├── Cdata ├── 17mm_X.mat ├── 17mm_Y.mat ├── 27mm_X.mat ├── 27mm_Y.mat ├── Xf1.mat ├── Xf10.mat ├── Xf11.mat ├── Xf12.mat ├── Xf13.mat ├── Xf14.mat ├── Xf15.mat ├── Xf16.mat ├── Xf17.mat ├── Xf18.mat ├── Xf19.mat ├── Xf2.mat ├── Xf20.mat ├── Xf3.mat ├── Xf4.mat ├── Xf5.mat ├── Xf6.mat ├── Xf7.mat ├── Xf8.mat ├── Xf9.mat ├── Xnormal.mat ├── Yf1.mat ├── Yf10.mat ├── Yf11.mat ├── Yf12.mat ├── Yf13.mat ├── Yf14.mat ├── Yf15.mat ├── Yf16.mat ├── Yf17.mat ├── Yf18.mat ├── Yf19.mat ├── Yf2.mat ├── Yf20.mat ├── Yf3.mat ├── Yf4.mat ├── Yf5.mat ├── Yf6.mat ├── Yf7.mat ├── Yf8.mat ├── Yf9.mat └── Ynormal.mat ├── Interface_code ├── DD_Result.fig ├── DD_Result.m ├── Evaluation_GUI.fig ├── Evaluation_GUI.m ├── Evaluation_GUI_2.fig ├── Evaluation_GUI_2.m ├── FAR_Result.fig ├── FAR_Result.m ├── FDR_Result.fig ├── FDR_Result.m ├── Process_monitoring_Toolbox.fig ├── Process_monitoring_Toolbox.m ├── Study_GUI.fig ├── Study_GUI.m ├── Study_GUI_test.fig ├── Study_GUI_test.m ├── Users_function.m ├── monitoring_GUI.fig ├── monitoring_GUI.m └── mywaitbar.m ├── TCPIP ├── TCP_client.fig ├── TCP_client.m ├── TargetToTargetTCP.m ├── TargetToTargetTCPServer.slx ├── UDP_receive.fig ├── client.m ├── number2.asv ├── number2.m ├── server.m └── zk101.xls ├── Users ├── Users_function.m └── user_function_introduction.txt ├── data_library ├── Z_obs_mode1.mat ├── Z_obs_mode1_X _1-40.xlsx ├── Z_obs_mode1_X.xlsx ├── Z_obs_mode1_Y_50.xlsx ├── Z_obs_mode1_f1.mat ├── Z_obs_mode1_f1_X.xlsx ├── Z_obs_mode1_f1_X_1-40.xlsx ├── Z_obs_mode1_f1_Y_50.xlsx ├── data1800_X.mat ├── data1800_Y.mat ├── data_TE │ ├── Cdata │ │ ├── Xf1.mat │ │ ├── Xf10.mat │ │ ├── Xf11.mat │ │ ├── Xf12.mat │ │ ├── Xf13.mat │ │ ├── Xf14.mat │ │ ├── Xf15.mat │ │ ├── Xf16.mat │ │ ├── Xf17.mat │ │ ├── Xf18.mat │ │ ├── Xf19.mat │ │ ├── Xf2.mat │ │ ├── Xf20.mat │ │ ├── Xf3.mat │ │ ├── Xf4.mat │ │ ├── Xf5.mat │ │ ├── Xf6.mat │ │ ├── Xf7.mat │ │ ├── Xf8.mat │ │ ├── Xf9.mat │ │ ├── Xnormal.mat │ │ ├── Yf1.mat │ │ ├── Yf10.mat │ │ ├── Yf11.mat │ │ ├── Yf12.mat │ │ ├── Yf13.mat │ │ ├── Yf14.mat │ │ ├── Yf15.mat │ │ ├── Yf16.mat │ │ ├── Yf17.mat │ │ ├── Yf18.mat │ │ ├── Yf19.mat │ │ ├── Yf2.mat │ │ ├── Yf20.mat │ │ ├── Yf3.mat │ │ ├── Yf4.mat │ │ ├── Yf5.mat │ │ ├── Yf6.mat │ │ ├── Yf7.mat │ │ ├── Yf8.mat │ │ ├── Yf9.mat │ │ └── Ynormal.mat │ ├── Z_obs_mode1.mat │ ├── Z_obs_mode1_f1.mat │ ├── Z_obs_mode1_f10.mat │ ├── Z_obs_mode1_f11.mat │ ├── Z_obs_mode1_f12.mat │ ├── Z_obs_mode1_f13.mat │ ├── Z_obs_mode1_f14.mat │ ├── Z_obs_mode1_f15.mat │ ├── Z_obs_mode1_f16.mat │ ├── Z_obs_mode1_f17.mat │ ├── Z_obs_mode1_f18.mat │ ├── Z_obs_mode1_f19.mat │ ├── Z_obs_mode1_f2.mat │ ├── Z_obs_mode1_f20.mat │ ├── Z_obs_mode1_f3.mat │ ├── Z_obs_mode1_f4.mat │ ├── Z_obs_mode1_f5.mat │ ├── Z_obs_mode1_f6.mat │ ├── Z_obs_mode1_f7.mat │ ├── Z_obs_mode1_f8.mat │ ├── Z_obs_mode1_f9.mat │ └── data_TE │ │ ├── Z_obs_mode1.mat │ │ ├── Z_obs_mode1_f1.mat │ │ ├── Z_obs_mode1_f10.mat │ │ ├── Z_obs_mode1_f11.mat │ │ ├── Z_obs_mode1_f12.mat │ │ ├── Z_obs_mode1_f13.mat │ │ ├── Z_obs_mode1_f14.mat │ │ ├── Z_obs_mode1_f15.mat │ │ ├── Z_obs_mode1_f16.mat │ │ ├── Z_obs_mode1_f17.mat │ │ ├── Z_obs_mode1_f18.mat │ │ ├── Z_obs_mode1_f19.mat │ │ ├── Z_obs_mode1_f2.mat │ │ ├── Z_obs_mode1_f20.mat │ │ ├── Z_obs_mode1_f3.mat │ │ ├── Z_obs_mode1_f4.mat │ │ ├── Z_obs_mode1_f5.mat │ │ ├── Z_obs_mode1_f6.mat │ │ ├── Z_obs_mode1_f7.mat │ │ ├── Z_obs_mode1_f8.mat │ │ ├── Z_obs_mode1_f9.mat │ │ ├── _l1.fig │ │ ├── f1_l1.fig │ │ ├── fault1-1,2,3,4.fig │ │ ├── fault1-1.fig │ │ ├── fault1-2.fig │ │ ├── fault1-3.fig │ │ ├── fault1-4.fig │ │ ├── fault1.fig │ │ ├── fault19-4.fig │ │ ├── fault2.fig │ │ ├── fault3.fig │ │ └── residual.fig ├── mill X.xlsx ├── mill Y.xlsx ├── mill fault X.xlsx ├── mill fault Y.xlsx ├── mill fault.xlsx ├── mill normal.mat ├── mill normal.xlsx ├── millX.mat ├── millY.mat ├── mill_data_fault.mat ├── mill_data_fault_X.mat ├── mill_data_fault_Y.mat └── 热连轧 │ ├── pkx101.xlsx │ ├── pkx102.xlsx │ ├── pxd_test.m │ └── 基于动态全潜结构投影的热连轧厚度监控.pdf ├── detection ├── CCA_detection.m ├── DCCA_detection.m ├── DDPCA_detection.m ├── DDPLS_detection.m ├── DPCA_detection.m ├── DPLS_detection.m ├── ICA_detection.m ├── KPCA_detection.m ├── KPLS_detection.m ├── PCA_detection.m ├── PLS_detection.m └── data_standardization.m ├── model_introduce ├── CCA_code.docx ├── CCA_nomal.txt ├── DCCA_code.docx ├── DCCA_nomal.txt ├── DPCA_code.docx ├── DPCA_nomal.txt ├── DPLS_code.docx ├── DPLS_nomal.txt ├── ICA_code.docx ├── ICA_nomal.txt ├── KPCA_code.docx ├── KPCA_nomal.txt ├── KPLS_code.docx ├── KPLS_nomal.txt ├── PCA_code.docx ├── PCA_nomal.txt ├── PLS_code.docx └── PLS_nomal.txt ├── nomal_modle_library ├── CCA_nomal.m ├── CCA_nomal.txt ├── ComCon.m ├── DCCA_nomal.m ├── DCCA_nomal.txt ├── DDPCA_nomal.m ├── DDPLS_nomal.m ├── DPCA_nomal.m ├── DPCA_nomal.txt ├── DPLS_nomal.m ├── DPLS_nomal.txt ├── ICA_nomal.m ├── ICA_nomal.txt ├── IDPCA_nomal.m ├── IDPLS_nomal.m ├── KPCA_nomal.m ├── KPCA_nomal.txt ├── KPLS_nomal.m ├── 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MATLAB code for DD_Result.fig 3 | % DD_RESULT, by itself, creates a new DD_RESULT or raises the existing 4 | % singleton*. 5 | % 6 | % H = DD_RESULT returns the handle to a new DD_RESULT or the handle to 7 | % the existing singleton*. 8 | % 9 | % DD_RESULT('CALLBACK',hObject,eventData,handles,...) calls the local 10 | % function named CALLBACK in DD_RESULT.M with the given input arguments. 11 | % 12 | % DD_RESULT('Property','Value',...) creates a new DD_RESULT or raises the 13 | % existing singleton*. Starting from the left, property value pairs are 14 | % applied to the GUI before DD_Result_OpeningFcn gets called. An 15 | % unrecognized property name or invalid value makes property application 16 | % stop. All inputs are passed to DD_Result_OpeningFcn via varargin. 17 | % 18 | % *See GUI Options on GUIDE's Tools menu. Choose "GUI allows only one 19 | % instance to run (singleton)". 20 | % 21 | % See also: GUIDE, GUIDATA, GUIHANDLES 22 | 23 | % Edit the above text to modify the response to help DD_Result 24 | 25 | % Last Modified by GUIDE v2.5 24-Nov-2017 17:04:50 26 | 27 | % Begin initialization code - DO NOT EDIT 28 | gui_Singleton = 1; 29 | gui_State = struct('gui_Name', mfilename, ... 30 | 'gui_Singleton', gui_Singleton, ... 31 | 'gui_OpeningFcn', @DD_Result_OpeningFcn, ... 32 | 'gui_OutputFcn', @DD_Result_OutputFcn, ... 33 | 'gui_LayoutFcn', [] , ... 34 | 'gui_Callback', []); 35 | if nargin && ischar(varargin{1}) 36 | gui_State.gui_Callback = str2func(varargin{1}); 37 | end 38 | 39 | if nargout 40 | [varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:}); 41 | else 42 | gui_mainfcn(gui_State, varargin{:}); 43 | end 44 | % End initialization code - DO NOT EDIT 45 | 46 | 47 | % --- Executes just before DD_Result is made visible. 48 | function DD_Result_OpeningFcn(hObject, eventdata, handles, varargin) 49 | % This function has no output args, see OutputFcn. 50 | % hObject handle to figure 51 | % eventdata reserved - to be defined in a future version of MATLAB 52 | % handles structure with handles and user data (see GUIDATA) 53 | % varargin command line arguments to DD_Result (see VARARGIN) 54 | 55 | % Choose default command line output for DD_Result 56 | handles.output = hObject; 57 | 58 | 59 | 60 | global detection_delay 61 | global all_Evaluation 62 | 63 | 64 | axes(handles.axes1); 65 | cla reset 66 | t=1:length(detection_delay); 67 | bar(t,detection_delay,0.5); 68 | set(gca, 'XTickLabel', all_Evaluation) ; 69 | set(gca, 'XTickLabelRotation',45); 70 | for i = 1:length(detection_delay) 71 | text(i,1.4+detection_delay(i),num2str(detection_delay(i)),'VerticalAlignment','middle','HorizontalAlignment','center'); 72 | end 73 | xlabel('Methods'); 74 | ylabel('Detection Delay'); 75 | 76 | 77 | % Update handles structure 78 | guidata(hObject, handles); 79 | 80 | 81 | % UIWAIT makes DD_Result wait for user response (see UIRESUME) 82 | % uiwait(handles.figure1); 83 | 84 | 85 | % --- Outputs from this function are returned to the command line. 86 | function varargout = DD_Result_OutputFcn(hObject, eventdata, handles) 87 | % varargout cell array for returning output args (see VARARGOUT); 88 | % hObject handle to figure 89 | % eventdata reserved - to be defined in a future version of MATLAB 90 | % handles structure with handles and user data (see GUIDATA) 91 | 92 | % Get default command line output from handles structure 93 | varargout{1} = handles.output; 94 | 95 | 96 | % -------------------------------------------------------------------- 97 | function uipushtool1_ClickedCallback(hObject, eventdata, handles) 98 | % hObject handle to uipushtool1 (see GCBO) 99 | % eventdata reserved - to be defined in a future version of MATLAB 100 | % handles structure with handles and user data (see GUIDATA) 101 | % [filename1,pathname1] = uigetfile({'*.jpg','JPEG(*.jpg)';... 102 | % '*.bmp','Bitmap(*.bmp)';... 103 | % '*.gif','GIF(*.gif)';... 104 | % '*.*', 'All Files (*.*)'},... 105 | % 'Save Picture','Untitled'); 106 | % if filename1==0 107 | % return; 108 | % else 109 | % imname=fullfile(pathname1,filename1); 110 | % dat=imread(imname); 111 | % hf=figure(1); 112 | % imshow(dat); 113 | % axis on 114 | % hp=getframe(hf); 115 | % [filename2,pathname2] = uiputfile({'*.jpg','JPEG(*.jpg)';... 116 | % '*.bmp','Bitmap(*.bmp)';... 117 | % '*.gif','GIF(*.gif)';... 118 | % '*.*', 'All Files (*.*)'},... 119 | % 'Save Picture','Untitled'); 120 | % if filename2==0 121 | % return 122 | % else 123 | % imwrite(hp.cdata,fullfile(pathname2,filename2)); 124 | % close(hf); 125 | % end 126 | % end 127 | -------------------------------------------------------------------------------- /Interface_code/Evaluation_GUI.fig: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/Interface_code/Evaluation_GUI.fig -------------------------------------------------------------------------------- /Interface_code/Evaluation_GUI.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/Interface_code/Evaluation_GUI.m -------------------------------------------------------------------------------- /Interface_code/Evaluation_GUI_2.fig: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/Interface_code/Evaluation_GUI_2.fig -------------------------------------------------------------------------------- /Interface_code/Evaluation_GUI_2.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/Interface_code/Evaluation_GUI_2.m -------------------------------------------------------------------------------- /Interface_code/FAR_Result.fig: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/Interface_code/FAR_Result.fig -------------------------------------------------------------------------------- /Interface_code/FAR_Result.m: -------------------------------------------------------------------------------- 1 | function varargout = FAR_Result(varargin) 2 | % FAR_RESULT MATLAB code for FAR_Result.fig 3 | % FAR_RESULT, by itself, creates a new FAR_RESULT or raises the existing 4 | % singleton*. 5 | % 6 | % H = FAR_RESULT returns the handle to a new FAR_RESULT or the handle to 7 | % the existing singleton*. 8 | % 9 | % FAR_RESULT('CALLBACK',hObject,eventData,handles,...) calls the local 10 | % function named CALLBACK in FAR_RESULT.M with the given input arguments. 11 | % 12 | % FAR_RESULT('Property','Value',...) creates a new FAR_RESULT or raises the 13 | % existing singleton*. Starting from the left, property value pairs are 14 | % applied to the GUI before FAR_Result_OpeningFcn gets called. An 15 | % unrecognized property name or invalid value makes property application 16 | % stop. All inputs are passed to FAR_Result_OpeningFcn via varargin. 17 | % 18 | % *See GUI Options on GUIDE's Tools menu. Choose "GUI allows only one 19 | % instance to run (singleton)". 20 | % 21 | % See also: GUIDE, GUIDATA, GUIHANDLES 22 | 23 | % Edit the above text to modify the response to help FAR_Result 24 | 25 | % Last Modified by GUIDE v2.5 24-Nov-2017 17:04:45 26 | 27 | % Begin initialization code - DO NOT EDIT 28 | gui_Singleton = 1; 29 | gui_State = struct('gui_Name', mfilename, ... 30 | 'gui_Singleton', gui_Singleton, ... 31 | 'gui_OpeningFcn', @FAR_Result_OpeningFcn, ... 32 | 'gui_OutputFcn', @FAR_Result_OutputFcn, ... 33 | 'gui_LayoutFcn', [] , ... 34 | 'gui_Callback', []); 35 | if nargin && ischar(varargin{1}) 36 | gui_State.gui_Callback = str2func(varargin{1}); 37 | end 38 | 39 | if nargout 40 | [varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:}); 41 | else 42 | gui_mainfcn(gui_State, varargin{:}); 43 | end 44 | % End initialization code - DO NOT EDIT 45 | 46 | 47 | % --- Executes just before FAR_Result is made visible. 48 | function FAR_Result_OpeningFcn(hObject, eventdata, handles, varargin) 49 | % This function has no output args, see OutputFcn. 50 | % hObject handle to figure 51 | % eventdata reserved - to be defined in a future version of MATLAB 52 | % handles structure with handles and user data (see GUIDATA) 53 | % varargin command line arguments to FAR_Result (see VARARGIN) 54 | 55 | % Choose default command line output for FAR_Result 56 | handles.output = hObject; 57 | 58 | 59 | 60 | global false_alarm_rate 61 | global all_Evaluation 62 | axes(handles.axes1); 63 | % t=1:length(false_alarm_rate); 64 | bar(false_alarm_rate,0.5); 65 | set(gca, 'Ylim',[0 1]); 66 | set(gca, 'XTickLabel', {all_Evaluation}) ; 67 | set(gca, 'XTickLabelRotation',45); 68 | for i = 1:length(false_alarm_rate) 69 | text(i,0.05+false_alarm_rate(i),strcat(num2str(false_alarm_rate(i)*100,'%.2f'),'%'),'VerticalAlignment','middle','HorizontalAlignment','center'); 70 | end 71 | xlabel('Methods'); 72 | ylabel('False Alarm Rate'); 73 | 74 | 75 | % Update handles structure 76 | guidata(hObject, handles); 77 | 78 | 79 | % UIWAIT makes FAR_Result wait for user response (see UIRESUME) 80 | % uiwait(handles.figure1); 81 | 82 | 83 | % --- Outputs from this function are returned to the command line. 84 | function varargout = FAR_Result_OutputFcn(hObject, eventdata, handles) 85 | % varargout cell array for returning output args (see VARARGOUT); 86 | % hObject handle to figure 87 | % eventdata reserved - to be defined in a future version of MATLAB 88 | % handles structure with handles and user data (see GUIDATA) 89 | 90 | % Get default command line output from handles structure 91 | varargout{1} = handles.output; 92 | 93 | 94 | % -------------------------------------------------------------------- 95 | function uipushtool1_ClickedCallback(hObject, eventdata, handles) 96 | % hObject handle to uipushtool1 (see GCBO) 97 | % eventdata reserved - to be defined in a future version of MATLAB 98 | % handles structure with handles and user data (see GUIDATA) 99 | [FileName,PathName] = uiputfile({'*.jpg','JPEG(*.jpg)';... 100 | '*.bmp','Bitmap(*.bmp)';... 101 | '*.gif','GIF(*.gif)';... 102 | '*.*', 'All Files (*.*)'},... 103 | 'Save Picture','Untitled'); 104 | if FileName==0 105 | return; 106 | else 107 | h=getframe(handles.axes1); 108 | imwrite(h.cdata,[PathName,FileName]); 109 | end; 110 | -------------------------------------------------------------------------------- /Interface_code/FDR_Result.fig: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/Interface_code/FDR_Result.fig -------------------------------------------------------------------------------- /Interface_code/FDR_Result.m: -------------------------------------------------------------------------------- 1 | function varargout = FDR_Result(varargin) 2 | % FDR_RESULT MATLAB code for FDR_Result.fig 3 | % FDR_RESULT, by itself, creates a new FDR_RESULT or raises the existing 4 | % singleton*. 5 | % 6 | % H = FDR_RESULT returns the handle to a new FDR_RESULT or the handle to 7 | % the existing singleton*. 8 | % 9 | % FDR_RESULT('CALLBACK',hObject,eventData,handles,...) calls the local 10 | % function named CALLBACK in FDR_RESULT.M with the given input arguments. 11 | % 12 | % FDR_RESULT('Property','Value',...) creates a new FDR_RESULT or raises the 13 | % existing singleton*. Starting from the left, property value pairs are 14 | % applied to the GUI before FDR_Result_OpeningFcn gets called. An 15 | % unrecognized property name or invalid value makes property application 16 | % stop. All inputs are passed to FDR_Result_OpeningFcn via varargin. 17 | % 18 | % *See GUI Options on GUIDE's Tools menu. Choose "GUI allows only one 19 | % instance to run (singleton)". 20 | % 21 | % See also: GUIDE, GUIDATA, GUIHANDLES 22 | 23 | % Edit the above text to modify the response to help FDR_Result 24 | 25 | % Last Modified by GUIDE v2.5 24-Nov-2017 15:09:08 26 | 27 | % Begin initialization code - DO NOT EDIT 28 | gui_Singleton = 1; 29 | gui_State = struct('gui_Name', mfilename, ... 30 | 'gui_Singleton', gui_Singleton, ... 31 | 'gui_OpeningFcn', @FDR_Result_OpeningFcn, ... 32 | 'gui_OutputFcn', @FDR_Result_OutputFcn, ... 33 | 'gui_LayoutFcn', [] , ... 34 | 'gui_Callback', []); 35 | if nargin && ischar(varargin{1}) 36 | gui_State.gui_Callback = str2func(varargin{1}); 37 | end 38 | 39 | if nargout 40 | [varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:}); 41 | else 42 | gui_mainfcn(gui_State, varargin{:}); 43 | end 44 | % End initialization code - DO NOT EDIT 45 | 46 | 47 | % --- Executes just before FDR_Result is made visible. 48 | function FDR_Result_OpeningFcn(hObject, eventdata, handles, varargin) 49 | % This function has no output args, see OutputFcn. 50 | % hObject handle to figure 51 | % eventdata reserved - to be defined in a future version of MATLAB 52 | % handles structure with handles and user data (see GUIDATA) 53 | % varargin command line arguments to FDR_Result (see VARARGIN) 54 | 55 | % Choose default command line output for FDR_Result 56 | handles.output = hObject; 57 | 58 | 59 | 60 | global detection_rate 61 | global all_Evaluation 62 | 63 | axes(handles.axes1); 64 | cla reset 65 | % t=1:length(detection_rate); 66 | bar(vpa(detection_rate,4),0.5); 67 | set(gca, 'XTickLabel', all_Evaluation) ; 68 | set(gca,'XTickLabelRotation',45); 69 | for i = 1:length(detection_rate) 70 | text(i,0.05+detection_rate(i),strcat(num2str(detection_rate(i)*100,'%.2f'),'%'),'VerticalAlignment','middle','HorizontalAlignment','center'); 71 | end 72 | xlabel('Methods'); 73 | ylabel('Fault Detection Rate'); 74 | 75 | 76 | 77 | % Update handles structure 78 | guidata(hObject, handles); 79 | 80 | 81 | % UIWAIT makes FDR_Result wait for user response (see UIRESUME) 82 | % uiwait(handles.figure1); 83 | 84 | 85 | % --- Outputs from this function are returned to the command line. 86 | function varargout = FDR_Result_OutputFcn(hObject, eventdata, handles) 87 | % varargout cell array for returning output args (see VARARGOUT); 88 | % hObject handle to figure 89 | % eventdata reserved - to be defined in a future version of MATLAB 90 | % handles structure with handles and user data (see GUIDATA) 91 | 92 | % Get default command line output from handles structure 93 | varargout{1} = handles.output; 94 | 95 | 96 | % -------------------------------------------------------------------- 97 | function uipushtool1_ClickedCallback(hObject, eventdata, handles) 98 | % hObject handle to uipushtool1 (see GCBO) 99 | % eventdata reserved - to be defined in a future version of MATLAB 100 | % handles structure with handles and user data (see GUIDATA) 101 | [FileName,PathName] = uiputfile({'*.jpg','JPEG(*.jpg)';... 102 | '*.bmp','Bitmap(*.bmp)';... 103 | '*.gif','GIF(*.gif)';... 104 | '*.*', 'All Files (*.*)'},... 105 | 'Save Picture','Untitled'); 106 | if FileName==0 107 | return; 108 | else 109 | h=getframe(handles.axes1); 110 | imwrite(h.cdata,[PathName,FileName]); 111 | end; 112 | -------------------------------------------------------------------------------- /Interface_code/Process_monitoring_Toolbox.fig: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/Interface_code/Process_monitoring_Toolbox.fig -------------------------------------------------------------------------------- /Interface_code/Process_monitoring_Toolbox.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/Interface_code/Process_monitoring_Toolbox.m -------------------------------------------------------------------------------- /Interface_code/Study_GUI.fig: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/Interface_code/Study_GUI.fig -------------------------------------------------------------------------------- /Interface_code/Study_GUI.m: -------------------------------------------------------------------------------- 1 | function varargout = Study_GUI(varargin) 2 | % STUDY_GUI MATLAB code for Study_GUI.fig 3 | % STUDY_GUI, by itself, creates a new STUDY_GUI or raises the existing 4 | % singleton*. 5 | % 6 | % H = STUDY_GUI returns the handle to a new STUDY_GUI or the handle to 7 | % the existing singleton*. 8 | % 9 | % STUDY_GUI('CALLBACK',hObject,eventData,handles,...) calls the local 10 | % function named CALLBACK in STUDY_GUI.M with the given input arguments. 11 | % 12 | % STUDY_GUI('Property','Value',...) creates a new STUDY_GUI or raises the 13 | % existing singleton*. Starting from the left, property value pairs are 14 | % applied to the GUI before Study_GUI_OpeningFcn gets called. An 15 | % unrecognized property name or invalid value makes property application 16 | % stop. All inputs are passed to Study_GUI_OpeningFcn via varargin. 17 | % 18 | % *See GUI Options on GUIDE's Tools menu. Choose "GUI allows only one 19 | % instance to run (singleton)". 20 | % 21 | % See also: GUIDE, GUIDATA, GUIHANDLES 22 | 23 | % Edit the above text to modify the response to help Study_GUI 24 | 25 | % Last Modified by GUIDE v2.5 26-Oct-2017 21:41:29 26 | 27 | % Begin initialization code - DO NOT EDIT 28 | gui_Singleton = 1; 29 | gui_State = struct('gui_Name', mfilename, ... 30 | 'gui_Singleton', gui_Singleton, ... 31 | 'gui_OpeningFcn', @Study_GUI_OpeningFcn, ... 32 | 'gui_OutputFcn', @Study_GUI_OutputFcn, ... 33 | 'gui_LayoutFcn', [] , ... 34 | 'gui_Callback', []); 35 | if nargin && ischar(varargin{1}) 36 | gui_State.gui_Callback = str2func(varargin{1}); 37 | end 38 | 39 | if nargout 40 | [varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:}); 41 | else 42 | gui_mainfcn(gui_State, varargin{:}); 43 | end 44 | % End initialization code - DO NOT EDIT 45 | 46 | 47 | % --- Executes just before Study_GUI is made visible. 48 | function Study_GUI_OpeningFcn(hObject, eventdata, handles, varargin) 49 | % This function has no output args, see OutputFcn. 50 | % hObject handle to figure 51 | % eventdata reserved - to be defined in a future version of MATLAB 52 | % handles structure with handles and user data (see GUIDATA) 53 | % varargin command line arguments to Study_GUI (see VARARGIN) 54 | 55 | % Choose default command line output for Study_GUI 56 | handles.output = hObject; 57 | 58 | % Update handles structure 59 | guidata(hObject, handles); 60 | 61 | % UIWAIT makes Study_GUI wait for user response (see UIRESUME) 62 | % uiwait(handles.figure1); 63 | 64 | 65 | % --- Outputs from this function are returned to the command line. 66 | function varargout = Study_GUI_OutputFcn(hObject, eventdata, handles) 67 | % varargout cell array for returning output args (see VARARGOUT); 68 | % hObject handle to figure 69 | % eventdata reserved - to be defined in a future version of MATLAB 70 | % handles structure with handles and user data (see GUIDATA) 71 | 72 | % Get default command line output from handles structure 73 | varargout{1} = handles.output; 74 | 75 | 76 | % --- Executes on button press in pushbutton1. 77 | function pushbutton1_Callback(hObject, eventdata, handles) 78 | % hObject handle to pushbutton1 (see GCBO) 79 | % eventdata reserved - to be defined in a future version of MATLAB 80 | % handles structure with handles and user data (see GUIDATA) 81 | Process_monitoring_Toolbox; 82 | close Study_GUI; 83 | 84 | % --- Executes on button press in pushbutton2. 85 | function pushbutton2_Callback(hObject, eventdata, handles) 86 | % hObject handle to pushbutton2 (see GCBO) 87 | % eventdata reserved - to be defined in a future version of MATLAB 88 | % handles structure with handles and user data (see GUIDATA) 89 | 90 | 91 | % --- Executes on selection change in popupmenu2. 92 | function popupmenu2_Callback(hObject, eventdata, handles) 93 | % hObject handle to popupmenu2 (see GCBO) 94 | % eventdata reserved - to be defined in a future version of MATLAB 95 | % handles structure with handles and user data (see GUIDATA) 96 | 97 | % Hints: contents = cellstr(get(hObject,'String')) returns popupmenu2 contents as cell array 98 | % contents{get(hObject,'Value')} returns selected item from popupmenu2 99 | 100 | 101 | % --- Executes during object creation, after setting all properties. 102 | function popupmenu2_CreateFcn(hObject, eventdata, handles) 103 | % hObject handle to popupmenu2 (see GCBO) 104 | % eventdata reserved - to be defined in a future version of MATLAB 105 | % handles empty - handles not created until after all CreateFcns called 106 | 107 | % Hint: popupmenu controls usually have a white background on Windows. 108 | % See ISPC and COMPUTER. 109 | if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 110 | set(hObject,'BackgroundColor','white'); 111 | end 112 | 113 | 114 | 115 | function edit2_Callback(hObject, eventdata, handles) 116 | % hObject handle to edit2 (see GCBO) 117 | % eventdata reserved - to be defined in a future version of MATLAB 118 | % handles structure with handles and user data (see GUIDATA) 119 | 120 | % Hints: get(hObject,'String') returns contents of edit2 as text 121 | % str2double(get(hObject,'String')) returns contents of edit2 as a double 122 | 123 | 124 | % --- Executes during object creation, after setting all properties. 125 | function edit2_CreateFcn(hObject, eventdata, handles) 126 | % hObject handle to edit2 (see GCBO) 127 | % eventdata reserved - to be defined in a future version of MATLAB 128 | % handles empty - handles not created until after all CreateFcns called 129 | 130 | % Hint: edit controls usually have a white background on Windows. 131 | % See ISPC and COMPUTER. 132 | if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 133 | set(hObject,'BackgroundColor','white'); 134 | end 135 | 136 | 137 | 138 | function edit3_Callback(hObject, eventdata, handles) 139 | % hObject handle to edit3 (see GCBO) 140 | % eventdata reserved - to be defined in a future version of MATLAB 141 | % handles structure with handles and user data (see GUIDATA) 142 | 143 | % Hints: get(hObject,'String') returns contents of edit3 as text 144 | % str2double(get(hObject,'String')) returns contents of edit3 as a double 145 | 146 | 147 | % --- Executes during object creation, after setting all properties. 148 | function edit3_CreateFcn(hObject, eventdata, handles) 149 | % hObject handle to edit3 (see GCBO) 150 | % eventdata reserved - to be defined in a future version of MATLAB 151 | % handles empty - handles not created until after all CreateFcns called 152 | 153 | % Hint: edit controls usually have a white background on Windows. 154 | % See ISPC and COMPUTER. 155 | if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 156 | set(hObject,'BackgroundColor','white'); 157 | end 158 | 159 | 160 | 161 | function edit4_Callback(hObject, eventdata, handles) 162 | % hObject handle to edit4 (see GCBO) 163 | % eventdata reserved - to be defined in a future version of MATLAB 164 | % handles structure with handles and user data (see GUIDATA) 165 | 166 | % Hints: get(hObject,'String') returns contents of edit4 as text 167 | % str2double(get(hObject,'String')) returns contents of edit4 as a double 168 | 169 | 170 | % --- Executes during object creation, after setting all properties. 171 | function edit4_CreateFcn(hObject, eventdata, handles) 172 | % hObject handle to edit4 (see GCBO) 173 | % eventdata reserved - to be defined in a future version of MATLAB 174 | % handles empty - handles not created until after all CreateFcns called 175 | 176 | % Hint: edit controls usually have a white background on Windows. 177 | % See ISPC and COMPUTER. 178 | if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 179 | set(hObject,'BackgroundColor','white'); 180 | end 181 | 182 | 183 | 184 | function edit5_Callback(hObject, eventdata, handles) 185 | % hObject handle to edit5 (see GCBO) 186 | % eventdata reserved - to be defined in a future version of MATLAB 187 | % handles structure with handles and user data (see GUIDATA) 188 | 189 | % Hints: get(hObject,'String') returns contents of edit5 as text 190 | % str2double(get(hObject,'String')) returns contents of edit5 as a double 191 | 192 | 193 | % --- Executes during object creation, after setting all properties. 194 | function edit5_CreateFcn(hObject, eventdata, handles) 195 | % hObject handle to edit5 (see GCBO) 196 | % eventdata reserved - to be defined in a future version of MATLAB 197 | % handles empty - handles not created until after all CreateFcns called 198 | 199 | % Hint: edit controls usually have a white background on Windows. 200 | % See ISPC and COMPUTER. 201 | if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 202 | set(hObject,'BackgroundColor','white'); 203 | end 204 | 205 | 206 | % --- Executes on button press in pushbutton3. 207 | function pushbutton3_Callback(hObject, eventdata, handles) 208 | % hObject handle to pushbutton3 (see GCBO) 209 | % eventdata reserved - to be defined in a future version of MATLAB 210 | % handles structure with handles and user data (see GUIDATA) 211 | [FileName,PathName]=uigetfile(... 212 | {'*.mat;*.xlsx',... 213 | 'MATLAB Files(*.mat;*.xlsx)'; 214 | '*.mat','MAT-files(*.mat)';... 215 | '*.xlsx','Models(*.xlsx)';... 216 | '*.*','All Files(*.*)'},... 217 | 'select a file'); 218 | L = length(FileName); 219 | Filetype=FileName(1,L-2:L); 220 | switch Filetype 221 | case 'lsx' 222 | str=[PathName FileName]; 223 | set(handles.edit2,'string',FileName); 224 | Monitoring_GUI_X_normal=xlsread(str); 225 | handles.Monitoring_GUI_X_normal=Monitoring_GUI_X_normal; 226 | guidata(hObject,handles); 227 | case 'mat' 228 | str=[PathName FileName]; 229 | set(handles.edit2,'string',FileName); 230 | ref=load(FileName); 231 | vars=fieldnames(ref); 232 | Monitoring_GUI_X_normal=ref.(vars{1}); 233 | handles.Monitoring_GUI_X_normal=Monitoring_GUI_X_normal; 234 | guidata(hObject,handles); 235 | otherwise 236 | errodlg('Wrong File'); 237 | return 238 | end 239 | 240 | % --- Executes on button press in pushbutton4. 241 | function pushbutton4_Callback(hObject, eventdata, handles) 242 | % hObject handle to pushbutton4 (see GCBO) 243 | % eventdata reserved - to be defined in a future version of MATLAB 244 | % handles structure with handles and user data (see GUIDATA) 245 | [FileName,PathName]=uigetfile(... 246 | {'*.mat;*.xlsx',... 247 | 'MATLAB Files(*.mat;*.xlsx)'; 248 | '*.mat','MAT-files(*.mat)';... 249 | '*.xlsx','Models(*.xlsx)';... 250 | '*.*','All Files(*.*)'},... 251 | 'select a file'); 252 | L = length(FileName); 253 | Filetype=FileName(1,L-2:L); 254 | switch Filetype 255 | case 'lsx' 256 | str=[PathName FileName]; 257 | set(handles.edit4,'string',FileName); 258 | Monitoring_GUI_Y_normal=xlsread(str); 259 | handles.Monitoring_GUI_Y_normal=Monitoring_GUI_Y_normal; 260 | guidata(hObject,handles); 261 | case 'mat' 262 | str=[PathName FileName]; 263 | set(handles.edit4,'string',FileName); 264 | ref=load(FileName); 265 | vars=fieldnames(ref); 266 | Monitoring_GUI_Y_normal=ref.(vars{1}); 267 | handles.Monitoring_GUI_Y_normal=Monitoring_GUI_Y_normal; 268 | guidata(hObject,handles); 269 | otherwise 270 | errodlg('Wrong File'); 271 | return 272 | end 273 | 274 | % --- Executes on button press in pushbutton5. 275 | function pushbutton5_Callback(hObject, eventdata, handles) 276 | % hObject handle to pushbutton5 (see GCBO) 277 | % eventdata reserved - to be defined in a future version of MATLAB 278 | % handles structure with handles and user data (see GUIDATA) 279 | [FileName,PathName]=uigetfile(... 280 | {'*.mat;*.xlsx',... 281 | 'MATLAB Files(*.mat;*.xlsx)'; 282 | '*.mat','MAT-files(*.mat)';... 283 | '*.xlsx','Models(*.xlsx)';... 284 | '*.*','All Files(*.*)'},... 285 | 'select a file'); 286 | L = length(FileName); 287 | Filetype=FileName(1,L-2:L); 288 | switch Filetype 289 | case 'lsx' 290 | str=[PathName FileName]; 291 | set(handles.edit3,'string',FileName); 292 | Monitoring_GUI_X_test=xlsread(str); 293 | handles.Monitoring_GUI_X_test=Monitoring_GUI_X_test; 294 | guidata(hObject,handles); 295 | case 'mat' 296 | str=[PathName FileName]; 297 | set(handles.edit3,'string',FileName); 298 | ref=load(FileName); 299 | vars=fieldnames(ref); 300 | Monitoring_GUI_X_test=ref.(vars{1}); 301 | handles.Monitoring_GUI_X_test=Monitoring_GUI_X_test; 302 | guidata(hObject,handles); 303 | otherwise 304 | errodlg('Wrong File'); 305 | return 306 | end 307 | 308 | % --- Executes on button press in pushbutton6. 309 | function pushbutton6_Callback(hObject, eventdata, handles) 310 | % hObject handle to pushbutton6 (see GCBO) 311 | % eventdata reserved - to be defined in a future version of MATLAB 312 | % handles structure with handles and user data (see GUIDATA) 313 | [FileName,PathName]=uigetfile(... 314 | {'*.mat;*.xlsx',... 315 | 'MATLAB Files(*.mat;*.xlsx)'; 316 | '*.mat','MAT-files(*.mat)';... 317 | '*.xlsx','Models(*.xlsx)';... 318 | '*.*','All Files(*.*)'},... 319 | 'select a file'); 320 | L = length(FileName); 321 | Filetype=FileName(1,L-2:L); 322 | switch Filetype 323 | case 'lsx' 324 | str=[PathName FileName]; 325 | set(handles.edit5,'string',FileName); 326 | Monitoring_GUI_Y_test=xlsread(str); 327 | handles.Monitoring_GUI_Y_test=Monitoring_GUI_Y_test; 328 | guidata(hObject,handles); 329 | case 'mat' 330 | str=[PathName FileName]; 331 | set(handles.edit5,'string',FileName); 332 | ref=load(FileName); 333 | vars=fieldnames(ref); 334 | Monitoring_GUI_Y_test=ref.(vars{1}); 335 | handles.Monitoring_GUI_Y_test=Monitoring_GUI_Y_test; 336 | guidata(hObject,handles); 337 | otherwise 338 | errodlg('Wrong File'); 339 | return 340 | 341 | end 342 | 343 | % --- Executes on button press in pushbutton7. 344 | function pushbutton7_Callback(hObject, eventdata, handles) 345 | % hObject handle to pushbutton7 (see GCBO) 346 | % eventdata reserved - to be defined in a future version of MATLAB 347 | % handles structure with handles and user data (see GUIDATA) 348 | global Choose_Method_num 349 | % addpath(genpath('F:\Matlab\GUI code\study_word')); 350 | Choose_Method_num=get(handles.popupmenu2,'Value'); 351 | switch Choose_Method_num 352 | case 2 353 | open PCA.docx 354 | case 3 355 | open PLS.docx 356 | case 4 357 | open CCA.docx 358 | case 5 359 | open ICA.docx 360 | case 6 361 | open DPCA.docx 362 | case 7 363 | open DPLS.docx 364 | case 8 365 | open DCCA.docx 366 | case 9 367 | open KPCA.docx 368 | case 10 369 | open KPLS.docx 370 | end 371 | 372 | % --- Executes on button press in pushbutton8. 373 | function pushbutton8_Callback(hObject, eventdata, handles) 374 | % hObject handle to pushbutton8 (see GCBO) 375 | % eventdata reserved - to be defined in a future version of MATLAB 376 | % handles structure with handles and user data (see GUIDATA) 377 | global Choose_Method_num 378 | global Jth_T2 379 | global Jth_SPE 380 | global nx 381 | global T2 382 | global SPE 383 | % % addpath(genpath('F:\Matlab\GUI code\detection')); 384 | % % addpath(genpath('F:\Matlab\GUI code\nomal_modle_library')); 385 | % % addpath(genpath('F:\Matlab\GUI code\data_library')); 386 | Choose_Method_num=get(handles.popupmenu2,'Value'); 387 | c=10000; 388 | [x,y] = data_standardization( handles.Monitoring_GUI_X_normal,handles.Monitoring_GUI_Y_normal,handles.Monitoring_GUI_X_test,handles.Monitoring_GUI_Y_test ); 389 | switch Choose_Method_num 390 | case 1 391 | errordlg('Please choose a method!') 392 | case 2 393 | [P,T, LATENT,A,Jth_T2,Jth_SPE]=PCA_nomal(handles.Monitoring_GUI_X_normal,handles.Monitoring_GUI_Y_normal); 394 | [nx,T2,SPE]=PCA_detection(x,y,P,LATENT,A); 395 | guidata(hObject,handles); 396 | case 3 397 | [t,p,r,nX,Jth_T2,Jth_SPE]=PLS_nomal(handles.Monitoring_GUI_X_normal,handles.Monitoring_GUI_Y_normal); 398 | [ nx,T2,SPE ] = PLS_detection( x,y,t,p,r,nX ); 399 | guidata(hObject,handles); 400 | case 4 401 | [Js,Ls,Ms,S,Jth_T2,Jth_SPE]=CCA_nomal(handles.Monitoring_GUI_X_normal,handles.Monitoring_GUI_Y_normal); 402 | [ nx,T2,SPE ] = CCA_detection( x,y,Js,Ls,Ms,S ); 403 | guidata(hObject,handles); 404 | case 5 405 | [W,G,Jth_T2,Jth_SPE]=ICA_nomal(handles.Monitoring_GUI_X_normal,handles.Monitoring_GUI_Y_normal); 406 | [nx,T2,SPE]=ICA_detection(x,y,W,G); 407 | guidata(hObject,handles); 408 | case 6 409 | [P,T, LATENT,A,Jth_T2,Jth_SPE]=DPCA_nomal(handles.Monitoring_GUI_X_normal,handles.Monitoring_GUI_Y_normal); 410 | [nx,T2,SPE]=DPCA_detection(x,y,P,T, LATENT,A); 411 | guidata(hObject,handles); 412 | case 7 413 | [t,p,r,Jth_T2,Jth_SPE]=DPLS_nomal(handles.Monitoring_GUI_X_normal,handles.Monitoring_GUI_Y_normal); 414 | [nx,T2,SPE]=DPLS_detection( x,y,t,p,r ); 415 | guidata(hObject,handles); 416 | case 8 417 | [Ls,S,Md,Jth_T2,Jth_SPE]=DCCA_nomal(handles.Monitoring_GUI_X_normal,handles.Monitoring_GUI_Y_normal); 418 | [ nx,T2,SPE ] = DCCA_detection( x,y,Ls,S,Md ); 419 | guidata(hObject,handles); 420 | case 9 421 | [P,A,B,lamda,Jth_T2,Jth_SPE]=KPCA_nomal(handles.Monitoring_GUI_X_normal,handles.Monitoring_GUI_Y_normal,c); 422 | [nx,T2,SPE]=KPCA_detection(x,handles.Monitoring_GUI_X_normal,P,A,B,lamda,c); 423 | guidata(hObject,handles); 424 | case 10 425 | [U,T,Jth_T2,Jth_SPE]=KPLS_nomal(handles.Monitoring_GUI_X_normal,handles.Monitoring_GUI_Y_normal,c); 426 | [nx,T2,SPE]=KPLS_detection(x,y,handles.Monitoring_GUI_X_normal,U,T,c); 427 | guidata(hObject,handles); 428 | end 429 | Study_GUI_test; 430 | 431 | 432 | % --- Executes on button press in pushbutton9. 433 | function pushbutton9_Callback(hObject, eventdata, handles) 434 | % hObject handle to pushbutton9 (see GCBO) 435 | % eventdata reserved - to be defined in a future version of MATLAB 436 | % handles structure with handles and user data (see GUIDATA) 437 | global Choose_Method_num 438 | % % addpath(genpath('F:\Matlab\GUI code\nomal_modle_library')) 439 | Choose_Method_num=get(handles.popupmenu2,'Value'); 440 | switch Choose_Method_num 441 | case 1 442 | errordlg('Please choose a method!') 443 | case 2 444 | open PCA_code.docx 445 | case 3 446 | open PLS_code.docx 447 | case 4 448 | open CCA_code.docx 449 | case 5 450 | open ICA_code.docx 451 | case 6 452 | open DPCA_code.docx 453 | case 7 454 | open DPLS_code.docx 455 | case 8 456 | open DCCA_code.docx 457 | case 9 458 | open KPCA_code.docx 459 | case 10 460 | open KPLS_code.docx 461 | end 462 | -------------------------------------------------------------------------------- /Interface_code/Study_GUI_test.fig: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/Interface_code/Study_GUI_test.fig -------------------------------------------------------------------------------- /Interface_code/Study_GUI_test.m: 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fread(tcpipClient,40,'double'); 21 | % % x=x+1; 22 | % % y=sum(rawData); 23 | % % if y==0 24 | % % fwrite(tcpipClient,0,'double'); 25 | % % fclose(tcpipClient); 26 | % % aa=11; 27 | % % break 28 | % % else 29 | % % plot(x,y,'r.','MarkerSize',6); 30 | % % drawnow; 31 | % % fwrite(tcpipClient,1,'double'); 32 | % % end 33 | % % end 34 | % else 35 | % sprintf('It was unconnected!') 36 | % end -------------------------------------------------------------------------------- /TCPIP/number2.asv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/TCPIP/number2.asv -------------------------------------------------------------------------------- /TCPIP/number2.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/TCPIP/number2.m 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-------------------------------------------------------------------------------- 1 | function [W,B,X_whitened,Q,x_mean,x_var] = fastica(data,numics,noisy,maxIter,method,tol) 2 | 3 | % implements the fast ICA algorithm (Hyvarinen 1999) after preprocessing data 4 | % with centering (columnwise zero-mean) and whitening. 5 | % 6 | % --- Parameters --- 7 | % data: 8 | % array size should be DIMxN_OBSERVATIONS. Will work best if 9 | % N_OBSERVATIONS >> DIM. 10 | % numics: 11 | % number of independent components desired. If none entered, numics = 12 | % min(DIM,N_OBSERVATIONS). 13 | % noisy: 14 | % default = 0. prints #steps to convergence for each numics. 15 | % maxIter: 16 | % max number of iterations. default = 1000. 17 | % method: 18 | % approximate Newton's method. (add more later) 19 | % tol: 20 | % default = -(1E-9). when abs(dot(w_new,w_initial)) - 1 > tol, we 21 | % treat it as convergence. 22 | % NOTE TO SELF: dbl check tol (matlab may round by default) 23 | 24 | if nargin<2, numics = min(size(data)); end 25 | if nargin<3, noisy = 0; end 26 | if nargin<4, maxIter = 1000; end 27 | if nargin<5, method = 'newton'; end 28 | if nargin<6, tol = 1-(1E-9); end 29 | 30 | %--- Preprocessing --- 31 | % 32 | % colMean = mean(data,2); 33 | % X_demeaned = bsxfun(@minus,data,colMean); 34 | % [U,S,V] = svd(X_demeaned,'econ'); 35 | % M = sqrt(size(V,1)-1)*(diag(1./diag(S)))*U'; 36 | % X_whitened = M*U*S*V'; 37 | % invM = (1/sqrt(size(V,1)-1))*U*S; %M^-1 38 | x_mean=mean(data); 39 | x_var=std(data); 40 | x=zscore(data); 41 | [n,m]=size(x); 42 | Cx = cov(x,1); 43 | [U,D,V] = svd(Cx); 44 | Q=D^(-0.5)*U'; 45 | 46 | X_whitened=Q*x'; 47 | M=Q; 48 | 49 | 50 | if numics>min(size(X_whitened)) || mod(numics,1) ~= 0 51 | numics = min(size(X_whitened)); 52 | fprintf('\nThe value entered for numics is larger than min dimension of X_whitened (or was a fraction).\nNumics has now been set to = %.f.\n',numics); 53 | fprintf('Continue using dbcont or enter numics=desiredValue from keyboard . . .\n\n'); 54 | keyboard(); 55 | end 56 | 57 | % Size of W~ should be NUMICSxDIM where X is DIMxN_SAMPLES 58 | W = []; P = 0; 59 | 60 | for i=1:numics 61 | 62 | tolX = 0; 63 | 64 | % Randomly initialize w_i as column vector 65 | w_initial = rand(size(X_whitened,1),1); 66 | w_initial = w_initial/norm(w_initial); 67 | 68 | for j=1:maxIter 69 | 70 | if tolX < tol 71 | 72 | switch method 73 | case 'newton' 74 | 75 | % ------------------------------------------------------------ 76 | % Approximate Newton Method (with approximated Jacobian) 77 | % ------------------------------------------------------------ 78 | 79 | g = contrastFunc(X_whitened'*w_initial); 80 | gp = contrastFuncDerivative(w_initial'*X_whitened); 81 | 82 | w_new = (X_whitened*g)-(gp*ones(size(gp))'*w_initial); 83 | 84 | % % --- SANITY CHECK --- 85 | % % comparing with gram-schmidt 86 | % if i>1 87 | % w_M = repmat(w_new,[1,i-1]); 88 | % proj_W_wi = dot(w_M,W(1:i-1,:)')./dot(W(1:i-1,:)',W(1:i-1,:)'); 89 | % w_M = bsxfun(@times,proj_W_wi,W(1:i-1,:)'); 90 | % proj_W_wi = sum(w_M,2); 91 | % w_new = w_new - proj_W_wi; 92 | % end 93 | % 94 | % w_new = w_new/norm(w_new); 95 | 96 | % Ensure orthonormality using projection matrix P = W~'*W~ 97 | % P was initialized at 0 at line 47. 98 | w_new_unnorm = w_new - P*w_new; 99 | w_new = w_new_unnorm/norm(w_new_unnorm); 100 | 101 | % Update values 102 | tolX = abs(dot(w_new,w_initial)); 103 | w_initial = w_new; 104 | 105 | otherwise 106 | % add more later 107 | fprintf('at this time, have only implemented approximate Newton method\n\n'); 108 | end 109 | 110 | if j==maxIter && noisy==1 111 | fprintf('\nIteration %.f / %.f \t:\t |dot(w_t+1,w_t)| = %f\n\n',j,maxIter,tolX); 112 | end 113 | 114 | else 115 | 116 | % Has met stopping criteria. 117 | if noisy 118 | fprintf('\nindependent component no. %.i : \nCONVERGED at %.f steps. . . |dot(w_t+1,w_t)| > 1-(10^-9)\n\n',i,j); 119 | end 120 | break; 121 | 122 | end 123 | 124 | end 125 | 126 | % Update P, W~ with final w_new at convergence or maxIter 127 | P = P+w_new*w_new'; 128 | W(i,:) = w_new; 129 | 130 | end 131 | 132 | % Recover original W and A from W~ = inv(A~) = transpose A~ 133 | % 134 | % W1 = W; 135 | % W = W1*M; 136 | % A = invM*W1'; 137 | B=W; 138 | W=B'*Q; 139 | % %--- sanity check --- 140 | % figure(1); clf(1); 141 | % for i=1:numics 142 | % subplot(numics,1,i); 143 | % plot(W(i,:)*data); 144 | % end 145 | 146 | end 147 | 148 | % --- contrast functions. add more options --- 149 | 150 | function g = contrastFunc(u) 151 | g = tanh(u); 152 | end 153 | 154 | function gp = contrastFuncDerivative(u) 155 | gp = 1-tanh(u).^2; 156 | end -------------------------------------------------------------------------------- /study_word/CCA.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/CCA.docx -------------------------------------------------------------------------------- /study_word/DCCA.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/DCCA.docx -------------------------------------------------------------------------------- /study_word/DPCA.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/DPCA.docx -------------------------------------------------------------------------------- /study_word/DPLS.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/DPLS.docx -------------------------------------------------------------------------------- /study_word/ICA.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/ICA.docx -------------------------------------------------------------------------------- /study_word/IDPCA.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/IDPCA.docx -------------------------------------------------------------------------------- /study_word/IDPLS.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/IDPLS.docx -------------------------------------------------------------------------------- /study_word/KPCA.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/KPCA.docx -------------------------------------------------------------------------------- /study_word/KPLS.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/KPLS.docx -------------------------------------------------------------------------------- /study_word/PCA.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/PCA.docx -------------------------------------------------------------------------------- /study_word/PLS.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HaleyChu/Process_Monitoring/734340c520f5a5c562e7c89fec748be4fa89ff0c/study_word/PLS.docx --------------------------------------------------------------------------------