{"id":47242,"date":"2020-10-23T07:20:56","date_gmt":"2020-10-23T07:20:56","guid":{"rendered":"https:\/\/www.dewetron.com\/news\/fast-fourier-transformation-fft-mit-oxygen\/"},"modified":"2025-03-03T15:50:10","modified_gmt":"2025-03-03T15:50:10","slug":"fast-fourier-transformation-fft-mit-oxygen","status":"publish","type":"post","link":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/","title":{"rendered":"Fast Fourier Transformation (FFT) mit OXYGEN"},"content":{"rendered":"<div id=\"\" class=\"wp-block-text-columns margin-bottom-small\n      \">\n  <div class=\"container\">\n    <div class=\"row justify-content-center\">\n              <div class=\"col-12\">\n          <h2>Fast Fourier Transformation (FFT) \u2013 Wie alles begann<\/h2>\n          <div class=\"content-size-normal\">\n            <p>Schon seit Anbeginn der Zeit spielen periodische Vorg\u00e4nge eine wichtige Rolle, egal ob in der Natur oder in der Technik. Zu diesen periodischen Vorg\u00e4ngen geh\u00f6ren beispielsweise die Planetenbewegung oder auch der Pulsschlag. Das Grundprinzip f\u00fcr die Analyse solcher Vorg\u00e4nge, hat bereits Jean Baptiste Joseph Fourier (1768-1830) im Fourier-Theorem definiert.<br \/>\nDas Fourier-Theorem ist die Basis der Fast Fourier Transformation (FFT). Es sagt aus, dass jeder Signalverlauf im Zeitbereich durch die gewichtete Summe der Sinus- und Cosinus-Schwingungen dargestellt werden kann. Die Reihenentwicklung einer periodischen, abschnittsweise stetigen Funktion in eine Funktionenreihe aus Sinus- und Cosinus-Funktionen nennt man Fourier Reihe.<br \/>\nMithilfe der Fourier Transformation ist es so m\u00f6glich, Signale vom Zeitbereich in einen Frequenzbereich zu transformieren. Das hei\u00dft also, dass sich die Darstellung mit Zeitpunkt und Abtastwert zu einer Darstellung mit Frequenzanteil, Amplitude und\/oder Phase \u00e4ndert. Das ist deswegen wichtig, weil viele Operationen wie z.B. Filter im Frequenzraum wesentlich leichter durchf\u00fchrbar sind.<\/p>\n\n          <\/div>\n        <\/div>\n          <\/div>\n  <\/div>\n<\/div>\n\n\n<div id=\"\" class=\"wp-block-text-columns margin-bottom-small\n      \">\n  <div class=\"container\">\n    <div class=\"row justify-content-center\">\n              <div class=\"col-12\">\n          <h2>Von der Diskreten Fourier Transformation (DFT) zur Fast Fourier Transformation (FFT)<\/h2>\n          <div class=\"content-size-normal\">\n            <p>Aus den obenstehenden \u00dcberlegungen entwickelte sich zuerst die diskrete Fourier Transformation (DFT). Sie ist eine Rechenvorgabe, um Spektralkomponenten von periodischen, diskreten Signalen zu bestimmen. So bringt sie Aufschluss \u00fcber die Zusammensetzung eines Signals und erlaubt damit die Sicht auf die einzelnen Komponenten im Frequenzbereich. Mithilfe der DFT ist es uns also m\u00f6glich, digitale Signale zu verarbeiten und zu analysieren \u2013 etwas, das bei kontinuierlichen Signalen so nicht m\u00f6glich ist. Der Algorithmus der DFT bringt allerdings einen sehr hohen Aufwand mit sich. Die Verarbeitungszeit eines Algorithmus h\u00e4ngt stark von der Anzahl der Multiplikationen ab, die der Rechner ausf\u00fchren muss. So werden f\u00fcr die Berechnung der N Spektralwerte der DFT N^2 komplexe Multiplikationen ben\u00f6tigt.<br \/>\nUnd deswegen entstand sie \u2013 die schnellere Berechnung der DFT \u2013 die Fast Fourier Transformation (FFT). Anders als bei der direkten Berechnung werden bei der Fast Fourier Transformation (FFT) zuvor berechnete Zwischenergebnisse wiederverwendet. So k\u00f6nnen arithmetische Rechenoperationen eingespart und der Zeitaufwand verk\u00fcrzt werden. Das bekannteste Verfahren daf\u00fcr haben James Cooley und John W. Tukey 1965 ver\u00f6ffentlicht.<\/p>\n\n          <\/div>\n        <\/div>\n          <\/div>\n  <\/div>\n<\/div>\n\n\n<div id=\"\" class=\"wp-block-text-columns margin-bottom-small\n      \">\n  <div class=\"container\">\n    <div class=\"row justify-content-center\">\n              <div class=\"col-12\">\n          <h2>Ein Beispiel zum Vergleich<\/h2>\n          <div class=\"content-size-normal\">\n            <p>Der Vergleich der beiden mathematischen Verfahren gibt Aufschluss dar\u00fcber, warum sich die <a href=\"https:\/\/www.dewetron.com\/de\/produkte\/software\/mathe-funktionen\/#fft\">Fast Fourier Transformation (FFT)<\/a> an so gro\u00dfer Beliebtheit erfreut. In unserem Beispiel nehmen wir eine Blockl\u00e4nge von N=1024 an. W\u00e4hrend bei der DFT daf\u00fcr ca. 1,000,000 Multiplikationen berechnet werden m\u00fcssen, sind es bei der FFT nur ca. 10,000 \u2013 also nur ein Hundertstel.<\/p>\n\n          <\/div>\n        <\/div>\n          <\/div>\n  <\/div>\n<\/div>\n\n\n<div id=\"\" class=\"wp-block-text-columns margin-bottom-small\n      \">\n  <div class=\"container\">\n    <div class=\"row justify-content-center\">\n              <div class=\"col-12\">\n          <h2>Fast Fourier Transformation (FFT) in der Praxis<\/h2>\n          <div class=\"content-size-normal\">\n            <p>DEWETRON hat exklusiv f\u00fcr die Nutzer und Nutzerinnen der Messsoftware OXYGEN ein umfangreiches und intuitives FFT-Instrument entwickelt. Damit unterst\u00fctzt OXYGEN jede Applikation mit h\u00f6chster Flexibilit\u00e4t und einfachster Bedienung. In der folgenden Liste finden Sie einige Aspekte, die das FFT-Instrument unserer OXYGEN ausmachen:<\/p>\n<ul>\n<li>Frei ausw\u00e4hlbare (nicht nur 2^N) Anzahl von Eingangssamples oder Linienaufl\u00f6sung<\/li>\n<li>Optionales Zero-Padding f\u00fcr eine h\u00f6here Linienaufl\u00f6sung<\/li>\n<li>7 verschiedene Fenstertypen<\/li>\n<li>FFT-Instrument mit 18 verschiedenen Skalierungstypen (Amplitude, RMS, PSD, Dezibel, \u2026)<\/li>\n<li>Mittelung und \u00dcberlappung<\/li>\n<li>Spektrogramm-Instrument f\u00fcr eine zeitabh\u00e4ngige Analyse mit ausw\u00e4hlbaren Farbtabellen<\/li>\n<li>Die Funktion FFT-Referenzkurven (verf\u00fcgbar ab OXYGEN 5.3) zeigt zwei Referenzkurven im FFT Instrument an. Wenn der Schwellenwert \u00fcberschritten wird, \u00e4ndert sich die Hintergrundfarbe. Die Werte k\u00f6nnen \u00fcber eine Tabelle aus anderen Programmen wie z.B. Excel definiert werden. So k\u00f6nnen Sie diese einfach kopieren und einf\u00fcgen.<\/li>\n<\/ul>\n<p><span style=\"color: #ffffff;\"><a class=\"button-blue\" style=\"color: #ffffff;\" href=\"https:\/\/www.dewetron.com\/de\/messtechnik-produkte\/oxygen-software\/\" target=\"_blank\" rel=\"noopener noreferrer\">Hier geht es zu OXYGEN<\/a><\/span><\/p>\n<p>In folgender Abbildung 1 sehen Sie ein Beispiel einer FFT in OXYGEN:<\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"alignnone wp-image-13252 size-full\" title=\"oxygen_fft\" src=\"https:\/\/www.dewetron.com\/app\/uploads\/2024\/09\/oxygen_fft.jpg\" alt=\"OXYGEN Fast Fourier Transformation (FFT) Feature for Frequency Domain Analysis\" width=\"800\" \/><\/p>\n<p style=\"text-align: center;\"><em>Abbildung 1<\/em><\/p>\n\n          <\/div>\n        <\/div>\n          <\/div>\n  <\/div>\n<\/div>\n\n\n<div id=\"\" class=\"wp-block-text-columns margin-bottom-none\n      \">\n  <div class=\"container\">\n    <div class=\"row justify-content-center\">\n              <div class=\"col-12\">\n          <h2>Grundlagen &#038; Theorie<\/h2>\n          <div class=\"content-size-normal\">\n            <p>Einige anerkannte Institutionen haben wertvolle Beitr\u00e4ge zur Fourier Reihe, Fourier Transformation, DFT, FFT geleistet. Hier finden Sie eine Sammlung n\u00fctzlicher Links:<\/p>\n<ul>\n<li><a href=\"https:\/\/ti.tuwien.ac.at\/cps\/teaching\/courses\/dspv\/files\/DFT-FFT.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">TU Wien<\/a><\/li>\n<li><a href=\"https:\/\/www.tu-chemnitz.de\/informatik\/ThIS\/downloads\/courses\/ws02\/datkom\/Fouriertransformation.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">TU Chemnitz<\/a><\/li>\n<li><a href=\"https:\/\/home.zhaw.ch\/~dqtm\/dsv1\/vorlesung\/dsv1kap3_dftfft.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Z\u00fcricher Hochschule Winterthur<\/a><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n\n          <\/div>\n        <\/div>\n          <\/div>\n  <\/div>\n<\/div>\n\n\n<div id=\"\" class=\"wp-block-claim-links-gray margin-bottom-none\">\n  <div class=\"container-fluid bg-container py-7 bg-darkgray\">\n    <div class=\"container position-relative\">\n      <div class=\"claim col-12 col-lg-8 offset-lg-2 text-center text-light\">\n                  <h3 class=\"h3 text-uppercase\">ERFAHREN SIE MEHR \u00dcBER FFT MIT OXYGEN <\/h3>\n                                  <div class=\"link-button d-flex flex-wrap mt-4 justify-content-center gap-4\">\n                          <a class=\"dewetron-btn\" href=\"https:\/\/www.dewetron.com\/de\/produkte\/software\/mathe-funktionen\/#fft\" target=\"\">\n          \n      <span>ZUR FFT-ANALYSE<\/span>\n      <\/a>\n                                      <a class=\"dewetron-btn\" href=\"https:\/\/www.dewetron.com\/de\/know-how-center\/video-tutorials\/\" target=\"\">\n          \n      <span>FFT-VIDEO-TUTORIALS<\/span>\n      <\/a>\n                                      <a class=\"dewetron-btn\" href=\"https:\/\/www.dewetron.com\/de\/know-how-center\/schulungen-guides\/\" target=\"\">\n          \n      <span>FFT-SCHULUNGEN &amp; GUIDES<\/span>\n      <\/a>\n                      <\/div>\n              <\/div>\n    <\/div>\n    <div class=\"triangle-left\">\n      <svg width=\"473\" height=\"469\" viewBox=\"0 0 473 469\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M323.984 352.833H79.0486L13.0728 467.099V468.52H390.784L323.984 352.833Z\" fill=\"#B0B0AF\"\/>\n<path d=\"M134.967 0L-68 351.55L-2.02418 465.84L-0.810036 466.55L268.545 0H134.967Z\" fill=\"#B0B0AF\"\/>\n<path d=\"M472.154 352.833L275.853 12.8511L209.053 128.515L405.354 468.52L472.154 352.833Z\" fill=\"#B0B0AF\"\/>\n<\/svg>    <\/div>\n    <div class=\"triangle-right\">\n      <svg width=\"462\" height=\"644\" viewBox=\"0 0 462 644\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M538.396 484.622H201.974L111.355 641.569V643.52H630.148L538.396 484.622Z\" fill=\"#B0B0AF\"\/>\n<path d=\"M278.779 0L0 482.86L90.6189 639.839L92.2865 640.814L462.251 0H278.779Z\" fill=\"#B0B0AF\"\/>\n<path d=\"M741.911 484.622L472.288 17.6514L380.537 176.518L650.159 643.52L741.911 484.622Z\" fill=\"#B0B0AF\"\/>\n<\/svg>    <\/div>\n  <\/div>\n<\/div>\n\n\n<div id=\"\" class=\"wp-block-news-slider margin-bottom-none\">\n  <div class=\"container-fluid bg-lightgray py-lg-8 py-6\">\n    <div class=\"header-wrapper container\">\n      <div class=\"row flex-row flex-wrap\">\n        <div class=\"col-12 col-lg-6\">\n          <div class=\"content-wrapper\">\n            <div class=\"content\">\n                                            <h2 class=\"h2 text-uppercase mb-5\">Weitere Neuigkeiten &#038; Whitepaper<\/h2>\n                          <\/div>\n          <\/div>\n        <\/div>\n        <div class=\"col-lg-6 d-none d-lg-grid link\">\n                      <a class=\"dewetron-btn mb-5\" href=\"https:\/\/www.dewetron.com\/de\/know-how-center\/newsroom\/\" target=\"\">\n          Alle News\n      <span><\/span>\n      <\/a>\n                  <\/div>\n      <\/div>\n      <div class=\"row news-wrapper\">\n        <div class=\"news-slider swiper\">\n          <div class=\"swiper-wrapper\">\n                          <div class=\"news-card swiper-slide col-lg-4 col-12 bg-light \">\n                <a class=\"\" href=\"https:\/\/www.dewetron.com\/de\/news\/10-fragen-ueber-unsere-messsoftware\/\" target=\"\">\n          <picture>\n        <img decoding=\"async\"\n        class=\"img-fluid aspect-4-3\" size=\"full\"\n        src=\"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_10-questions-about-oxygen_.jpg\"\n        alt=\"\"\n        title=\"\"\n        loading=\"lazy\"\n                    onerror=\"this.src = 'https:\/\/www.dewetron.com\/app\/themes\/dewetron\/public\/images\/fallback.8952c5.jpg'\"\n            >\n<\/picture>\n                  <div class=\"card-content p-2\">\n                    <span class=\"category d-inline-flex\">Software-Info<\/span>\n                    <h5 class=\"mb-2 mt-4 text-uppercase\">\n                      10 Fragen \u00fcber OXYGEN &#8211; unsere Messsoftware\n                    <\/h5>\n                                        <span class=\"read-more text-primary text-uppercase mt-4 d-block\">\n                      Mehr lesen\n                    <\/span>\n                  <\/div>\n      <span><\/span>\n      <\/a>\n              <\/div>\n                          <div class=\"news-card swiper-slide col-lg-4 col-12 bg-light \">\n                <a class=\"\" href=\"https:\/\/www.dewetron.com\/de\/news\/oxygen-haeufig-gestellte-fragen\/\" target=\"\">\n          <picture>\n        <img decoding=\"async\"\n        class=\"img-fluid aspect-4-3\" size=\"full\"\n        src=\"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_oxygen-faqs.jpg\"\n        alt=\"\"\n        title=\"\"\n        loading=\"lazy\"\n                    onerror=\"this.src = 'https:\/\/www.dewetron.com\/app\/themes\/dewetron\/public\/images\/fallback.8952c5.jpg'\"\n            >\n<\/picture>\n                  <div class=\"card-content p-2\">\n                    <span class=\"category d-inline-flex\">Software-Info<\/span>\n                    <h5 class=\"mb-2 mt-4 text-uppercase\">\n                      OXYGEN &#8211; die meist gestellten Fragen \u00fcber unsere Messsoftware\n                    <\/h5>\n                                        <span class=\"read-more text-primary text-uppercase mt-4 d-block\">\n                      Mehr lesen\n                    <\/span>\n                  <\/div>\n      <span><\/span>\n      <\/a>\n              <\/div>\n                          <div class=\"news-card swiper-slide col-lg-4 col-12 bg-light \">\n                <a class=\"\" href=\"https:\/\/www.dewetron.com\/de\/news\/eingangskanalspezifikationen\/\" target=\"\">\n          <picture>\n        <img decoding=\"async\"\n        class=\"img-fluid aspect-4-3\" size=\"full\"\n        src=\"https:\/\/www.dewetron.com\/app\/uploads\/2025\/06\/Header-input-specifications.jpg\"\n        alt=\"\"\n        title=\"\"\n        loading=\"lazy\"\n                    onerror=\"this.src = 'https:\/\/www.dewetron.com\/app\/themes\/dewetron\/public\/images\/fallback.8952c5.jpg'\"\n            >\n<\/picture>\n                  <div class=\"card-content p-2\">\n                    <span class=\"category d-inline-flex\">Whitepaper<\/span>\n                    <h5 class=\"mb-2 mt-4 text-uppercase\">\n                      7 Eingangskanalspezifikationen zur Bestimmung der Messgenauigkeit\n                    <\/h5>\n                                        <span class=\"read-more text-primary text-uppercase mt-4 d-block\">\n                      Mehr lesen\n                    <\/span>\n                  <\/div>\n      <span><\/span>\n      <\/a>\n              <\/div>\n                          <div class=\"news-card swiper-slide col-lg-4 col-12 bg-light \">\n                <a class=\"\" href=\"https:\/\/www.dewetron.com\/de\/news\/dewetron-unterstuetzt-historischen-nasa-mission-artemis-ii-launch\/\" target=\"\">\n          <picture>\n        <img decoding=\"async\"\n        class=\"img-fluid aspect-4-3\" size=\"full\"\n        src=\"https:\/\/www.dewetron.com\/app\/uploads\/2026\/04\/dewetron-nasa-artemisII-launch.jpg\"\n        alt=\"\"\n        title=\"\"\n        loading=\"lazy\"\n                    onerror=\"this.src = 'https:\/\/www.dewetron.com\/app\/themes\/dewetron\/public\/images\/fallback.8952c5.jpg'\"\n            >\n<\/picture>\n                  <div class=\"card-content p-2\">\n                    <span class=\"category d-inline-flex\">Generelle Infos<\/span>\n                    <h5 class=\"mb-2 mt-4 text-uppercase\">\n                      DEWETRON unterst\u00fctzt historischen NASA-Mission Artemis II Launch\n                    <\/h5>\n                                        <span class=\"read-more text-primary text-uppercase mt-4 d-block\">\n                      Mehr lesen\n                    <\/span>\n                  <\/div>\n      <span><\/span>\n      <\/a>\n              <\/div>\n                          <div class=\"news-card swiper-slide col-lg-4 col-12 bg-light \">\n                <a class=\"\" href=\"https:\/\/www.dewetron.com\/de\/news\/verteilte-messungen-mit-oxygen-net\/\" target=\"\">\n          <picture>\n        <img decoding=\"async\"\n        class=\"img-fluid aspect-4-3\" size=\"full\"\n        src=\"https:\/\/www.dewetron.com\/app\/uploads\/2026\/03\/OXYGEN-NET_Header.png\"\n        alt=\"\"\n        title=\"\"\n        loading=\"lazy\"\n                    onerror=\"this.src = 'https:\/\/www.dewetron.com\/app\/themes\/dewetron\/public\/images\/fallback.8952c5.jpg'\"\n            >\n<\/picture>\n                  <div class=\"card-content p-2\">\n                    <span class=\"category d-inline-flex\">Whitepaper<\/span>\n                    <h5 class=\"mb-2 mt-4 text-uppercase\">\n                      Verteilte Messungen mit OXYGEN-NET\n                    <\/h5>\n                                        <span class=\"read-more text-primary text-uppercase mt-4 d-block\">\n                      Mehr lesen\n                    <\/span>\n                  <\/div>\n      <span><\/span>\n      <\/a>\n              <\/div>\n                          <div class=\"news-card swiper-slide col-lg-4 col-12 bg-light \">\n                <a class=\"\" href=\"https:\/\/www.dewetron.com\/de\/news\/new-trion3-24xx-acc-lv-modules\/\" target=\"\">\n          <picture>\n        <img decoding=\"async\"\n        class=\"img-fluid aspect-4-3\" size=\"full\"\n        src=\"https:\/\/www.dewetron.com\/app\/uploads\/2026\/02\/TRION3-24xx_ACC-LV_header.jpg\"\n        alt=\"\"\n        title=\"\"\n        loading=\"lazy\"\n                    onerror=\"this.src = 'https:\/\/www.dewetron.com\/app\/themes\/dewetron\/public\/images\/fallback.8952c5.jpg'\"\n            >\n<\/picture>\n                  <div class=\"card-content p-2\">\n                    <span class=\"category d-inline-flex\">Hardware-Neuigkeiten<\/span>\n                    <h5 class=\"mb-2 mt-4 text-uppercase\">\n                      Isolierte Niederspannungs- &amp; IEPE-Datenerfassung mit unseren neuen TRION3-24xx-ACC\/LV-Modulen\n                    <\/h5>\n                                        <span class=\"read-more text-primary text-uppercase mt-4 d-block\">\n                      Mehr lesen\n                    <\/span>\n                  <\/div>\n      <span><\/span>\n      <\/a>\n              <\/div>\n                          <div class=\"news-card swiper-slide col-lg-4 col-12 bg-light \">\n                <a class=\"\" href=\"https:\/\/www.dewetron.com\/de\/news\/oxygen-8-major-release\/\" target=\"\">\n          <picture>\n        <img decoding=\"async\"\n        class=\"img-fluid aspect-4-3\" size=\"full\"\n        src=\"https:\/\/www.dewetron.com\/app\/uploads\/2026\/02\/header_oxygen_8.0.jpg\"\n        alt=\"\"\n        title=\"\"\n        loading=\"lazy\"\n                    onerror=\"this.src = 'https:\/\/www.dewetron.com\/app\/themes\/dewetron\/public\/images\/fallback.8952c5.jpg'\"\n            >\n<\/picture>\n                  <div class=\"card-content p-2\">\n                    <span class=\"category d-inline-flex\">Software-Info<\/span>\n                    <h5 class=\"mb-2 mt-4 text-uppercase\">\n                      OXYGEN 8.0 \u2013 Major Release mit erweiterter Konnektivit\u00e4t, Mobilit\u00e4t und Usability\n                    <\/h5>\n                                        <span class=\"read-more text-primary text-uppercase mt-4 d-block\">\n                      Mehr lesen\n                    <\/span>\n                  <\/div>\n      <span><\/span>\n      <\/a>\n              <\/div>\n                          <div class=\"news-card swiper-slide col-lg-4 col-12 bg-light \">\n                <a class=\"\" href=\"https:\/\/www.dewetron.com\/de\/news\/oxygen-go-app-for-mobile-devices\/\" target=\"\">\n          <picture>\n        <img decoding=\"async\"\n        class=\"img-fluid aspect-4-3\" size=\"full\"\n        src=\"https:\/\/www.dewetron.com\/app\/uploads\/2026\/02\/OXYGEN-Go-Easy-Connectivity-teststand.png\"\n        alt=\"\"\n        title=\"\"\n        loading=\"lazy\"\n                    onerror=\"this.src = 'https:\/\/www.dewetron.com\/app\/themes\/dewetron\/public\/images\/fallback.8952c5.jpg'\"\n            >\n<\/picture>\n                  <div class=\"card-content p-2\">\n                    <span class=\"category d-inline-flex\">Software-Info<\/span>\n                    <h5 class=\"mb-2 mt-4 text-uppercase\">\n                      OXYGEN-GO App f\u00fcr Ihr Mobilger\u00e4t\n                    <\/h5>\n                                        <span class=\"read-more text-primary text-uppercase mt-4 d-block\">\n                      Mehr lesen\n                    <\/span>\n                  <\/div>\n      <span><\/span>\n      <\/a>\n              <\/div>\n                          <div class=\"news-card swiper-slide col-lg-4 col-12 bg-light \">\n                <a class=\"\" href=\"https:\/\/www.dewetron.com\/de\/news\/automatisierter-mixer-testwagen\/\" target=\"\">\n          <picture>\n        <img decoding=\"async\"\n        class=\"img-fluid aspect-4-3\" size=\"full\"\n        src=\"https:\/\/www.dewetron.com\/app\/uploads\/2026\/01\/Automated-Blender-Tests.jpg\"\n        alt=\"\"\n        title=\"\"\n        loading=\"lazy\"\n                    onerror=\"this.src = 'https:\/\/www.dewetron.com\/app\/themes\/dewetron\/public\/images\/fallback.8952c5.jpg'\"\n            >\n<\/picture>\n                  <div class=\"card-content p-2\">\n                    <span class=\"category d-inline-flex\">Industrie-Neuigkeiten<\/span>\n                    <h5 class=\"mb-2 mt-4 text-uppercase\">\n                      Automatisierter Mixer-Testwagen\n                    <\/h5>\n                                        <span class=\"read-more text-primary text-uppercase mt-4 d-block\">\n                      Mehr lesen\n                    <\/span>\n                  <\/div>\n      <span><\/span>\n      <\/a>\n              <\/div>\n                          <div class=\"news-card swiper-slide col-lg-4 col-12 bg-light \">\n                <a class=\"\" href=\"https:\/\/www.dewetron.com\/de\/news\/frequenzanalyse-in-der-signalverarbeitung\/\" target=\"\">\n          <picture>\n        <img decoding=\"async\"\n        class=\"img-fluid aspect-4-3\" size=\"full\"\n        src=\"https:\/\/www.dewetron.com\/app\/uploads\/2026\/01\/One-Pager-Frequency-Analysis-Header.jpeg\"\n        alt=\"\"\n        title=\"\"\n        loading=\"lazy\"\n                    onerror=\"this.src = 'https:\/\/www.dewetron.com\/app\/themes\/dewetron\/public\/images\/fallback.8952c5.jpg'\"\n            >\n<\/picture>\n                  <div class=\"card-content p-2\">\n                    <span class=\"category d-inline-flex\">DAQ Wissenswertes<\/span>\n                    <h5 class=\"mb-2 mt-4 text-uppercase\">\n                      Frequenzanalyse in der Signalverarbeitung\n                    <\/h5>\n                                        <span class=\"read-more text-primary text-uppercase mt-4 d-block\">\n                      Mehr lesen\n                    <\/span>\n                  <\/div>\n      <span><\/span>\n      <\/a>\n              <\/div>\n                      <\/div>\n        <\/div>\n        <div class=\"swiper-button-custom swiper-button-prev-custom p-0\">\n            <svg width=\"89\" height=\"103\" viewBox=\"0 0 89 103\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M0 58.8001V44.2001L88.6 0.600098V17.8001L17.4 51.6001L88.6 85.2001V102.4L0 58.8001Z\" fill=\"#D4D4D4\"\/>\n<\/svg>        <\/div>\n        <div class=\"swiper-button-custom swiper-button-next-custom p-0\">\n            <svg width=\"89\" height=\"103\" viewBox=\"0 0 89 103\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path d=\"M88.6 44.2001V58.8001L0 102.4V85.2001L71.2 51.4001L0 17.8001V0.600098L88.6 44.2001Z\" fill=\"#D4D4D4\"\/>\n<\/svg>        <\/div>\n      <\/div>\n      <div class=\"col-12 d-lg-none d-grid link text-cente mt-8\">\n                <a class=\"dewetron-btn\" href=\"https:\/\/www.dewetron.com\/de\/know-how-center\/newsroom\/\" target=\"\">\n          Alle News\n      <span><\/span>\n      <\/a>\n              <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Entdecken Sie, wie das Fourier-Theorem und die FFT Signale vom Zeit- in den Frequenzbereich transformieren und wie Sie das mit OXYGEN machen.<\/p>\n","protected":false},"author":2,"featured_media":44029,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[393],"tags":[],"class_list":["post-47242","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-software-info-de"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.9 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Fast Fourier Transformation (FFT) mit DEWETRONs OXYGEN<\/title>\n<meta name=\"description\" content=\"Entdecken Sie, wie das Fourier-Theorem und die FFT Signale vom Zeit- in den Frequenzbereich transformieren und wie Sie das mit OXYGEN machen.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Fast Fourier Transformation (FFT) mit OXYGEN\" \/>\n<meta property=\"og:description\" content=\"Entdecken Sie, wie das Fourier-Theorem und die FFT Signale vom Zeit- in den Frequenzbereich transformieren und wie Sie das mit OXYGEN machen.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/\" \/>\n<meta property=\"og:site_name\" content=\"DEWETRON\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/dewetron.gmbh\" \/>\n<meta property=\"article:published_time\" content=\"2020-10-23T07:20:56+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-03T15:50:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_fft.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2048\" \/>\n\t<meta property=\"og:image:height\" content=\"909\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Bettina Dunst\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Bettina Dunst\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/\"},\"author\":{\"name\":\"Bettina Dunst\",\"@id\":\"https:\/\/www.dewetron.com\/de\/#\/schema\/person\/8f0457a73abffb512203296cd2a59159\"},\"headline\":\"Fast Fourier Transformation (FFT) mit OXYGEN\",\"datePublished\":\"2020-10-23T07:20:56+00:00\",\"dateModified\":\"2025-03-03T15:50:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/\"},\"wordCount\":6,\"publisher\":{\"@id\":\"https:\/\/www.dewetron.com\/de\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_fft.jpg\",\"articleSection\":[\"Software-Info\"],\"inLanguage\":\"de-DE\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/\",\"url\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/\",\"name\":\"Fast Fourier Transformation (FFT) mit DEWETRONs OXYGEN\",\"isPartOf\":{\"@id\":\"https:\/\/www.dewetron.com\/de\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_fft.jpg\",\"datePublished\":\"2020-10-23T07:20:56+00:00\",\"dateModified\":\"2025-03-03T15:50:10+00:00\",\"description\":\"Entdecken Sie, wie das Fourier-Theorem und die FFT Signale vom Zeit- in den Frequenzbereich transformieren und wie Sie das mit OXYGEN machen.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#breadcrumb\"},\"inLanguage\":\"de-DE\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"de-DE\",\"@id\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#primaryimage\",\"url\":\"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_fft.jpg\",\"contentUrl\":\"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_fft.jpg\",\"width\":2048,\"height\":909},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.dewetron.com\/de\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Fast Fourier Transformation (FFT) mit OXYGEN\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.dewetron.com\/de\/#website\",\"url\":\"https:\/\/www.dewetron.com\/de\/\",\"name\":\"DEWETRON\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.dewetron.com\/de\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.dewetron.com\/de\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"de-DE\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.dewetron.com\/de\/#organization\",\"name\":\"DEWETRON\",\"url\":\"https:\/\/www.dewetron.com\/de\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"de-DE\",\"@id\":\"https:\/\/www.dewetron.com\/de\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.dewetron.com\/app\/uploads\/2024\/08\/DEWETRON-logo-text-and-image.png\",\"contentUrl\":\"https:\/\/www.dewetron.com\/app\/uploads\/2024\/08\/DEWETRON-logo-text-and-image.png\",\"width\":900,\"height\":979,\"caption\":\"DEWETRON\"},\"image\":{\"@id\":\"https:\/\/www.dewetron.com\/de\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/dewetron.gmbh\",\"https:\/\/www.linkedin.com\/company\/dewetron\/\",\"https:\/\/www.instagram.com\/wearedewetron\/\",\"https:\/\/www.youtube.com\/channel\/UCE76NeVVgWF65etH8E1bOog\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.dewetron.com\/de\/#\/schema\/person\/8f0457a73abffb512203296cd2a59159\",\"name\":\"Bettina Dunst\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"de-DE\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/bf0df50dc5d25d9ea432c4399e038ca4e0ebeaae9b9c18bd51f6939f36a5a0eb?s=96&d=mm&r=g\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/bf0df50dc5d25d9ea432c4399e038ca4e0ebeaae9b9c18bd51f6939f36a5a0eb?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/bf0df50dc5d25d9ea432c4399e038ca4e0ebeaae9b9c18bd51f6939f36a5a0eb?s=96&d=mm&r=g\",\"caption\":\"Bettina Dunst\"},\"url\":\"https:\/\/www.dewetron.com\/de\/news\/author\/bettina-dunst\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Fast Fourier Transformation (FFT) mit DEWETRONs OXYGEN","description":"Entdecken Sie, wie das Fourier-Theorem und die FFT Signale vom Zeit- in den Frequenzbereich transformieren und wie Sie das mit OXYGEN machen.","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:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/","og_locale":"de_DE","og_type":"article","og_title":"Fast Fourier Transformation (FFT) mit OXYGEN","og_description":"Entdecken Sie, wie das Fourier-Theorem und die FFT Signale vom Zeit- in den Frequenzbereich transformieren und wie Sie das mit OXYGEN machen.","og_url":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/","og_site_name":"DEWETRON","article_publisher":"https:\/\/www.facebook.com\/dewetron.gmbh","article_published_time":"2020-10-23T07:20:56+00:00","article_modified_time":"2025-03-03T15:50:10+00:00","og_image":[{"width":2048,"height":909,"url":"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_fft.jpg","type":"image\/jpeg"}],"author":"Bettina Dunst","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Bettina Dunst","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#article","isPartOf":{"@id":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/"},"author":{"name":"Bettina Dunst","@id":"https:\/\/www.dewetron.com\/de\/#\/schema\/person\/8f0457a73abffb512203296cd2a59159"},"headline":"Fast Fourier Transformation (FFT) mit OXYGEN","datePublished":"2020-10-23T07:20:56+00:00","dateModified":"2025-03-03T15:50:10+00:00","mainEntityOfPage":{"@id":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/"},"wordCount":6,"publisher":{"@id":"https:\/\/www.dewetron.com\/de\/#organization"},"image":{"@id":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#primaryimage"},"thumbnailUrl":"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_fft.jpg","articleSection":["Software-Info"],"inLanguage":"de-DE"},{"@type":"WebPage","@id":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/","url":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/","name":"Fast Fourier Transformation (FFT) mit DEWETRONs OXYGEN","isPartOf":{"@id":"https:\/\/www.dewetron.com\/de\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#primaryimage"},"image":{"@id":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#primaryimage"},"thumbnailUrl":"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_fft.jpg","datePublished":"2020-10-23T07:20:56+00:00","dateModified":"2025-03-03T15:50:10+00:00","description":"Entdecken Sie, wie das Fourier-Theorem und die FFT Signale vom Zeit- in den Frequenzbereich transformieren und wie Sie das mit OXYGEN machen.","breadcrumb":{"@id":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#breadcrumb"},"inLanguage":"de-DE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/"]}]},{"@type":"ImageObject","inLanguage":"de-DE","@id":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#primaryimage","url":"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_fft.jpg","contentUrl":"https:\/\/www.dewetron.com\/app\/uploads\/2024\/10\/header_fft.jpg","width":2048,"height":909},{"@type":"BreadcrumbList","@id":"https:\/\/www.dewetron.com\/de\/news\/fast-fourier-transformation-fft-mit-oxygen\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.dewetron.com\/de\/"},{"@type":"ListItem","position":2,"name":"Fast Fourier Transformation (FFT) mit OXYGEN"}]},{"@type":"WebSite","@id":"https:\/\/www.dewetron.com\/de\/#website","url":"https:\/\/www.dewetron.com\/de\/","name":"DEWETRON","description":"","publisher":{"@id":"https:\/\/www.dewetron.com\/de\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.dewetron.com\/de\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"de-DE"},{"@type":"Organization","@id":"https:\/\/www.dewetron.com\/de\/#organization","name":"DEWETRON","url":"https:\/\/www.dewetron.com\/de\/","logo":{"@type":"ImageObject","inLanguage":"de-DE","@id":"https:\/\/www.dewetron.com\/de\/#\/schema\/logo\/image\/","url":"https:\/\/www.dewetron.com\/app\/uploads\/2024\/08\/DEWETRON-logo-text-and-image.png","contentUrl":"https:\/\/www.dewetron.com\/app\/uploads\/2024\/08\/DEWETRON-logo-text-and-image.png","width":900,"height":979,"caption":"DEWETRON"},"image":{"@id":"https:\/\/www.dewetron.com\/de\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/dewetron.gmbh","https:\/\/www.linkedin.com\/company\/dewetron\/","https:\/\/www.instagram.com\/wearedewetron\/","https:\/\/www.youtube.com\/channel\/UCE76NeVVgWF65etH8E1bOog"]},{"@type":"Person","@id":"https:\/\/www.dewetron.com\/de\/#\/schema\/person\/8f0457a73abffb512203296cd2a59159","name":"Bettina Dunst","image":{"@type":"ImageObject","inLanguage":"de-DE","@id":"https:\/\/secure.gravatar.com\/avatar\/bf0df50dc5d25d9ea432c4399e038ca4e0ebeaae9b9c18bd51f6939f36a5a0eb?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/bf0df50dc5d25d9ea432c4399e038ca4e0ebeaae9b9c18bd51f6939f36a5a0eb?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/bf0df50dc5d25d9ea432c4399e038ca4e0ebeaae9b9c18bd51f6939f36a5a0eb?s=96&d=mm&r=g","caption":"Bettina Dunst"},"url":"https:\/\/www.dewetron.com\/de\/news\/author\/bettina-dunst\/"}]}},"_links":{"self":[{"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/posts\/47242","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/comments?post=47242"}],"version-history":[{"count":4,"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/posts\/47242\/revisions"}],"predecessor-version":[{"id":56435,"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/posts\/47242\/revisions\/56435"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/media\/44029"}],"wp:attachment":[{"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/media?parent=47242"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/categories?post=47242"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dewetron.com\/de\/wp-json\/wp\/v2\/tags?post=47242"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}