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【SVM预测】基于支持向量机实现钢厚度预测含Matlab源码

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1 简介 钢厚度的预测是通常的数学统计方法难以拟合的.支持向量机方法能够解决小样本情况下非线性函数拟合的通用性和推广性问题,是求复杂的非线性拟合函数的一种有效的技术.模型

1 简介

钢厚度的预测是通常的数学统计方法难以拟合的.支持向量机方法能够解决小样本情况下非线性函数拟合的通用性和推广性问题,是求复杂的非线性拟合函数的一种有效的技术.模型及实例表明,该方法对储层厚度的预测是有效的.

2 部分代码

function varargout = XuiGaiMiMa(varargin)
% XUIGAIMIMA MATLAB code for XuiGaiMiMa.fig
% XUIGAIMIMA, by itself, creates a new XUIGAIMIMA or raises the existing
% singleton*.
%
% H = XUIGAIMIMA returns the handle to a new XUIGAIMIMA or the handle to
% the existing singleton*.
%
% XUIGAIMIMA('CALLBACK',hObject,eventData,handles,...) calls the local
% function named CALLBACK in XUIGAIMIMA.M with the given input arguments.
%
% XUIGAIMIMA('Property','Value',...) creates a new XUIGAIMIMA or raises the
% existing singleton*. Starting from the left, property value pairs are
% applied to the GUI before XuiGaiMiMa_OpeningFcn gets called. An
% unrecognized property name or invalid value makes property application
% stop. All inputs are passed to XuiGaiMiMa_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 XuiGaiMiMa
% Last Modified by GUIDE v2.5 04-May-2020 23:48:18
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name', mfilename, ...
'gui_Singleton', gui_Singleton, ...
'gui_OpeningFcn', @XuiGaiMiMa_OpeningFcn, ...
'gui_OutputFcn', @XuiGaiMiMa_OutputFcn, ...
'gui_LayoutFcn', [] , ...
'gui_Callback', []);
if nargin && ischar(varargin{1})
gui_State.gui_Callback = str2func(varargin{1});
end
if nargout
[varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:});
else
gui_mainfcn(gui_State, varargin{:});
end
% End initialization code - DO NOT EDIT
% --- Executes just before XuiGaiMiMa is made visible.
function XuiGaiMiMa_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 XuiGaiMiMa (see VARARGIN)
% Choose default command line output for XuiGaiMiMa
handles.output = hObject;
% Update handles structure
guidata(hObject, handles);
% UIWAIT makes XuiGaiMiMa wait for user response (see UIRESUME)
% uiwait(handles.figure1);
% --- Outputs from this function are returned to the command line.
function varargout = XuiGaiMiMa_OutputFcn(hObject, eventdata, handles)
% varargout cell array for returning output args (see VARARGOUT);
% hObject handle to figure
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Get default command line output from handles structure
varargout{1} = handles.output;
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
set( handles.edit1,'FontName','Symbol');
% --- 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');
end
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
set( handles.edit2,'FontName','Symbol');
% --- 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');
end
% --- 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)
load userData
temp1=get(handles.edit1,'String');
temp2=get(handles.edit3,'String');
temp3=get(handles.edit4,'String');
%% 查找用户编号
no=0;
for i=1:length(userData.username)
if strcmp(userData.username{i},temp3)
no=i;
end
end
if no~=0
set(handles.text5,'String','该用户名已存在');
else
if strcmp(temp2,temp1)
set(handles.text5,'String','注册成功');
else
set(handles.text5,'String','注册失败');
end
userData.username=[userData.username;{temp3}];
userData.password=[userData.password;{temp1}];
save('userData','userData')
end
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
set( handles.edit3,'FontName','Symbol');
% --- 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');
end
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)
% 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

3 仿真结果

【SVM预测】基于支持向量机实现钢厚度预测含Matlab源码 _2d

【SVM预测】基于支持向量机实现钢厚度预测含Matlab源码 _拟合_02

4 参考文献

[1]陆树勤等. "基于支持向量机的储层厚度预测方法及应用." 复杂油气藏 013.003(2008):24-26.

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【SVM预测】基于支持向量机实现钢厚度预测含Matlab源码 _ico_03


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