🔥 内容介绍
引言： 面部形态和头颅对称性是评估人类面容美学和疾病诊断的重要指标。随着计算机技术和三维成像的发展，研究人员可以使用三维头影测量方案来量化面部形态和头颅对称性。本文将介绍一种基于三维头影测量的方法，用于量化颅面对称性和面部生长，并提供相应的代码示例。
背景： 面部形态和头颅对称性在美学和医学领域具有重要意义。对于美学来说，面部对称性被认为是面容美的重要因素之一。而在医学领域，颅面对称性的异常可能与某些疾病和疾病的发展有关。因此，准确评估面部形态和头颅对称性对于美学和医学研究具有重要意义。
方法： 本研究采用了一种基于三维头影测量的方法，用于量化颅面对称性和面部生长。该方法使用了三维成像技术，如三维摄影或激光扫描，以获取面部和头颅的三维模型。然后，通过计算面部和头颅的对称性指标，可以量化颅面对称性的程度。此外，通过比较不同年龄组的三维头影数据，可以评估面部生长的变化。
讨论： 通过使用三维头影测量方案，我们可以准确地量化颅面对称性和面部生长。这种方法具有许多优点，包括非侵入性、高精度和可重复性。通过使用面部模型和代码示例，研究人员可以更好地理解面部形态和头颅对称性的变化，并在美学和医学研究中应用这些知识。
结论： 本文介绍了一种基于三维头影测量的方法，用于量化颅面对称性和面部生长。该方法可以帮助研究人员评估面部形态和头颅对称性的变化，并在美学和医学领域中应用这些知识。通过提供代码示例，我们希望能够帮助读者更好地理解和应用这种方法。未来，我们期待这种方法在面部美学和疾病诊断中的广泛应用。
📣 部分代码
function varargout = opt_rbf(varargin)% OPT_RBF MATLAB code for opt_rbf.fig% OPT_RBF, by itself, creates a new OPT_RBF or raises the existing% singleton*.%% H = OPT_RBF returns the handle to a new OPT_RBF or the handle to% the existing singleton*.%% OPT_RBF('CALLBACK',hObject,eventData,handles,...) calls the local% function named CALLBACK in OPT_RBF.M with the given input arguments.%% OPT_RBF('Property','Value',...) creates a new OPT_RBF or raises the% existing singleton*. Starting from the left, property value pairs are% applied to the GUI before opt_rbf_OpeningFcn gets called. An% unrecognized property name or invalid value makes property application% stop. All inputs are passed to opt_rbf_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 opt_rbf% Last Modified by GUIDE v2.5 31-May-2017 14:18:12% Begin initialization code - DO NOT EDITgui_Singleton = 1;gui_State = struct('gui_Name', mfilename, ...'gui_Singleton', gui_Singleton, ...'gui_OpeningFcn', @opt_rbf_OpeningFcn, ...'gui_OutputFcn', @opt_rbf_OutputFcn, ...'gui_LayoutFcn', [] , ...'gui_Callback', []);if nargin && ischar(varargin{1})gui_State.gui_Callback = str2func(varargin{1});endif nargout[varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:});elsegui_mainfcn(gui_State, varargin{:});end% End initialization code - DO NOT EDIT% --- Executes just before opt_rbf is made visible.function opt_rbf_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 opt_rbf (see VARARGIN)% Choose default command line output for opt_rbfhandles.output = hObject;% Update handles structureguidata(hObject, handles);% UIWAIT makes opt_rbf wait for user response (see UIRESUME)% uiwait(handles.figure1);% --- Outputs from this function are returned to the command line.function varargout = opt_rbf_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 structurevarargout{1} = handles.output;function edit1_Callback(hObject, eventdata, handles)% hObject handle to edit1 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% Hints: get(hObject,'String') returns contents of edit1 as text% str2double(get(hObject,'String')) returns contents of edit1 as a double% --- Executes during object creation, after setting all properties.function edit1_CreateFcn(hObject, eventdata, handles)% hObject handle to edit1 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles empty - handles not created until after all CreateFcns called% 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');endglobal pathnamepathname=[cd,'\'];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)% Hints: get(hObject,'String') returns contents of edit2 as text% str2double(get(hObject,'String')) returns contents of edit2 as a double% --- 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% 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');endglobal pathnamepathname=[cd,'\'];% --- 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)global pathname[Xcalname,pathname]=uigetfile([pathname,'\*.*']);set(handles.edit1,'String',Xcalname)% --- Executes on button press in pushbutton2.function pushbutton2_Callback(hObject, eventdata, handles)% hObject handle to pushbutton2 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)global pathname[ycalname,pathname]=uigetfile([pathname,'\*.*']);set(handles.edit2,'String',ycalname)% --- 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)global pathname C R w Nf Nresp Xcalname ycalname ...Xtestname ytestnameclcXcalname=get(handles.edit1,'String');eval(['load ','''',[pathname,Xcalname,'''']])Xcal=eval(strtok(Xcalname,'.'));ycalname=get(handles.edit2,'String');eval(['load ','''',[pathname,ycalname,'''']])ycal=eval(strtok(ycalname,'.'));Nf=size(Xcal,2);deltaX=zeros(1,Nf);MMX=zeros(1,Nf);X=zeros(size(Xcal));for i=1:NfdeltaX(i)=max(Xcal(:,i))-min(Xcal(:,i));MMX(i)=min(Xcal(:,i))+max(Xcal(:,i));X(:,i)=(2*Xcal(:,i)-MMX(i))/deltaX(i);endNresp=size(ycal,2);deltay=zeros(1,Nresp);MMy=zeros(1,Nresp);y=zeros(size(ycal));for i=1:Nrespdeltay(i)=max(ycal(:,i))-min(ycal(:,i));MMy(i)=min(ycal(:,i))+max(ycal(:,i));y(:,i)=(2*ycal(:,i)-MMy(i))/deltay(i);enddisp('Training results')C=cell(Nresp,1);w=cell(Nresp,1);% Finds replicatesNrep=0;Irep=[];Nexp=size(X,1);for i=1:Nexp-1cont=0;for j=i+1:Nexpif norm(X(i,:)-X(j,:))==0cont=cont+1;if cont==1Nrep=Nrep+1;Irep=[Irep,[i,j]];endendendendIrep=[Irep(1),Irep(2:2:end-1),Irep(end)];for i=1:Nresp[yp(:,i),Nh(i),C{i},R(i),w{i}]=prueba(X,y(:,i));%Estimates pure error EpEp=.5*deltay(i)*std(y(Irep,i));disp(' ')disp(['Response ',int2str(i)])disp(['Architecture: ',mat2str([size(X,2),Nh(i),1])])coco=corrcoef(y(:,i),yp(:,i));disp(['R2 = ',num2str(coco(1,2))])SD=.5*deltay(i)*norm(y(:,i)-yp(:,i))/sqrt(size(ycal,1));disp(['Std. Dev. = ',num2str(SD)])disp(['CV(%) = ',num2str(50*deltay(i)*norm(y(:,i)-yp(:,i))/(sqrt(size(ycal,1))*mean(ycal(:,i))))])disp(['Pure error = ',num2str(Ep)])pLOF=probabi([SD^2/Ep^2,Nexp,Nrep]);disp(['p(LOF) = ',num2str(pLOF)])% [y-yp]endarch=[size(X,2),Nh(1),1];strnr='Resp. 1: ';ray=' - ';for i=2:Nresparch=[arch;[size(X,2),Nh(i),1]];if i<10strnr=[strnr;['Resp. ',int2str(i),': ']];elsestrnr=[strnr;['Resp.',int2str(i),': ']];endray=[ray;' - '];endset(handles.popupmenu5,'String',[strnr,num2str(arch(:,1)),ray,...num2str(arch(:,2)),ray,num2str(arch(:,3))])% Plotsleg=''' 1 ';for i=2:Nrespleg=[leg,''','' ',int2str(i)];endleg=[leg,''''];figure(1),close 1, figure(1)set(gcf,'Numbertitle','off')set(gcf,'Name','Training results')plot(y,yp,'o','Linewidth',2)hold onplot([min(y(:)),max(y(:))],[min(y(:)),max(y(:))],'--r','Linewidth',1.5)axis tighttitle('Training results','Fontsize',14)set(gca,'LineWidth',2)xlabel('Nominal response','Fontsize',14)ylabel('Estimated response','Fontsize',14)eval(['legend(',leg,')']);figure(2),close 2, figure(2)set(gcf,'Numbertitle','off')set(gcf,'Name','Training errors')subplot(2,1,1),plot(y,yp-y,'o','Linewidth',2)hold onplot([min(y(:)),max(y(:))],[0,0],'--r','Linewidth',1.5)axis tighttitle('Training errors','Fontsize',14)set(gca,'LineWidth',2)xlabel('Nominal response','Fontsize',14)ylabel('Residual','Fontsize',14)eval(['legend(',leg,')']);subplot(2,1,2),plot(yp-y,'o','Linewidth',2)axis tightset(gca,'LineWidth',2)xlabel('Sample number','Fontsize',14)ylabel('Residual','Fontsize',14)eval(['legend(',leg,')']);% Outliersfor i=1:size(yp,2)ypred(:,i)=(yp(:,i)*deltay(i)+MMy(i))/2;criti=fcrt([0.05,1,length(ypred(:,i))]);d=(ycal(:,i)-ypred(:,i)).^2;for j=1:length(ypred(:,i))Fprac=(length(ypred(:,i))-1)*d(j)/(sum(d)-d(j));ratout(i,j)=Fprac/criti;endend% ratout'for iresp=1:size(y,2)figure(2+iresp),close (2+iresp), figure(2+iresp)set(gcf,'Numbertitle','off')set(gcf,'Name','Outliers and normal plots')dy=yp(:,iresp)-y(:,iresp);subplot(2,1,1),normplot(dy)title(['Normal probability plot: response ',int2str(iresp)],'Fontsize',14)subplot(2,1,2),bar(ratout(iresp,:))xlabel('Sample number')ylabel('F ratio')title(['Outlier F ratio: response ',int2str(iresp)],'Fontsize',14)endstrnf=['Factor 1'];for i=2:Nfstrnf=[strnf;['Factor ',int2str(i)]];endset(handles.popupmenu1,'String',strnf)strnr=['Response 1'];for i=2:Nrespif i<10strnr=[strnr;['Response ',int2str(i)]];elsestrnr=[strnr;['Response',int2str(i)]];endendset(handles.popupmenu3,'String',strnr)for i=1:size(yp,2)ypred(:,i)=(yp(:,i)*deltay(i)+MMy(i))/2;endtrainres=[ycal,ypred,ycal-ypred];eval(['save ','''',[pathname,'trainresults.txt',''''],' trainres -ascii'])h=msgbox(['Training results (nominal, predicted, residuals) saved in ',pathname,'trainresults.txt']);% Fcritfunction F=fcrt(x)p=x(1);k1=x(2);k2=x(3);g1 = 2.30753;g2 = 0.27061;g3 = 0.99229;g4 = 0.04481;p0 = 0.5 - sign(0.5 - p) * (0.5 - p);z1 = sqrt(-2 * log(p0));z = z1 - (g1 + g2 * z1) / (1 + z1 * (g3 + g4 * z1));z = z * sign(0.5 - p);if k2 <= 3k4 = z / k2 ^ (0.75);z = z / (0.64 + 0.36 * (k4 + (1 - k4 + 0.25 * k4 ^ 4) / (1 + k4 ^ 8)));endk8 = 2 / (9 * k1);k9 = 2 / (9 * k2);k5 = (1 - k9) ^ 2 - k9 * z ^ 2;k6 = -(1 - k8) * (1 - k9);k7 = (1 - k8) ^ 2 - k8 * z ^ 2;F = ((sqrt(k6 ^ 2 - k5 * k7) - k6) / k5) ^ 3;% p(LOF)function y=probabi(x)f=x(1);k1=x(2);k2=x(3);d1 = 0.049867347;d2 = 0.0211410061;d3 = 0.0032776263;d4 = 0.0000380036;d5 = 0.0000488906;d6 = 0.000005383;f3 = f ^ (1 / 3);k8 = 2 / (9 * k1);k9 = 2 / (9 * k2);z = ((1 - k9) * f3 - 1 + k8) / sqrt(k9 * f3 * f3 + k8);if k2 <= 3z = z * (1 + 0.08 * z * (z / k2) ^ 3);endz9 = abs(z);z9d6 = z9 * d6;p = 1 + z9 * (d1 + z9 * (d2 + z9 * (d3 + z9 * (d4 + z9 * (d5 + z9d6)))));p = 0.5 / p ^ 16;p = sign(z) * (p - 0.5) + 0.5;p = round(p * 1000 + 0.5) / 1000;y=p;% --- 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)global pathname C R w Xcalname ycalname Xtestname ytestnamenetname=get(handles.edit3,'String');eval(['save ','''',[pathname,netname,''''],' C R w Xcalname ycalname Xtestname ytestname'])% --- 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)global pathname C R w Nf Nresp decides0 w_s0 targets lows0 highs0 ...decides0f w_s0f targetsf lows0f highs0f netnamenetname=get(handles.edit4,'String');eval(['load ','''',[pathname,netname,'''']])set(handles.popupmenu1,'Value',1)set(handles.popupmenu3,'Value',1)set(handles.popupmenu4,'Value',1)Nf=size(C{1},2)-1;strnf=['Factor 1'];for i=2:Nfstrnf=[strnf;['Factor ',int2str(i)]];endset(handles.popupmenu1,'String',strnf)set(handles.edit1,'String',Xcalname)set(handles.edit2,'String',ycalname)if exist('Xtestname')==1set(handles.edit13,'String',Xtestname)endif exist('ytestname')==1set(handles.edit14,'String',ytestname)endNresp=size(C,1);strnr=['Response 1'];for i=2:Nrespif i<10strnr=[strnr;['Response ',int2str(i)]];elsestrnr=[strnr;['Response',int2str(i)]];endendset(handles.popupmenu3,'String',strnr)decides0=5*ones(1,Nresp);w_s0=ones(1,Nresp);targets=NaN*w_s0;lows0=NaN*w_s0;highs0=NaN*w_s0;decides0f=5*ones(1,Nf);w_s0f=ones(1,Nf);targetsf=NaN*w_s0f;lows0f=NaN*w_s0f;highs0f=NaN*w_s0f;arch=[Nf,size(C{1},1),1];strnr='Resp. 1: ';ray=' - ';for i=2:Nresparch=[arch;[Nf,size(C{i},2),1]];if i<10strnr=[strnr;['Resp. ',int2str(i),': ']];elsestrnr=[strnr;['Resp.',int2str(i),': ']];endray=[ray;' - '];endset(handles.popupmenu5,'String',[strnr,num2str(arch(:,1)),ray,...num2str(arch(:,2)),ray,num2str(arch(:,3))])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)% Hints: get(hObject,'String') returns contents of edit3 as text% str2double(get(hObject,'String')) returns contents of edit3 as a double% --- 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% 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');endfunction 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)% Hints: get(hObject,'String') returns contents of edit4 as text% str2double(get(hObject,'String')) returns contents of edit4 as a double% --- 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% 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% --- 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)global pathname netname[netname,pathname]=uigetfile([pathname,'\*.mat*']);set(handles.edit4,'String',netname)% --------------------------------------------------------------------% function Untitled_1_Callback(hObject, eventdata, handles)% hObject handle to Untitled_1 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% --- Executes on selection change in popupmenu1.function popupmenu1_Callback(hObject, eventdata, handles)% hObject handle to popupmenu1 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% Hints: contents = cellstr(get(hObject,'String')) returns popupmenu1 contents as cell array% contents{get(hObject,'Value')} returns selected item from popupmenu1set(handles.popupmenu2,'Value',1)set(handles.edit5,'String','')set(handles.edit6,'String','')set(handles.edit9,'String','')set(handles.edit11,'String','')% --- Executes during object creation, after setting all properties.function popupmenu1_CreateFcn(hObject, eventdata, handles)% hObject handle to popupmenu1 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles empty - handles not created until after all CreateFcns called% Hint: popupmenu 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% --- Executes on selection change in popupmenu2.function popupmenu2_Callback(hObject, eventdata, handles)% hObject handle to popupmenu2 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% Hints: contents = cellstr(get(hObject,'String')) returns popupmenu2 contents as cell array% contents{get(hObject,'Value')} returns selected item from popupmenu2global decides0f targetsf lows0f highs0f w_s0f Xcalname ycalname ...pathname% Xcalname=get(handles.edit1,'String');% eval(['load ','''',[pathname,Xcalname,'''']])% Xcal=eval(strtok(Xcalname,'.'));% ycalname=get(handles.edit2,'String');% eval(['load ','''',[pathname,ycalname,'''']])% ycal=eval(strtok(ycalname,'.'));fresp=get(handles.popupmenu1,'Value');decides0f(fresp)=get(handles.popupmenu2,'Value');if isempty(get(handles.edit9,'String'))==0targetsf(fresp)=str2num(get(handles.edit9,'String'));elsetargetsf(fresp)=NaN;endif isempty(get(handles.edit5,'String'))==0lows0f(fresp)=str2num(get(handles.edit5,'String'));elselows0f(fresp)=NaN;endif isempty(get(handles.edit6,'String'))==0highs0f(fresp)=str2num(get(handles.edit6,'String'));elsehighs0f(fresp)=NaN;endif isempty(get(handles.edit11,'String'))==0w_s0f(fresp)=str2num(get(handles.edit11,'String'));elsew_s0f(fresp)=1;end% --- Executes during object creation, after setting all properties.function popupmenu2_CreateFcn(hObject, eventdata, handles)% hObject handle to popupmenu2 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles empty - handles not created until after all CreateFcns called% Hint: popupmenu 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% --- Executes on selection change in popupmenu3.function popupmenu3_Callback(hObject, eventdata, handles)% hObject handle to popupmenu3 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% Hints: contents = cellstr(get(hObject,'String')) returns popupmenu3 contents as cell array% contents{get(hObject,'Value')} returns selected item from popupmenu3set(handles.popupmenu4,'Value',1)set(handles.edit7,'String','')set(handles.edit8,'String','')set(handles.edit10,'String','')set(handles.edit12,'String','')% --- Executes during object creation, after setting all properties.function popupmenu3_CreateFcn(hObject, eventdata, handles)% hObject handle to popupmenu3 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles empty - handles not created until after all CreateFcns called% Hint: popupmenu 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% --- Executes on selection change in popupmenu4.function popupmenu4_Callback(hObject, eventdata, handles)% hObject handle to popupmenu4 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% Hints: contents = cellstr(get(hObject,'String')) returns popupmenu4 contents as cell array% contents{get(hObject,'Value')} returns selected item from popupmenu4global decides0 targets lows0 highs0 w_s0iresp=get(handles.popupmenu3,'Value');decides0(iresp)=get(handles.popupmenu4,'Value');if isempty(get(handles.edit10,'String'))==0targets(iresp)=str2num(get(handles.edit10,'String'));elsetargets(iresp)=NaN;endif isempty(get(handles.edit7,'String'))==0lows0(iresp)=str2num(get(handles.edit7,'String'));elselows0(iresp)=NaN;endif isempty(get(handles.edit8,'String'))==0highs0(iresp)=str2num(get(handles.edit8,'String'));elsehighs0(iresp)=NaN;endif isempty(get(handles.edit12,'String'))==0w_s0(iresp)=str2num(get(handles.edit12,'String'));elsew_s0(iresp)=1;end% --- Executes during object creation, after setting all properties.function popupmenu4_CreateFcn(hObject, eventdata, handles)% hObject handle to popupmenu4 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles empty - handles not created until after all CreateFcns called% Hint: popupmenu 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');endfunction 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)% Hints: get(hObject,'String') returns contents of edit5 as text% str2double(get(hObject,'String')) returns contents of edit5 as a double% --- 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% 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');endfunction 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)% Hints: get(hObject,'String') returns contents of edit6 as text% str2double(get(hObject,'String')) returns contents of edit6 as a double% --- 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% 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');endfunction 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)% Hints: get(hObject,'String') returns contents of edit7 as text% str2double(get(hObject,'String')) returns contents of edit7 as a double% --- 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% 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');endfunction 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)% Hints: get(hObject,'String') returns contents of edit8 as text% str2double(get(hObject,'String')) returns contents of edit8 as a double% --- 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% 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% --- 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)global decides0 w_s0 lows0 highs0 targets Nf Xcalname ycalname netname ...resul Nresp decides0f w_s0f lows0f highs0f targetsf resulf Xtestname ...ytestname pathnamedecides0(decides0==1)=5;targets(decides0~=4)=NaN;decides=decides0-1;w_s=w_s0;resul=[decides',w_s0',targets',lows0',highs0'];decides0f(decides0f==1)=5;targetsf(decides0f~=4)=NaN;decidesf=decides0f-1;w_s=w_s0f;resulf=[decidesf',w_s0f',targetsf',lows0f',highs0f'];status=close(table_opt);if status==0close table_optendXcalname=get(handles.edit1,'String');eval(['load ','''',[pathname,Xcalname,'''']])Xcal=eval(strtok(Xcalname,'.'));ycalname=get(handles.edit2,'String');eval(['load ','''',[pathname,ycalname,'''']])ycal=eval(strtok(ycalname,'.'));for i=1:size(ycal,2)if isnan(resul(i,4))==1% resul(i,4)=min(ycal(:,i));endif isnan(resul(i,5))==1% resul(i,5)=max(ycal(:,i));endendfor i=1:size(Xcal,2)if isnan(resulf(i,4))==1% resulf(i,4)=min(Xcal(:,i));endif isnan(resulf(i,5))==1% resulf(i,5)=max(Xcal(:,i));endendtable_opt% --- Executes on button press in pushbutton8.function pushbutton8_Callback(hObject, eventdata, handles)% hObject handle to pushbutton8 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% --- Executes on button press in pushbutton9.function pushbutton9_Callback(hObject, eventdata, handles)% hObject handle to pushbutton9 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)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)% Hints: get(hObject,'String') returns contents of edit10 as text% str2double(get(hObject,'String')) returns contents of edit10 as a double% --- 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% 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');endfunction 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)% Hints: get(hObject,'String') returns contents of edit9 as text% str2double(get(hObject,'String')) returns contents of edit9 as a double% --- 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% 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');endfunction 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)% Hints: get(hObject,'String') returns contents of edit11 as text% str2double(get(hObject,'String')) returns contents of edit11 as a double% --- 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% 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');endfunction 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)% Hints: get(hObject,'String') returns contents of edit12 as text% str2double(get(hObject,'String')) returns contents of edit12 as a double% --- 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% 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');endfunction 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)% Hints: get(hObject,'String') returns contents of edit14 as text% str2double(get(hObject,'String')) returns contents of edit14 as a double% --- 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% 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');endfunction 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)% Hints: get(hObject,'String') returns contents of edit13 as text% str2double(get(hObject,'String')) returns contents of edit13 as a double% --- 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% 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% --- Executes on button press in pushbutton11.function pushbutton11_Callback(hObject, eventdata, handles)% hObject handle to pushbutton11 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)global pathname ytestname[ytestname,pathname]=uigetfile([pathname,'\*.*']);set(handles.edit14,'String',ytestname)% --- Executes on button press in pushbutton10.function pushbutton10_Callback(hObject, eventdata, handles)% hObject handle to pushbutton10 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)global pathname Xtestname[Xtestname,pathname]=uigetfile([pathname,'\*.*']);set(handles.edit13,'String',Xtestname)% --- Executes on button press in pushbutton12.function pushbutton12_Callback(hObject, eventdata, handles)% hObject handle to pushbutton12 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)global pathname C R w Nf Nresp Xcalname ycalname Xtestname ytestnameclcXcalname=get(handles.edit1,'String');eval(['load ','''',[pathname,Xcalname,'''']])Xcal=eval(strtok(Xcalname,'.'));Xtestname=get(handles.edit13,'String');eval(['load ','''',[pathname,Xtestname,'''']])Xtest=eval(strtok(Xtestname,'.'));ycalname=get(handles.edit2,'String');eval(['load ','''',[pathname,ycalname,'''']])ycal=eval(strtok(ycalname,'.'));ytestname=get(handles.edit14,'String');eval(['load ','''',[pathname,ytestname,'''']])ytest=eval(strtok(ytestname,'.'));Nf=size(Xcal,2);for i=1:NfdeltaX(i)=max(Xcal(:,i))-min(Xcal(:,i));MMX(i)=min(Xcal(:,i))+max(Xcal(:,i));X(:,i)=(2*Xcal(:,i)-MMX(i))/deltaX(i);Xt(:,i)=(2*Xtest(:,i)-MMX(i))/deltaX(i);endNresp=size(ycal,2);for i=1:Nrespdeltay(i)=max(ycal(:,i))-min(ycal(:,i));MMy(i)=min(ycal(:,i))+max(ycal(:,i));y(:,i)=(2*ycal(:,i)-MMy(i))/deltay(i);yt(:,i)=(2*ytest(:,i)-MMy(i))/deltay(i);enddisp('Test results')for i=1:Nresp[ypt(:,i)]=prueba2(Xt',C{i},R(i),w{i});disp(' ')disp(['Response ',int2str(i)])coco=corrcoef(yt(:,i),ypt(:,i));disp(['R2 = ',num2str(coco(1,2))])disp(['Std. Dev. = ',num2str(.5*deltay(i)*norm(yt(:,i)-ypt(:,i))/sqrt(size(ytest,i)))])disp(['CV(%) = ',num2str(50*deltay(i)*norm(yt(:,i)-ypt(:,i))/(sqrt(size(ytest,i))*mean(ytest(:,i))))])end% Plotsleg=''' 1 ';for i=2:Nrespleg=[leg,''','' ',int2str(i)];endleg=[leg,''''];figure(1),close 1,figure(1)set(gcf,'Numbertitle','off')set(gcf,'Name','Test results')plot(yt,ypt,'o','Linewidth',2)hold onplot([min(yt(:)),max(yt(:))],[min(yt(:)),max(yt(:))],'--r','Linewidth',1.5)axis tightset(gca,'LineWidth',2)title('Test results','Fontsize',14)xlabel('Nominal response','Fontsize',14)ylabel('Estimated response','Fontsize',14)eval(['legend(',leg,',0)']);figure(2),close 2,figure(2)set(gcf,'Numbertitle','off')set(gcf,'Name','Test errors')plot(yt,ypt-yt,'o','Linewidth',2)hold onplot([min(yt(:)),max(yt(:))],[0,0],'--r','Linewidth',1.5)axis tightset(gca,'LineWidth',2)title('Test errors','Fontsize',14)xlabel('Nominal response','Fontsize',14)ylabel('Residual','Fontsize',14)eval(['legend(',leg,',0)']);for i=1:size(yt,2)ypred(:,i)=(ypt(:,i)*deltay(i)+MMy(i))/2;ynom(:,i)=(yt(:,i)*deltay(i)+MMy(i))/2;endtestres=[ynom,ypred,ynom-ypred];eval(['save ','''',[pathname,'testresults.txt',''''],' testres -ascii'])h=msgbox(['Test results (nominal, predicted, residuals) saved in ',pathname,'testresults.txt']);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)% Hints: get(hObject,'String') returns contents of edit15 as text% str2double(get(hObject,'String')) returns contents of edit15 as a double% --- 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% 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% --- Executes on selection change in popupmenu5.function popupmenu5_Callback(hObject, eventdata, handles)% hObject handle to popupmenu5 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% Hints: contents = cellstr(get(hObject,'String')) returns popupmenu5 contents as cell array% contents{get(hObject,'Value')} returns selected item from popupmenu5% --- Executes during object creation, after setting all properties.function popupmenu5_CreateFcn(hObject, eventdata, handles)% hObject handle to popupmenu5 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles empty - handles not created until after all CreateFcns called% Hint: popupmenu 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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