CVX is a Matlab-based modeling system for convex optimization. CVX turns Matlab into a modeling language, allowing constraints and objectives to be specified using standard Matlab expression syntax.
我们从最新版本cvx 3.0的安装、注册和实例讲起,对自己最新文章中的一个算法进行验证。
1、CVX 3.0 安装
CVX 3.0 beta是最新版本,支持多个平台,附下载地址。
注意3.0版本和2.X版本不兼容,只能下载安装其一,如果已安装任意版本均需要卸载才能安装新版本。
(1)下载zip文件后,解压缩至任意地址,如D:\Download\cvx-w64
(2)打开matlab将当前文件位置改到D:\Download\cvx-w64\cvx
(3)matlab 命令行中输入命令
cvx_setup
安装正常后信息显示如下
>> cvx_setup---------------------------------------------------------------------------CVX: Software for Disciplined Convex Programming (c)2014 CVX ResearchVersion 2.1, Build 1110 (66e9a9c) Wed Jun 10 21:43:38 2015---------------------------------------------------------------------------Installation info: Path: D:\Download\cvx-w64\cvx MATLAB version: 8.3 (R2014a) OS: Windows 7 amd64 version 6.1 Java version: 1.7.0_11Verfying CVX directory contents: No missing files.Preferences: none found; defaults loaded.License host: Username: user Host ID: 64006a58e9ad (eth3)Installed license: No license installed.No valid licenses found. Click here to fill out an academic license requestSetting CVX paths...done.Saving updated path...done.Searching for solvers...5 shims found.2 solvers initialized (* = default): * SDPT3 4.0 {cvx}\sdpt3 SeDuMi 1.34 {cvx}\sedumi3 solvers skipped: GLPK Could not find a GLPK installation. Gurobi {cvx}\gurobi\w64 No valid Gurobi license was found. (Please note that this license is *not the same* as the CVX license; it must be obtained directly from Gurobi Optimization.) If you do have a Gurobi license, the the Gurobi MEX file could not find it. Please consult the Gurobi documentation for assistance. Mosek unknown {cvx}\mosek\w64 A CVX Professional license is required.Saving updated preferences...done.To change the default solver, type "cvx_solver <solver_name>".To save this change for future sessions, type "cvx_save_prefs".
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(4)敲入
cvx_version
可看到还没完成注册
>> cvx_version---------------------------------------------------------------------------CVX: Software for Disciplined Convex Programming (c)2014 CVX ResearchVersion 2.1, Build 1110 (66e9a9c) Wed Jun 10 21:43:38 2015---------------------------------------------------------------------------Installation info: Path: D:\Download\cvx-w64\cvx MATLAB version: 8.3 (R2014a) OS: Windows 7 amd64 version 6.1 Java version: 1.7.0_11Verfying CVX directory contents: No missing files.Preferences: Path: C:\Users\user\AppData\Roaming\MathWorks\MATLAB\cvx_prefs.matLicense host: Username: user Host ID: 64006a58e9ad (eth3)Installed license: No license installed.No valid licenses found. Click here to fill out an academic license request
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2、CVX 3.0 注册
(1)在此地址进行注册申请注册,如果有高效邮箱是可以申请免费试用的。
以“Academic license request”为例,填写一些很基本的信息,其中需要在此部分
中填写刚才上一个代码段的信息
License host: Username: user Host ID: 64006a58e9ad (eth3)
(2)然后在自己邮箱中接收邮件,将附件cvx_license随意另存个位置,如D:\Download\cvx_license.dat
(3)matlab命令行中输入
cvx_setup D:/Download/cvx_license.dat
顺利注册后的信息如下
>> cvx_setup D:/Download/cvx_license.dat---------------------------------------------------------------------------CVX: Software for Disciplined Convex Programming (c)2014 CVX ResearchVersion 2.1, Build 1110 (66e9a9c) Wed Jun 10 21:43:38 2015---------------------------------------------------------------------------Installation info: Path: D:\Download\cvx-w64\cvx MATLAB version: 8.3 (R2014a) OS: Windows 7 amd64 version 6.1 Java version: 1.7.0_11Verfying CVX directory contents: No missing files.Preferences: Path: C:\Users\user\AppData\Roaming\MathWorks\MATLAB\cvx_prefs.matLicense host: Username: user Host ID: 64006a58e9ad (eth3)Installed license: No license installed.Installing license: File: D:/Download/cvx_license.dat Organization: ******** university, P.R.China Contact: ** **** (********@***.edu.cn) License type: academic Named user: user Host ID: 64006a58e9ad Expiration: 2017-05-17 (364 days remaining)Setting CVX paths...already set!Searching for solvers...5 shims found.3 solvers initialized (* = default): Mosek 7.1.0.12 {cvx}\mosek\w64 * SDPT3 4.0 {cvx}\sdpt3 SeDuMi 1.34 {cvx}\sedumi2 solvers skipped: GLPK Could not find a GLPK installation. Gurobi {cvx}\gurobi\w64 No valid Gurobi license was found. (Please note that this license is *not the same* as the CVX license; it must be obtained directly from Gurobi Optimization.) If you do have a Gurobi license, the the Gurobi MEX file could not find it. Please consult the Gurobi documentation for assistance.Saving updated preferences...done.To change the default solver, type "cvx_solver <solver_name>".To save this change for future sessions, type "cvx_save_prefs".
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3、例程
官网上有个很简单的小案例
4、备注
最后特别提醒下,cvx工具箱只能解决特定形式的问题,如对于包含除号的目标函数,就无能为力了,即使你证明了这个OP是凸的,这时可以考虑使用fmincon函数。
文章出处:http://blog.csdn.net/lipengcn/article/details/51442005#comments
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