alpha-beta剪枝算法应用于五子棋MATLAB版(Minimax Algorithm and Alpha-Beta Cutoff)

五子棋是一种古老而受欢迎的棋类游戏,其复杂性使得传统的极大极小算法在搜索时耗费大量时间。Minimax算法常用于棋类等由两方较量的游戏和程序。该算法是一个零总和算法,即一方要在可选的选项中选择将其优势最大化的选择,另一方则选择令对手优势最小化的方法。而开始的时候总和为0。如果按照MinMax算法来进行决策的话,需要的计算量是随着向后看的步数的增加而呈指数级增长的。但是,这些状态中其实是包含很多不必要的状态的,所以我们可以进行剪枝。

geeksforgeeks 里的伪代码:还不会算法的小伙伴可以看这个。原文链接alpha-beta pruning

function minimax(node, depth, isMaximizingPlayer, alpha, beta):

    if node is a leaf node :
        return value of the node
    
    if isMaximizingPlayer :
        bestVal = -INFINITY 
        for each child node :
            value = minimax(node, depth+1, false, alpha, beta)
            bestVal = max( bestVal, value) 
            alpha = max( alpha, bestVal)
            if beta <= alpha:
                break
        return bestVal

    else :
        bestVal = +INFINITY 
        for each child node :
            value = minimax(node, depth+1, true, alpha, beta)
            bestVal = min( bestVal, value) 
            beta = min( beta, bestVal)
            if beta <= alpha:
                break
        return bestVal

// Calling the function for the first time.
minimax(0, 0, true, -INFINITY, +INFINITY)

不多说直接上程序: 

%主程序main.h
clc
clear all
======================================================================== MICROSOFT FOUNDATION CLASS LIBRARY : fir ======================================================================== AppWizard has created this fir application for you. This application not only demonstrates the basics of using the Microsoft Foundation classes but is also a starting point for writing your application. This file contains a summary of what you will find in each of the files that make up your fir application. fir.dsp This file (the project file) contains information at the project level and is used to build a single project or subproject. Other users can share the project (.dsp) file, but they should export the makefiles locally. fir.h This is the main header file for the application. It includes other project specific headers (including Resource.h) and declares the CFirApp application class. fir.cpp This is the main application source file that contains the application class CFirApp. fir.rc This is a listing of all of the Microsoft Windows resources that the program uses. It includes the icons, bitmaps, and cursors that are stored in the RES subdirectory. This file can be directly edited in Microsoft Visual C++. fir.clw This file contains information used by ClassWizard to edit existing classes or add new classes. ClassWizard also uses this file to store information needed to create and edit message maps and dialog data maps and to create prototype member functions. res\fir.ico This is an icon file, which is used as the application's icon. This icon is included by the main resource file fir.rc. res\fir.rc2 This file contains resources that are not edited by Microsoft Visual C++. You should place all resources not editable by the resource editor in this file. ///////////////////////////////////////////////////////////////////////////// For the main frame window: MainFrm.h, MainFrm.cpp These files contain the frame class CMainFrame, which is derived from CFrameWnd and controls all SDI frame features. ///////////////////////////////////////////////////////////////////////////// AppWizard creates one document type and one view: firDoc.h, firDoc.cpp - the document These files contain your CFirDoc class. Edit these files to add your special document data and to implement file saving and loading (via CFirDoc::Serialize). firView.h, firView.cpp - the view of the document These files contain your CFirView class. CFirView objects are used to view CFirDoc objects. ///////////////////////////////////////////////////////////////////////////// Other standard files: StdAfx.h, StdAfx.cpp These files are used to build a precompiled header (PCH) file named fir.pch and a precompiled types file named StdAfx.obj. Resource.h This is the standard header file, which defines new resource IDs. Microsoft Visual C++ reads and updates this file. ///////////////////////////////////////////////////////////////////////////// Other notes: AppWizard uses "TODO:" to indicate parts of the source code you should add to or customize. If your application uses MFC in a shared DLL, and your application is in a language other than the operating system's current language, you will need to copy the corresponding localized resources MFC42XXX.DLL from the Microsoft Visual C++ CD-ROM onto the system or system32 directory, and rename it to be MFCLOC.DLL. ("XXX" stands for the language abbreviation. For example, MFC42DEU.DLL contains resources translated to German.) If you don't do this, some of the UI elements of your application will remain in the language of the operating system. /////////////////////////////////////////////////////////////////////////////
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