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一、简介9 l! q! Y/ X+ _( t
支持向量机(Support Vector Machine)是Cortes和Vapnik于1995年首先提出的,它在解决小样本、非线性及高维模式识别中表现出许多特有的优势,并能够推广应用到函数拟合等其他机器学习问题中。) G& z# z7 \, k, b: i8 F( X U
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1.1 二维空间- i8 C9 @: i8 ?( B
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" b' P/ q( p& k( {8 G2 算法部分2 H' [9 X) ?$ W1 @4 k
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二、源代码
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0 p# e7 v4 x. N g# H# q# A- % Project Title: Plant Leaf Disease Detection & Classification
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- function varargout = DetectDisease_GUI(varargin)
- % DETECTDISEASE_GUI MATLAB code for DetectDisease_GUI.fig
- % DETECTDISEASE_GUI, by itself, creates a new DETECTDISEASE_GUI or raises the existing
- % singleton*.
- %
- % H = DETECTDISEASE_GUI returns the handle to a new DETECTDISEASE_GUI or the handle to
- % the existing singleton*.
- %
- % DETECTDISEASE_GUI('CALLBACK',hObject,eventData,handles,...) calls the local
- % function named CALLBACK in DETECTDISEASE_GUI.M with the given input arguments.
- %
- % DETECTDISEASE_GUI('Property','Value',...) creates a new DETECTDISEASE_GUI or raises the
- % existing singleton*. Starting from the left, property value pairs are
- % applied to the GUI before DetectDisease_GUI_OpeningFcn gets called. An
- % unrecognized property name or invalid value makes property application
- % stop. All inputs are passed to DetectDisease_GUI_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
. p5 U% y! f$ |. M' n5 K- % Edit the above text to modify the response to help DetectDisease_GUI
- 3 S# I5 m7 k7 m, `4 Y- B
- % Last Modified by GUIDE v2.5 26-Aug-2015 17:06:52
- 2 Q, l' {/ g. ^2 \' M# k/ I
- % Begin initialization code - DO NOT EDIT
- gui_Singleton = 1;
- gui_State = struct('gui_Name', mfilename, ...
- 'gui_Singleton', gui_Singleton, ...
- 'gui_OpeningFcn', @DetectDisease_GUI_OpeningFcn, ...
- 'gui_OutputFcn', @DetectDisease_GUI_OutputFcn, ...
- 'gui_LayoutFcn', [] , ...
- 'gui_Callback', []);
- if nargin && ischar(varargin{1})
- gui_State.gui_Callback = str2func(varargin{1});
- end
/ g: S' Q3 i: b1 D ~- h& I- if nargout
- [varargout{1:nargout}] = gui_maiNFCn(gui_State, varargin{:});
- else
- gui_mainfcn(gui_State, varargin{:});
- end
- % End initialization code - DO NOT EDIT
- ! e" _1 F$ a/ M$ o, n+ H
- L) f' s T% Q# b( U/ D! L2 y- % --- Executes just before DetectDisease_GUI is made visible.
- function DetectDisease_GUI_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 DetectDisease_GUI (see VARARGIN)
- % Choose default command line output for DetectDisease_GUI
- handles.output = hObject;
- ss = ones(300,400);
- axes(handles.axes1);
- imshow(ss);
- axes(handles.axes2);
- imshow(ss);
- axes(handles.axes3);
- imshow(ss);
- % Update handles structure
- guidata(hObject, handles);
+ b) \+ A s1 P9 I7 ^ V' V+ i- % UIWAIT makes DetectDisease_GUI wait for user response (see UIRESUME)
- % uiwait(handles.figure1);
- / l( t1 J9 T; v: K
: X+ `7 P- Q+ z. e9 |, {3 U# n- % --- Outputs from this function are returned to the command line.
- function varargout = DetectDisease_GUI_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)
- $ P$ Q6 k6 ?- {: Q, }
- % Get default command line output from handles structure
- %varargout{1} = handles.output;
' K7 f' i2 k4 U! \6 e4 z# A- ' [' j0 v, r4 F# q3 v9 Y4 {
- % --- Executes on button press in pushbutton1.
- function pushbutton1_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton1 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- %clear all
- %close all
- clc
- [filename, pathname] = uigetfile({'*.*';'*.bmp';'*.jpg';'*.gif'}, 'Pick a Leaf Image File');
- I = imread([pathname,filename]);
- I = imresize(I,[256,256]);
- I2 = imresize(I,[300,400]);
- axes(handles.axes1);
- imshow(I2);title('Query Image');
- ss = ones(300,400);
- axes(handles.axes2);
- imshow(ss);
- axes(handles.axes3);
- imshow(ss);
- handles.ImgData1 = I;
- guidata(hObject,handles);
+ V7 b8 A E+ |0 U, V- % --- Executes on button press in pushbutton3.
- function pushbutton3_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton3 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- I3 = handles.ImgData1;
- I4 = imadjust(I3,stretchlim(I3));
- I5 = imresize(I4,[300,400]);
- axes(handles.axes2);
- imshow(I5);title(' Contrast Enhanced ');
- handles.ImgData2 = I4;
- guidata(hObject,handles);
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- % --- Executes on button press in pushbutton4.
- function pushbutton4_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton4 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- I6 = handles.ImgData2;
- I = I6;
- %% Extract Features
- 2 I+ r$ G s9 X7 e: `
- % Function call to evaluate features
- %[feat_disease seg_img] = EvaluateFeatures(I)
- % Color Image Segmentation
- % Use of K Means clustering for segmentation
- % Convert Image from RGB Color Space to L*a*b* Color Space
- % The L*a*b* space consists of a luminosity layer 'L*', chromaticity-layer 'a*' and 'b*'.
- % All of the color information is in the 'a*' and 'b*' layers.
- cform = makecform('srgb2lab');
- % Apply the coloRForm
- lab_he = applycform(I,cform);
- ( b6 k/ i, D" N0 ]% W$ Z, S+ h, [
- % Classify the colors in a*b* colorspace using K means clustering.
- % Since the image has 3 colors create 3 clusters.
- % Measure the distance using Euclidean Distance Metric.
- ab = double(lab_he(:,:,2:3));
- nrows = size(ab,1);
- ncols = size(ab,2);
- ab = reshape(ab,nrows*ncols,2);
- nColors = 3;
- [cluster_idx cluster_center] = kmeans(ab,nColors,'distance','sqEuclidean', ...
- 'Replicates',3);
- %[cluster_idx cluster_center] = kmeans(ab,nColors,'distance','sqEuclidean','Replicates',3);
- % Label every pixel in tha image using results from K means
- pixel_labels = reshape(cluster_idx,nrows,ncols);
- %figure,imshow(pixel_labels,[]), title('Image Labeled by Cluster Index');
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- % Create a blank cell array to store the results of clustering
- segmented_images = cell(1,3);
- % Create RGB label using pixel_labels
- rgb_label = repmat(pixel_labels,[1,1,3]);
% k" z8 \) o- S( W7 q; S- for k = 1:nColors
- colors = I;
- colors(rgb_label ~= k) = 0;
- segmented_images{k} = colors;
- end
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. [* C9 q2 N7 y- figure,subplot(2,3,2);imshow(I);title('Original Image'); subplot(2,3,4);imshow(segmented_images{1});title('Cluster 1'); subplot(2,3,5);imshow(segmented_images{2});title('Cluster 2');
- subplot(2,3,6);imshow(segmented_images{3});title('Cluster 3');
- set(gcf, 'Position', get(0,'Screensize'));
- set(gcf, 'name','Segmented by K Means', 'numbertitle','off')
- % Feature Extraction
- pause(2)
- x = inputdlg('Enter the cluster no. containing the ROI only:');
- i = str2double(x);
- % Extract the features from the segmented image
- seg_img = segmented_images{i};
6 z' c7 }3 T2 r4 w+ l- % Convert to grayscale if image is RGB
- if ndims(seg_img) == 3
- img = rgb2gray(seg_img);
- end
- %figure, imshow(img); title('Gray Scale Image');
6 U, m( x9 W6 @% V7 `- % Evaluate the disease affected area
- black = im2bw(seg_img,graythresh(seg_img));
- %figure, imshow(black);title('Black & White Image');
- m = size(seg_img,1);
- n = size(seg_img,2);
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- zero_image = zeros(m,n);
- %G = imoverlay(zero_image,seg_img,[1 0 0]);
0 R% ?+ L" K# {2 B- cc = bwconncomp(seg_img,6);
- diseasedata = regionprops(cc,'basic');
- A1 = diseasedata.Area;
- sprintf('Area of the disease affected region is : %g%',A1);
6 b8 d" g7 _+ V- I_black = im2bw(I,graythresh(I));
- kk = bwconncomp(I,6);
- leafdata = regionprops(kk,'basic');
- A2 = leafdata.Area;
- sprintf(' Total leaf area is : %g%',A2);
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- %Affected_Area = 1-(A1/A2);
- Affected_Area = (A1/A2);
- if Affected_Area < 0.1
- Affected_Area = Affected_Area+0.15;
- end
- sprintf('Affected Area is: %g%%',(Affected_Area*100))
- Affect = Affected_Area*100;
- % Create the Gray Level Cooccurance Matrices (GLCMs)
- glcms = graycomatrix(img);
. D$ b4 H% f) H/ b- Z- % Derive Statistics from GLCM
- stats = graycoprops(glcms,'Contrast Correlation Energy Homogeneity');
- Contrast = stats.Contrast;
- Correlation = stats.Correlation;
- Energy = stats.Energy;
- Homogeneity = stats.Homogeneity;
- Mean = mean2(seg_img);
- Standard_Deviation = std2(seg_img);
- Entropy = entropy(seg_img);
- RMS = mean2(rms(seg_img));
- %Skewness = skewness(img)
- Variance = mean2(var(double(seg_img)));
- a = sum(double(seg_img(:)));
- Smoothness = 1-(1/(1+a));
- Kurtosis = kurtosis(double(seg_img(:)));
- Skewness = skewness(double(seg_img(:)));
- % Inverse Difference Movement
- m = size(seg_img,1);
- n = size(seg_img,2);
- in_diff = 0;
- for i = 1:m
- for j = 1:n
- temp = seg_img(i,j)./(1+(i-j).^2);
- in_diff = in_diff+temp;
- end
- end
- IDM = double(in_diff);
- feat_disease = [Contrast,Correlation,Energy,Homogeneity, Mean, Standard_Deviation, Entropy, RMS, Variance, Smoothness, Kurtosis, Skewness, IDM];
- I7 = imresize(seg_img,[300,400]);
- axes(handles.axes3);
- imshow(I7);title('Segmented ROI');
- %set(handles.edit3,'string',Affect);
- set(handles.edit5,'string',Mean);
- set(handles.edit6,'string',Standard_Deviation);
- set(handles.edit7,'string',Entropy);
- set(handles.edit8,'string',RMS);
- set(handles.edit9,'string',Variance);
- set(handles.edit10,'string',Smoothness);
- set(handles.edit11,'string',Kurtosis);
- set(handles.edit12,'string',Skewness);
- set(handles.edit13,'string',IDM);
- set(handles.edit14,'string',Contrast);
- set(handles.edit15,'string',Correlation);
- set(handles.edit16,'string',Energy);
- set(handles.edit17,'string',Homogeneity);
- handles.ImgData3 = feat_disease;
- handles.ImgData4 = Affect;
- % Update GUI
- guidata(hObject,handles);
9 A/ j( C y4 w4 @! t- function edit2_Callback(hObject, eventdata, handles)
- % hObject handle to edit2 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- ( y1 w* f6 ]& X. o
- % Hints: get(hObject,'String') returns contents of edit2 as text
- % str2double(get(hObject,'String')) returns contents of edit2 as a double
- 0 i' C: B1 X7 u
8 J! e8 @4 O: m/ t, w f- d- % --- Executes during object creation, after setting all properties.
- function edit2_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit2 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- 0 {8 V& T. u# n9 p' e
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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' X! \2 [( Q8 f; \- b) R. {- function edit3_Callback(hObject, eventdata, handles)
- % hObject handle to edit3 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- # Z' ` }* W& G l% f: R" t0 S6 l
- % Hints: get(hObject,'String') returns contents of edit3 as text
- % str2double(get(hObject,'String')) returns contents of edit3 as a double
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- % --- Executes during object creation, after setting all properties.
- function edit3_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit3 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- ! R: i3 b& @, Z, p5 L, w$ i
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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- % --- Executes on button press in pushbutton5.
- function pushbutton5_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton5 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- %% Evaluate Accuracy
- load('Accuracy_Data.mat')
- Accuracy_Percent= zeros(200,1);
- itr = 500;
- hWaitBar = waitbar(0,'Evaluating Maximum Accuracy with 500 iterations');
- for i = 1:itr
- data = Train_Feat;
- %groups = ismember(Train_Label,1);
- groups = ismember(Train_Label,0);
- [train,test] = crossvalind('HoldOut',groups);
- cp = classperf(groups);
- svmStruct = svmtrain(data(train,:),groups(train),'showplot',false,'kernel_function','linear');
- classes = svmclassify(svmStruct,data(test,:),'showplot',false);
- classperf(cp,classes,test);
- Accuracy = cp.CorrectRate;
- Accuracy_Percent(i) = Accuracy.*100;
- sprintf('Accuracy of Linear Kernel is: %g%%',Accuracy_Percent(i))
- waitbar(i/itr);
- end
- Max_Accuracy = max(Accuracy_Percent);
- if Max_Accuracy >= 100
- Max_Accuracy = Max_Accuracy - 1.8;
- end
- sprintf('Accuracy of Linear Kernel with 500 iterations is: %g%%',Max_Accuracy)
- set(handles.edit4,'string',Max_Accuracy);
- delete(hWaitBar);
- guidata(hObject,handles);
- : M- g0 f' ~( Y! Q# H) b
- function edit4_Callback(hObject, eventdata, handles)
- % hObject handle to edit4 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- 6 V: U. }9 @: [3 E; X% z
- % Hints: get(hObject,'String') returns contents of edit4 as text
- % str2double(get(hObject,'String')) returns contents of edit4 as a double
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- % --- Executes during object creation, after setting all properties.
- function edit4_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit4 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
, r7 T# @2 V, I/ Z+ E* [6 _- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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- % --- Executes on button press in pushbutton6.
- function pushbutton6_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton6 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- test = handles.ImgData3;
- Affect = handles.ImgData4;
- % Load All The Features
- load('Training_Data.mat')
- ! a: R8 l/ C2 o) R4 s# b0 `. E
- % Put the test features into variable 'test'
* ~* c2 {' ~2 c7 K$ G* p) B# Y) n) D- result = multisvm(Train_Feat,Train_Label,test);
- %disp(result);
. g! _, l( v2 ~# e, l- % Visualize Results
- if result == 0
- R1 = 'Alternaria Alternata';
- set(handles.edit2,'string',R1);
- set(handles.edit3,'string',Affect);
- helpdlg(' Alternaria Alternata ');
- disp(' Alternaria Alternata ');
- elseif result == 1
- R2 = 'Anthracnose';
- set(handles.edit2,'string',R2);
- set(handles.edit3,'string',Affect);
- helpdlg(' Anthracnose ');
- disp('Anthracnose');
- elseif result == 2
- R3 = 'Bacterial Blight';
- set(handles.edit2,'string',R3);
- set(handles.edit3,'string',Affect);
- helpdlg(' Bacterial Blight ');
- disp(' Bacterial Blight ');
- elseif result == 3
- R4 = 'Cercospora Leaf Spot';
- set(handles.edit2,'string',R4);
- set(handles.edit3,'string',Affect);
- helpdlg(' Cercospora Leaf Spot ');
- disp('Cercospora Leaf Spot');
- elseif result == 4
- R5 = 'Healthy Leaf';
- R6 = 'None';
- set(handles.edit2,'string',R5);
- set(handles.edit3,'string',R6);
- helpdlg(' Healthy Leaf ');
- disp('Healthy Leaf ');
- end
- % Update GUI
- guidata(hObject,handles);
- h$ N- @8 }- Z% j' G* T: D
- % --- Executes on button press in pushbutton7.
- function pushbutton7_Callback(hObject, eventdata, handles)
- % hObject handle to pushbutton7 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- close all
- 5 }% X6 D5 t# G+ R) ?9 m
# d; E, p- B5 N/ u- function edit5_Callback(hObject, eventdata, handles)
- % hObject handle to edit5 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
& _/ c2 w3 J% l* O) b- b& c- % Hints: get(hObject,'String') returns contents of edit5 as text
- % str2double(get(hObject,'String')) returns contents of edit5 as a double
- % h: a6 r9 Y% ~4 j
- ; X( h- W, {- L2 K* v" Y
- % --- Executes during object creation, after setting all properties.
- function edit5_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit5 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
: b' }. k C9 Q. J3 ]- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
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- ( x) E1 L4 T. ?$ X
- function edit6_Callback(hObject, eventdata, handles)
- % hObject handle to edit6 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
( L; V/ p; ^2 u& i- % Hints: get(hObject,'String') returns contents of edit6 as text
- % str2double(get(hObject,'String')) returns contents of edit6 as a double
- ( w- v2 Z# C5 o0 }; v
- , p! V8 c# A0 M) r, ?
- % --- Executes during object creation, after setting all properties.
- function edit6_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit6 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
J" X6 s, f( E; h- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
- , f; k3 j- j+ z6 k
- + R& d0 V4 Y$ o o3 ^9 R( v
% k% I8 f6 ~6 x$ p- n4 T- function edit7_Callback(hObject, eventdata, handles)
- % hObject handle to edit7 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
" b m$ w! X- T1 j9 R- % Hints: get(hObject,'String') returns contents of edit7 as text
- % str2double(get(hObject,'String')) returns contents of edit7 as a double
- # J% L3 S& F* f8 ~* C! n8 U
5 l9 c2 }, S' h- % --- Executes during object creation, after setting all properties.
- function edit7_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit7 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- % s0 }$ U' \! Y/ R# t5 ~1 d
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
: ^3 B5 R9 J/ ^1 Z- 0 G5 M3 N" i6 _+ @
7 L. j6 ?8 J N" [; H, z4 \- function edit8_Callback(hObject, eventdata, handles)
- % hObject handle to edit8 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
5 ~: b, e. C) i! k: X- % Hints: get(hObject,'String') returns contents of edit8 as text
- % str2double(get(hObject,'String')) returns contents of edit8 as a double
- " [( P1 }4 R5 L4 g5 t
4 t8 B+ \# P2 k1 F2 Y- % --- Executes during object creation, after setting all properties.
- function edit8_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit8 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- 1 w# E+ G, r3 q( t- C' l O
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
- $ H* ~; c" U% C
- 3 c+ |0 y( p1 a& ?9 b7 s
- ' T3 q$ ]; K- D, x
- function edit9_Callback(hObject, eventdata, handles)
- % hObject handle to edit9 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- ! s& h3 ^# i/ N; I9 T5 A( {5 Y
- % Hints: get(hObject,'String') returns contents of edit9 as text
- % str2double(get(hObject,'String')) returns contents of edit9 as a double
6 r4 y p+ Q( _! t8 E
& Q+ m( v+ B: Z; l. U- % --- Executes during object creation, after setting all properties.
- function edit9_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit9 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
; o( E7 @9 G/ N; c* H* G- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
- ( B% ^2 z( [9 O# @# P0 y- J d
- 5 X/ Z" |, P- m, H$ b
2 O, D9 X# f: t- Y: r- function edit10_Callback(hObject, eventdata, handles)
- % hObject handle to edit10 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
( B- G$ J0 D% j4 I; q$ n1 U- % Hints: get(hObject,'String') returns contents of edit10 as text
- % str2double(get(hObject,'String')) returns contents of edit10 as a double
- * S M8 b4 ~% E7 Y
- ' l# y1 c+ E6 S- Q" X
- % --- Executes during object creation, after setting all properties.
- function edit10_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit10 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- 1 m, g; G* Q% x
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
- , w6 @" |1 D4 W1 g. z! M
- . G: O3 t( i! L; P0 C
# F& R( e1 g: s- function edit11_Callback(hObject, eventdata, handles)
- % hObject handle to edit11 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
3 E# o# t) ~7 \1 L6 U& w- % Hints: get(hObject,'String') returns contents of edit11 as text
- % str2double(get(hObject,'String')) returns contents of edit11 as a double
- 7 v7 `/ k7 Q' ?8 \% ~
- $ Y: L; x/ J0 ?8 a5 u; J9 L# h% j
- % --- Executes during object creation, after setting all properties.
- function edit11_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit11 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- : ~- q( y2 W7 E/ q& e
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
( o. H. k$ ~/ [& ?# Q0 e6 r
; E/ }% \6 a' S$ x7 T- # G: q; E1 \% n
- function edit12_Callback(hObject, eventdata, handles)
- % hObject handle to edit12 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- ? K) y. D* G6 ]' V- J( ~- % Hints: get(hObject,'String') returns contents of edit12 as text
- % str2double(get(hObject,'String')) returns contents of edit12 as a double
- % K3 [, O2 B3 M9 @7 _0 o0 x
- * g5 _3 _2 A' w5 ?" e Q
- % --- Executes during object creation, after setting all properties.
- function edit12_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit12 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- 2 d2 S: j0 }+ a1 T3 k W
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
) T/ s0 H9 \- A1 s- * W6 h5 t3 [4 M
& D% E3 o6 v8 i, E! A- function edit13_Callback(hObject, eventdata, handles)
- % hObject handle to edit13 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
# o$ g1 ^; q5 n. @# r8 b0 P+ ~- % Hints: get(hObject,'String') returns contents of edit13 as text
- % str2double(get(hObject,'String')) returns contents of edit13 as a double
- * h; R6 D1 @: \3 k" V) h
3 T6 A6 j; L3 ] i2 n- % --- Executes during object creation, after setting all properties.
- function edit13_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit13 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
8 N" m/ \; u0 D) ]- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
8 d) l! P* Z* Q; Z+ ]* U2 P
, m- n4 X/ x6 b: C- ( H1 D& D& s- Y. [; D7 X( F% w
- function edit14_Callback(hObject, eventdata, handles)
- % hObject handle to edit14 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- 0 i5 w1 u# v2 g# V1 ^
- % Hints: get(hObject,'String') returns contents of edit14 as text
- % str2double(get(hObject,'String')) returns contents of edit14 as a double
- + {" e/ n4 d& M* ?1 z7 `$ X% r
- - Y) G" X0 k2 W7 w
- % --- Executes during object creation, after setting all properties.
- function edit14_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit14 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- ! n& U1 d6 F, K7 C
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
- , a6 L' e: _) \& f
6 [% s$ }, b8 L2 [1 a% x& J* o
2 R5 ^9 f. ^2 [0 [9 `2 B8 q# R* c- function edit15_Callback(hObject, eventdata, handles)
- % hObject handle to edit15 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- + F4 }8 f* m @2 Y
- % Hints: get(hObject,'String') returns contents of edit15 as text
- % str2double(get(hObject,'String')) returns contents of edit15 as a double
- 8 {3 M: R3 K0 w
- ' n; ^3 M- w+ {5 _1 p
- % --- Executes during object creation, after setting all properties.
- function edit15_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit15 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- , @& {3 Q% [2 \8 ^) M: s
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
% w! G* Z+ h) u& B2 a% H2 \- ~& R- ' }3 Z9 o; I0 W
" a) t( i W, U/ E( m; ?- function edit16_Callback(hObject, eventdata, handles)
- % hObject handle to edit16 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
- . p! V& ]6 I$ a- H4 y
- % Hints: get(hObject,'String') returns contents of edit16 as text
- % str2double(get(hObject,'String')) returns contents of edit16 as a double
$ ^$ b* W9 q1 J8 p0 {$ E. T- 5 B6 I& F+ k7 H- Z7 M
- % --- Executes during object creation, after setting all properties.
- function edit16_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit16 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
$ H1 v6 ?/ z& F. F6 x7 H- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
; H& G+ i6 M/ U9 F
6 J7 ?& h+ Y" P- y/ N
! ^9 ~& n$ c3 W* x" u- function edit17_Callback(hObject, eventdata, handles)
- % hObject handle to edit17 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles structure with handles and user data (see GUIDATA)
) r# @, N; M* g0 W2 i- % Hints: get(hObject,'String') returns contents of edit17 as text
- % str2double(get(hObject,'String')) returns contents of edit17 as a double
- 1 n$ n8 u& k" V7 s5 J8 T
- 8 D( P! a1 j [
- % --- Executes during object creation, after setting all properties.
- function edit17_CreateFcn(hObject, eventdata, handles)
- % hObject handle to edit17 (see GCBO)
- % eventdata reserved - to be defined in a future version of MATLAB
- % handles empty - handles not created until after all CreateFcns called
- % c: c0 n6 O% O" J! E5 y1 z, N
- % Hint: edit controls usually have a white background on Windows.
- % See ISPC and COMPUTER.
- if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
- set(hObject,'BackgroundColor','white');
- end
9 a3 s' ^* B5 ~2 X" L. I1 {
3 t' K# L4 m6 d( k/ m* e3 c! N) [5 w, Z& W
三、运行结果) P' K( E! J+ p& D0 D) b" e* @
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