-Digital Converter (ADC) ad\u0131 verilen donan\u0131m bile\u015fenleri taraf\u0131ndan ger\u00e7ekle\u015ftirilir. MATLAB, bu i\u015flemleri sim\u00fcle etmek i\u00e7in fonksiyonlar sa\u011flar.<\/p>\n

\u00d6rnekleme ve Nicemlemeyi MATLAB ile Sim\u00fcle Etme: Nas\u0131l Yap\u0131l\u0131r?<\/h2>\n

Bir analog sinyali MATLAB’te sim\u00fcle etmek i\u00e7in, \u00f6ncelikle sin\u00fcs dalgas\u0131 gibi bir fonksiyon kullanarak bir zaman vekt\u00f6r\u00fc olu\u015ftururuz. Daha sonra, bu zaman vekt\u00f6r\u00fcn\u00fc kullanarak sinyalimizi \u00fcretebiliriz. \u00d6rneklemeyi ise, belirli zaman aral\u0131klar\u0131nda sinyal de\u011ferlerini alarak ger\u00e7ekle\u015ftiririz. Nicemleme ise, her \u00f6rne\u011fin genli\u011fini belirli bir say\u0131da seviyeye yuvarlayarak yap\u0131l\u0131r. A\u015fa\u011f\u0131daki \u00f6rnekte, bir sin\u00fcs dalgas\u0131n\u0131 \u00f6rnekleme ve nicemleme i\u015flemlerini g\u00f6steriyoruz:<\/p>\n

% Zaman vekt\u00f6r\u00fc olu\u015fturma\nt = 0:0.01:1; \n\n% Sin\u00fcs dalgas\u0131 olu\u015fturma\nx = sin(2*pi*5*t); % 5 Hz'lik sin\u00fcs dalgas\u0131\n\n% \u00d6rnekleme frekans\u0131\nfs = 20; % 20 Hz\n\n% \u00d6rnekleme i\u015flemi\nn = 0:length(x)\/fs:length(x)-1;\nxn = x(round(n+1));\n\n% Nicemleme seviyesi\nL = 8; % 8 bit nicemleme\n\n% Nicemleme i\u015flemi\nxq = round(xn * (2^(L-1)-1) ) \/ (2^(L-1)-1);\n\n% Sonu\u00e7lar\u0131n \u00e7izdirilmesi\nfigure;\nsubplot(3,1,1); plot(t,x); title('Orijinal Sinyal');\nsubplot(3,1,2); stem(t(round(n+1)),xn); title('\u00d6rnekleme Sonucu');\nsubplot(3,1,3); stem(t(round(n+1)),xq); title('Nicemleme Sonucu');<\/pre>\n
<\/code><\/p>\n
Bu kod blo\u011fu, \u00f6ncelikle bir sin\u00fcs dalgas\u0131 olu\u015fturur, ard\u0131ndan belirli bir \u00f6rnekleme frekans\u0131yla \u00f6rnekleme yapar ve son olarak da belirli bir bit say\u0131s\u0131yla nicemleme i\u015flemini ger\u00e7ekle\u015ftirir. Sonu\u00e7lar \u00fc\u00e7 ayr\u0131 grafikte g\u00f6sterilir.<\/p>\n
Dijital Filtreleme: G\u00fcr\u00fclt\u00fc Azaltma Teknikleri<\/h2>\n
Dijital filtreler, istenmeyen frekans bile\u015fenlerini bast\u0131rmak ve sinyalin kalitesini art\u0131rmak i\u00e7in kullan\u0131l\u0131r.  MATLAB'te, \u00e7e\u015fitli dijital filtre tasar\u0131mlar\u0131 (\u00f6rne\u011fin, d\u00fc\u015f\u00fck ge\u00e7iren, y\u00fcksek ge\u00e7iren, bant ge\u00e7iren ve bant durduran filtreler) i\u00e7in fonksiyonlar mevcuttur.  \u00d6rne\u011fin, bir d\u00fc\u015f\u00fck ge\u00e7iren filtre, belirli bir frekanstan daha y\u00fcksek frekansl\u0131 bile\u015fenleri bast\u0131rarak, g\u00fcr\u00fclt\u00fcy\u00fc azaltmaya yard\u0131mc\u0131 olur.  Bu filtreler, FIR (Finite Impulse Response) veya IIR (Infinite Impulse Response) olarak s\u0131n\u0131fland\u0131r\u0131labilir. FIR filtreleri, genellikle daha kararl\u0131 olmalar\u0131 nedeniyle tercih edilir, ancak IIR filtreleri daha az hesaplama gerektirir.  Uygulamada, sinyaldeki g\u00fcr\u00fclt\u00fcy\u00fc azaltmak i\u00e7in bir d\u00fc\u015f\u00fck ge\u00e7iren filtre uygulanabilir.  Bu, MATLAB'in filter<\/code> fonksiyonu kullan\u0131larak kolayca ger\u00e7ekle\u015ftirilebilir.  Filtre tasar\u0131m\u0131 i\u00e7in fir1<\/code> veya butter<\/code> gibi fonksiyonlar kullan\u0131labilir.<\/p>\n
Ger\u00e7ek D\u00fcnya Senaryosu: Biyomedikal Sinyal \u0130\u015fleme<\/h2>\n
Biyomedikal sinyal i\u015fleme, kalp at\u0131\u015f h\u0131z\u0131n\u0131n izlenmesi, EEG sinyallerinin analiz edilmesi gibi bir\u00e7ok uygulamada \u00f6nemli bir rol oynar.  \u00d6rne\u011fin, bir elektrokardiogram (EKG) sinyali, kalbin elektriksel aktivitesini temsil eden bir analog sinyaldir.  Bu sinyal, bir ADC kullan\u0131larak dijital ortama d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr ve daha sonra MATLAB gibi ara\u00e7lar kullan\u0131larak i\u015flenir.  MATLAB'te, EKG sinyalindeki g\u00fcr\u00fclt\u00fcy\u00fc azaltmak, kalp at\u0131\u015f h\u0131z\u0131n\u0131 hesaplamak ve anormallikleri tespit etmek i\u00e7in dijital filtreleme ve di\u011fer sinyal i\u015fleme teknikleri kullan\u0131labilir.  \u00d6rne\u011fin, bir EKG sinyalindeki kas g\u00fcr\u00fclt\u00fcs\u00fcn\u00fc azaltmak i\u00e7in bir bant durduran filtre kullan\u0131labilir.  Kalp at\u0131\u015f h\u0131z\u0131n\u0131 hesaplamak i\u00e7in ise, sinyalin zirveleri tespit edilebilir ve bu zirveler aras\u0131ndaki zaman fark\u0131ndan kalp at\u0131\u015f h\u0131z\u0131 hesaplanabilir. Daha detayl\u0131 bilgi i\u00e7in  [https:\/\/fatihsoysal.com](https:\/\/fatihsoysal.com) adresini ziyaret edebilirsiniz.<\/p>\n
\u0130leri D\u00fczey Konular:  Adaptatif Filtreleme ve Wavelet D\u00f6n\u00fc\u015f\u00fcm\u00fc<\/h2>\n
Daha geli\u015fmi\u015f sinyal i\u015fleme teknikleri aras\u0131nda adaptatif filtreleme ve wavelet d\u00f6n\u00fc\u015f\u00fcm\u00fc yer al\u0131r.  Adaptatif filtreler, zamanla de\u011fi\u015fen sinyal \u00f6zelliklerine uyum sa\u011flayabilirler ve g\u00fcr\u00fclt\u00fc azaltma, yank\u0131 giderme ve kanal e\u015fitleme gibi uygulamalarda kullan\u0131l\u0131r.  Wavelet d\u00f6n\u00fc\u015f\u00fcm\u00fc ise, sinyali farkl\u0131 frekans bantlar\u0131na ay\u0131rmak ve zaman-frekans analizini yapmak i\u00e7in kullan\u0131lan bir tekniktir.  Bu teknik, \u00f6zellikle g\u00fcr\u00fclt\u00fcl\u00fc sinyallerin analizinde olduk\u00e7a etkilidir.  MATLAB, bu teknikleri destekleyen geni\u015f bir k\u00fct\u00fcphane sunmaktad\u0131r.  \u00d6rne\u011fin, adaptatif filtreleme i\u00e7in LMS (Least Mean Squares) veya RLS (Recursive Least Squares) algoritmalar\u0131 kullan\u0131labilir.  Wavelet d\u00f6n\u00fc\u015f\u00fcm\u00fc i\u00e7in ise, wavedec<\/code> ve waverec<\/code> fonksiyonlar\u0131 kullan\u0131labilir.<\/p>\n
Performans Kar\u015f\u0131la\u015ft\u0131rmas\u0131: Algoritma Se\u00e7imi<\/h2>\n
Farkl\u0131 sinyal i\u015fleme algoritmalar\u0131n\u0131n performans\u0131n\u0131 kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in, \u00e7e\u015fitli metrikler kullan\u0131labilir.  Bu metrikler aras\u0131nda hata kareler ortalamas\u0131 (MSE), sinyal-g\u00fcr\u00fclt\u00fc oran\u0131 (SNR) ve hesaplama s\u00fcresi yer al\u0131r.  A\u015fa\u011f\u0131daki tabloda, farkl\u0131 filtreleme tekniklerinin performans kar\u015f\u0131la\u015ft\u0131rmas\u0131n\u0131 g\u00f6steren bir \u00f6rnek verilmi\u015ftir:<\/p>\n\n\n\n\n\n
Algoritma<\/th>\nMSE<\/th>\nSNR (dB)<\/th>\nHesaplama S\u00fcresi (s)<\/th>\n<\/tr>\n
FIR Filtre<\/td>\n0.01<\/td>\n20<\/td>\n0.1<\/td>\n<\/tr>\n
IIR Filtre<\/td>\n0.015<\/td>\n18<\/td>\n0.05<\/td>\n<\/tr>\n
Wavelet D\u00f6n\u00fc\u015f\u00fcm\u00fc<\/td>\n0.008<\/td>\n22<\/td>\n0.5<\/td>\n<\/tr>\n<\/table>\n
Tabloda g\u00f6r\u00fcld\u00fc\u011f\u00fc gibi, farkl\u0131 algoritmalar\u0131n performans\u0131 farkl\u0131 metriklere g\u00f6re de\u011fi\u015fmektedir.  Uygulamada, en uygun algoritma, spesifik uygulama gereksinimlerine ve performans kriterlerine ba\u011fl\u0131 olarak se\u00e7ilmelidir.<\/p>\n
\u00d6\u011frenme Yol Haritas\u0131<\/h2>\n
MATLAB ile sinyal sim\u00fclasyonunu \u00f6\u011frenmek i\u00e7in a\u015fa\u011f\u0131daki kademeli \u00f6\u011frenme yol haritas\u0131n\u0131 takip edebilirsiniz:<\/p>\n
Yeni Ba\u015flayanlar<\/h3>\n
    \n
  • MATLAB aray\u00fcz\u00fc ve temel komutlar\u0131 \u00f6\u011frenme<\/li>\n
  • Temel sinyal i\u015fleme kavramlar\u0131 (\u00f6rnekleme, nicemleme)<\/li>\n
  • Basit sinyal olu\u015fturma ve manip\u00fclasyonu<\/li>\n
  • Temel filtreleme teknikleri (d\u00fc\u015f\u00fck ge\u00e7iren, y\u00fcksek ge\u00e7iren)<\/li>\n<\/ul>\n
    Orta Seviye<\/h3>\n
      \n
    • FIR ve IIR filtre tasar\u0131m\u0131<\/li>\n
    • Farkl\u0131 pencereleme fonksiyonlar\u0131n\u0131n kullan\u0131m\u0131<\/li>\n
    • Z-d\u00f6n\u00fc\u015f\u00fcm\u00fc ve frekans yan\u0131t\u0131 analizi<\/li>\n
    • FFT (H\u0131zl\u0131 Fourier D\u00f6n\u00fc\u015f\u00fcm\u00fc) kullan\u0131m\u0131<\/li>\n<\/ul>\n
      \u0130leri Seviye<\/h3>\n
        \n
      • Adaptatif filtreleme algoritmalar\u0131<\/li>\n
      • Wavelet d\u00f6n\u00fc\u015f\u00fcm\u00fc ve uygulamalar\u0131<\/li>\n
      • Karma\u015f\u0131k sinyal i\u015fleme teknikleri<\/li>\n
      • Ger\u00e7ek zamanl\u0131 sinyal i\u015fleme<\/li>\n<\/ul>\n
        Sonu\u00e7<\/h2>\n
        MATLAB, g\u00fc\u00e7l\u00fc sinyal i\u015fleme ara\u00e7lar\u0131 sunan ve analog sinyallerin dijital ortama d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi ve sim\u00fclasyonu i\u00e7in ideal bir platformdur. Bu makalede, temel kavramlardan ileri d\u00fczey tekniklere kadar MATLAB'in sinyal i\u015fleme yeteneklerini inceledik.  Ger\u00e7ek d\u00fcnya \u00f6rnekleri ve performans kar\u015f\u0131la\u015ft\u0131rmalar\u0131 ile zenginle\u015ftirilmi\u015f bu rehber, MATLAB ile sinyal sim\u00fclasyonu alan\u0131nda sa\u011flam bir temel olu\u015fturman\u0131za yard\u0131mc\u0131 olacakt\u0131r. Daha fazla bilgi i\u00e7in [https:\/\/fatihsoysal.com](https:\/\/fatihsoysal.com) adresini ziyaret edebilirsiniz.<\/p>\n
        S\u0131k\u00e7a Sorulan Sorular<\/h3>\n
          \n
        • S: Nyquist-Shannon \u00f6rnekleme teoremi nedir?<\/b> 
           C:  Nyquist-Shannon \u00f6rnekleme teoremi, bir sinyali kay\u0131ps\u0131z bir \u015fekilde \u00f6rneklemek i\u00e7in gereken minimum \u00f6rnekleme frekans\u0131n\u0131 tan\u0131mlar. Bu frekans, sinyalin en y\u00fcksek frekans bile\u015feninin iki kat\u0131ndan b\u00fcy\u00fck olmal\u0131d\u0131r.<\/li>\n
        • S: FIR ve IIR filtreler aras\u0131ndaki fark nedir?<\/b> 
           C: FIR filtreler sonlu d\u00fcrt\u00fc yan\u0131t\u0131, IIR filtreler sonsuz d\u00fcrt\u00fc yan\u0131t\u0131 sahiptir. FIR filtreler daha kararl\u0131 ancak daha fazla hesaplama gerektirirken, IIR filtreler daha az hesaplama gerektirir ancak kararl\u0131l\u0131k sorunlar\u0131 olabilir.<\/li>\n
        • S: MATLAB'te hangi fonksiyonlar sinyal filtrelemesi i\u00e7in kullan\u0131labilir?<\/b> 
           C: MATLAB'te filter<\/code>, fir1<\/code>, butter<\/code>, cheby1<\/code>, ellip<\/code> gibi bir\u00e7ok fonksiyon sinyal filtrelemesi i\u00e7in kullan\u0131labilir.<\/li>\n
        • S: Adaptatif filtreleme nedir?<\/b> 
           C: Adaptatif filtreler, zamanla de\u011fi\u015fen sinyal \u00f6zelliklerine uyum sa\u011flayabilen filtrelerdir.  G\u00fcr\u00fclt\u00fc azaltma, yank\u0131 giderme ve kanal e\u015fitleme gibi uygulamalarda kullan\u0131l\u0131rlar.<\/li>\n
        • S: Wavelet d\u00f6n\u00fc\u015f\u00fcm\u00fc ne i\u015fe yarar?<\/b> 
           C: Wavelet d\u00f6n\u00fc\u015f\u00fcm\u00fc, sinyali farkl\u0131 frekans bantlar\u0131na ay\u0131rmak ve zaman-frekans analizini yapmak i\u00e7in kullan\u0131lan bir tekniktir. G\u00fcr\u00fclt\u00fcl\u00fc sinyallerin analizinde olduk\u00e7a etkilidir.<\/li>\n<\/ul>\n
          Yazar: Fatih Soysal<\/p>\n","protected":false},"excerpt":{"rendered":"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu G\u00fcn\u00fcm\u00fcz\u00fcn karma\u015f\u0131k elektronik sistemlerini tasarlamak ve analiz etmek i\u00e7in g\u00fc\u00e7l\u00fc sim\u00fclasyon ara\u00e7lar\u0131na…","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-29160","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nMATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu<\/title>\n<meta name=\"description\" content=\"G\u00fcn\u00fcm\u00fcz\u00fcn karma\u015f\u0131k elektronik sistemlerini tasarlamak ve analiz etmek i\u00e7in g\u00fc\u00e7l\u00fc sim\u00fclasyon ara\u00e7lar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. MATLAB, bu alanda sundu\u011fu geni\u015f k\u00fct\u00fcphaneler ve g\u00fc\u00e7l\u00fc i\u015fleme kapasitesi ile \u00f6ne \u00e7\u0131kmaktad\u0131r. Bu makale, MATLAB'i kullanarak analog sinyallerin dijital ortama d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi ve sim\u00fclasyonunun nas\u0131l yap\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile zenginle\u015ftirilecektir. MATLAB'in sinyal i\u015fleme yeteneklerini ke\u015ffedecek, \u00e7e\u015fitli teknikleri inceleyecek ve performans kar\u015f\u0131la\u015ft\u0131rmalar\u0131 yapaca\u011f\u0131z. Haz\u0131rsan\u0131z, analog d\u00fcnyas\u0131ndan dijital d\u00fcnyaya do\u011fru heyecan verici bir yolculu\u011fa \u00e7\u0131kal\u0131m!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu\" \/>\n<meta property=\"og:description\" content=\"G\u00fcn\u00fcm\u00fcz\u00fcn karma\u015f\u0131k elektronik sistemlerini tasarlamak ve analiz etmek i\u00e7in g\u00fc\u00e7l\u00fc sim\u00fclasyon ara\u00e7lar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. MATLAB, bu alanda sundu\u011fu geni\u015f k\u00fct\u00fcphaneler ve g\u00fc\u00e7l\u00fc i\u015fleme kapasitesi ile \u00f6ne \u00e7\u0131kmaktad\u0131r. Bu makale, MATLAB'i kullanarak analog sinyallerin dijital ortama d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi ve sim\u00fclasyonunun nas\u0131l yap\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile zenginle\u015ftirilecektir. MATLAB'in sinyal i\u015fleme yeteneklerini ke\u015ffedecek, \u00e7e\u015fitli teknikleri inceleyecek ve performans kar\u015f\u0131la\u015ft\u0131rmalar\u0131 yapaca\u011f\u0131z. Haz\u0131rsan\u0131z, analog d\u00fcnyas\u0131ndan dijital d\u00fcnyaya do\u011fru heyecan verici bir yolculu\u011fa \u00e7\u0131kal\u0131m!\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-08T12:30:25+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu\",\"datePublished\":\"2025-09-08T12:30:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/\"},\"wordCount\":1412,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/\",\"name\":\"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-09-08T12:30:25+00:00\",\"description\":\"G\u00fcn\u00fcm\u00fcz\u00fcn karma\u015f\u0131k elektronik sistemlerini tasarlamak ve analiz etmek i\u00e7in g\u00fc\u00e7l\u00fc sim\u00fclasyon ara\u00e7lar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. MATLAB, bu alanda sundu\u011fu geni\u015f k\u00fct\u00fcphaneler ve g\u00fc\u00e7l\u00fc i\u015fleme kapasitesi ile \u00f6ne \u00e7\u0131kmaktad\u0131r. Bu makale, MATLAB'i kullanarak analog sinyallerin dijital ortama d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi ve sim\u00fclasyonunun nas\u0131l yap\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile zenginle\u015ftirilecektir. MATLAB'in sinyal i\u015fleme yeteneklerini ke\u015ffedecek, \u00e7e\u015fitli teknikleri inceleyecek ve performans kar\u015f\u0131la\u015ft\u0131rmalar\u0131 yapaca\u011f\u0131z. Haz\u0131rsan\u0131z, analog d\u00fcnyas\u0131ndan dijital d\u00fcnyaya do\u011fru heyecan verici bir yolculu\u011fa \u00e7\u0131kal\u0131m!\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu","description":"G\u00fcn\u00fcm\u00fcz\u00fcn karma\u015f\u0131k elektronik sistemlerini tasarlamak ve analiz etmek i\u00e7in g\u00fc\u00e7l\u00fc sim\u00fclasyon ara\u00e7lar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. MATLAB, bu alanda sundu\u011fu geni\u015f k\u00fct\u00fcphaneler ve g\u00fc\u00e7l\u00fc i\u015fleme kapasitesi ile \u00f6ne \u00e7\u0131kmaktad\u0131r. Bu makale, MATLAB'i kullanarak analog sinyallerin dijital ortama d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi ve sim\u00fclasyonunun nas\u0131l yap\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile zenginle\u015ftirilecektir. MATLAB'in sinyal i\u015fleme yeteneklerini ke\u015ffedecek, \u00e7e\u015fitli teknikleri inceleyecek ve performans kar\u015f\u0131la\u015ft\u0131rmalar\u0131 yapaca\u011f\u0131z. Haz\u0131rsan\u0131z, analog d\u00fcnyas\u0131ndan dijital d\u00fcnyaya do\u011fru heyecan verici bir yolculu\u011fa \u00e7\u0131kal\u0131m!","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/","og_locale":"tr_TR","og_type":"article","og_title":"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu","og_description":"G\u00fcn\u00fcm\u00fcz\u00fcn karma\u015f\u0131k elektronik sistemlerini tasarlamak ve analiz etmek i\u00e7in g\u00fc\u00e7l\u00fc sim\u00fclasyon ara\u00e7lar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. MATLAB, bu alanda sundu\u011fu geni\u015f k\u00fct\u00fcphaneler ve g\u00fc\u00e7l\u00fc i\u015fleme kapasitesi ile \u00f6ne \u00e7\u0131kmaktad\u0131r. Bu makale, MATLAB'i kullanarak analog sinyallerin dijital ortama d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi ve sim\u00fclasyonunun nas\u0131l yap\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile zenginle\u015ftirilecektir. MATLAB'in sinyal i\u015fleme yeteneklerini ke\u015ffedecek, \u00e7e\u015fitli teknikleri inceleyecek ve performans kar\u015f\u0131la\u015ft\u0131rmalar\u0131 yapaca\u011f\u0131z. Haz\u0131rsan\u0131z, analog d\u00fcnyas\u0131ndan dijital d\u00fcnyaya do\u011fru heyecan verici bir yolculu\u011fa \u00e7\u0131kal\u0131m!","og_url":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-09-08T12:30:25+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"7 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu","datePublished":"2025-09-08T12:30:25+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/"},"wordCount":1412,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/","url":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/","name":"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-09-08T12:30:25+00:00","description":"G\u00fcn\u00fcm\u00fcz\u00fcn karma\u015f\u0131k elektronik sistemlerini tasarlamak ve analiz etmek i\u00e7in g\u00fc\u00e7l\u00fc sim\u00fclasyon ara\u00e7lar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. MATLAB, bu alanda sundu\u011fu geni\u015f k\u00fct\u00fcphaneler ve g\u00fc\u00e7l\u00fc i\u015fleme kapasitesi ile \u00f6ne \u00e7\u0131kmaktad\u0131r. Bu makale, MATLAB'i kullanarak analog sinyallerin dijital ortama d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi ve sim\u00fclasyonunun nas\u0131l yap\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile zenginle\u015ftirilecektir. MATLAB'in sinyal i\u015fleme yeteneklerini ke\u015ffedecek, \u00e7e\u015fitli teknikleri inceleyecek ve performans kar\u015f\u0131la\u015ft\u0131rmalar\u0131 yapaca\u011f\u0131z. Haz\u0131rsan\u0131z, analog d\u00fcnyas\u0131ndan dijital d\u00fcnyaya do\u011fru heyecan verici bir yolculu\u011fa \u00e7\u0131kal\u0131m!","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/matlab-ile-analogdan-dijitale-sinyal-simulasyonu\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"MATLAB ile Analogdan Dijitale: Sinyal Sim\u00fclasyonu"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/29160","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=29160"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/29160\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=29160"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=29160"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=29160"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}