FFT(Fast Fourier transform):快速傅里叶变换,是DFT的工程化实现方法。
DFT直接求解太过于复杂,FFT方法根据DFT求解过程中旋转因子的性质并引入分治算法思想,大大简化计算过程,被广泛应用在频谱分析的工程实践中,如matlab,C,C++,CUDA等底层实现
1 DFT简介
频谱分析是信号处理中的重要环节,从傅里叶变换FT,到拉普拉斯变换LT,离散时间傅里叶变换DTFT,Z变换ZT,到我们所讲的离散傅里叶变换DFT(他们之间的联系和区别见我的其他博客)。
相比于其他变换,DFT被广泛应用的原因是其输入的时域信号是离散的,输出的频域结果也是离散的。这就极大方便了我们进行基于计算机的频谱计算,存储和分析,没办法数字信号处理是大趋势。
DFT变换的公式为:
但为了分析方便,在FFT的计算过程中,我们依然使用k = 0 ∼ N − 1 k = 0 \sim N-1k=0∼N−1的选取策略。也即,如下:
2 旋转因子WWW的性质
3 FFT蝶形计算证明
4 FFT计算过程
function varargout = fushidctbianhuan(varargin)
% FUSHIDCTBIANHUAN M-file for fushidctbianhuan.fig
% FUSHIDCTBIANHUAN, by itself, creates a new FUSHIDCTBIANHUAN or raises the existing
% singleton*.
%
% H = FUSHIDCTBIANHUAN returns the handle to a new FUSHIDCTBIANHUAN or the handle to
% the existing singleton*.
%
% FUSHIDCTBIANHUAN('CALLBACK',hObject,eventData,handles,...) calls the local
% function named CALLBACK in FUSHIDCTBIANHUAN.M with the given input arguments.
%
% FUSHIDCTBIANHUAN('Property','Value',...) creates a new FUSHIDCTBIANHUAN or raises the
% existing singleton*. Starting from the left, property value pairs are
% applied to the GUI before fushidctbianhuan_OpeningFunction gets called. An
% unrecognized property name or invalid value makes property application
% stop. All inputs are passed to fushidctbianhuan_OpeningFcn via varargin.
%
% *See GUI Options on GUIDE's Tools menu. Choose "GUI allows only one
% instance to run (singleton)".
%
% See also: GUIDE, GUIDATA, GUIHANDLES
% Edit the above text to modify the response to help fushidctbianhuan
% Last Modified by GUIDE v2.5 06-Apr-2014 17:16:14
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name', mfilename, ...
'gui_Singleton', gui_Singleton, ...
'gui_OpeningFcn', @fushidctbianhuan_OpeningFcn, ...
'gui_OutputFcn', @fushidctbianhuan_OutputFcn, ...
'gui_LayoutFcn', [] , ...
'gui_Callback', []);
if nargin && ischar(varargin{
1})
gui_State.gui_Callback = str2func(varargin{
1});
end
if nargout
[varargout{
1:nargout}] = gui_mainfcn(gui_State, varargin{
:});
else
gui_mainfcn(gui_State, varargin{
:});
end
% End initialization code - DO NOT EDIT
% --- Executes just before fushidctbianhuan is made visible.
function fushidctbianhuan_OpeningFcn(hObject, eventdata, handles, varargin)
% This function has no output args, see OutputFcn.
% hObject handle to figure
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% varargin command line arguments to fushidctbianhuan (see VARARGIN)
axes(handles.axes1);
img=imread('lena.bmp');
imshow(img);
axes(handles.axes2);
imgf=double(img);
imgs=fftshift(fft2(imgf));
imshow(log(1+abs(imgs)),[]);
set(handles.dct_radiobutton,'value',0);
set(handles.fft_radiobutton,'value',1);
% Choose default command line output for fushidctbianhuan
handles.output = hObject;
% Update handles structure
guidata(hObject, handles);
% UIWAIT makes fushidctbianhuan wait for user response (see UIRESUME)
% uiwait(handles.figure1);
% --- Outputs from this function are returned to the command line.
function varargout = fushidctbianhuan_OutputFcn(hObject, eventdata, handles)
% varargout cell array for returning output args (see VARARGOUT);
% hObject handle to figure
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Get default command line output from handles structure
varargout{
1} = handles.output;
% --- Executes on button press in fft_radiobutton.
function fft_radiobutton_Callback(hObject, eventdata, handles)
% hObject handle to fft_radiobutton (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
set(handles.dct_radiobutton,'value',0);
set(handles.fft_radiobutton,'value',1);
img = getimage(handles.axes1);
axes(handles.axes2);
imgf=double(img);
imgs=fftshift(fft2(imgf));
imshow(log(1+abs(imgs)),[]);
set(handles.text2,'string','傅立叶变换谱');
set(handles.text2,'fontsize',12);
set(handles.text2,'fontname','宋体');
set(handles.text2,'fontweight','bold');
% Hint: get(hObject,'Value') returns toggle state of fft_radiobutton
% --- Executes on button press in dct_radiobutton.
function dct_radiobutton_Callback(hObject, eventdata, handles)
% hObject handle to dct_radiobutton (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
set(handles.dct_radiobutton,'value',1);
set(handles.fft_radiobutton,'value',0);
img = getimage(handles.axes1);
axes(handles.axes2);
imgd=img;
imgs=dct2(imgd);
imshow(log(abs(imgs)));
set(handles.text2,'string','DCT变换系数');
set(handles.text2,'fontsize',12);
set(handles.text2,'fontname','宋体');
set(handles.text2,'fontweight','bold');
% Hint: get(hObject,'Value') returns toggle state of dct_radiobutton
% --- Executes on button press in close_button.
function close_button_Callback(hObject, eventdata, handles)
% hObject handle to close_button (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
close(fushidctbianhuan);
% --- Executes on selection change in fft_dct_pop.
function fft_dct_pop_Callback(hObject, eventdata, handles)
% hObject handle to fft_dct_pop (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
val=get(hObject,'value');
str=get(hObject,'string');
switch str{
val};
case 'lena'
lena = [];
lena = imread('lena.bmp');
img = lena;
case 'Saturn',
saturn = [];
load imdemos saturn
img = saturn;
case 'Tire',
tire = [];
load imdemos tire
img = tire;
case 'Pout',
pout = [];
load imdemos pout
img = pout;
case 'Trees',
trees = [];
load imdemos trees
img = trees;
case 'Quarter',
quarter = [];
load imdemos quarter
img = quarter;
case 'Circuit',
circuit = [];
load imdemos circuit
img = circuit;
case 'Rice',
rice = [];
load imdemos rice
img = rice;
case 'Fingerprint'
fingerprint = [];
fingerprint = imread('fingerprint.jpg');
img = fingerprint;
case 'Licenceplate'
licenceplate = [];
licenceplate = imread('licenceplate.jpg');
img = licenceplate;
case 'Haze'
haze = [];
haze = imread('haze.jpg');
img = haze;
case 'Cloudy'
cloudy = [];
cloudy = imread('cloudy.tif');
img = cloudy;
end
axes(handles.axes1);
imshow(img);
control=get(handles.fft_radiobutton,'value');
switch control;
完整代码或者代写添加QQ 1564658423