【Matlab编程】马氏链随机模拟

本文主要是介绍【Matlab编程】马氏链随机模拟，希望对大家解决编程问题提供一定的参考价值，需要的开发者们随着小编来一起学习吧！

本文是利用蒙特卡罗算法对马氏链过程的模拟。假设有10个状态，从每个状态到与之相邻状态的概率是相同的，仿真次数为1000，及进行了1000次状态转移。我们以动画的形式再现了状态转移的过程，并记录了到达每个状态的次数，具体实现如下：

close all;clc;clear; 
figure; 
s=1;
n=1000;
r=1; % 圆圈的半径
title('等概率情况的计算机模拟')
set(gcf,'doublebuffer','on'); % 设置图形渲染效果
xlabel('Please press "space" key and see the result!',... 'fontsize',14,'color','r'); % 添加标注文字
hold on;axis equal; % 设置坐标轴属性
axis([-16,16,-16,16]); % 设置坐标轴范围
fill(r*sin(0:.1:2*pi)-7,r*cos(0:.1:2*pi)+13,'w'); % 画出固定点P1
hold on
fill(r*sin(0:.1:2*pi)-11,r*cos(0:.1:2*pi)+9,'w');hold on % 画出固定点P2 
fill(r*sin(0:.1:2*pi)-3,r*cos(0:.1:2*pi)+9,'w'); hold on% 画出固定点P3
fill(r*sin(0:.1:2*pi)+5,r*cos(0:.1:2*pi)+9,'w');hold on % 画出固定点P4 
fill(r*sin(0:.1:2*pi)+9,r*cos(0:.1:2*pi)+5,'w');hold on % 画出固定点P5
fill(r*sin(0:.1:2*pi)-15,r*cos(0:.1:2*pi)-3,'w');hold on % 画出固定点P6
fill(r*sin(0:.1:2*pi)+1,r*cos(0:.1:2*pi)-3,'w'); hold on% 画出固定点P7
fill(r*sin(0:.1:2*pi)+13,r*cos(0:.1:2*pi)-3,'w');hold on % 画出固定点P8
fill(r*sin(0:.1:2*pi)-7,r*cos(0:.1:2*pi)-11,'w');hold on % 画出固定点P9
fill(r*sin(0:.1:2*pi)+5,r*cos(0:.1:2*pi)-15,'w');hold on % 画出固定点P10
text(-15.4,-3,'6','FontSize',18);hold on
text(-11.4,9,'2','FontSize',18);hold on
text(-7.4,13,'1','FontSize',18);hold on
text(-7.4,-11,'9','FontSize',18);hold on
text(-3.4,9,'3','FontSize',18);hold on
text(0.6,-3,'7','FontSize',18);hold on
text(4.6,9,'4','FontSize',18);hold on
text(4.1,-15,'10','FontSize',18);hold on
text(8.6,5,'5','FontSize',18);hold on
text(12.6,-3,'8','FontSize',18);hold on
hold on
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%plot([8.5,6],[6,8.3],'r-')
hold on
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
x45=fliplr(8.3:-0.1:5.8);
y45=fliplr(linspace(5.9,8.2,length(x45)));
x54=8.3:-0.1:5.8;
y54=linspace(5.9,8.2,length(x54));
x85=fliplr(9.4:0.05:12.4);
y85=fliplr(linspace(4.1,-2.2,length(x85)));
x58=9.4:0.05:12.4;
y58=linspace(4.1,-2.2,length(x58));
x80=fliplr(5.8:0.1:12.2);
y80=fliplr(linspace(-14.4,-3.8,length(x80)));
x08=5.8:0.1:12.2;
y08=linspace(-14.4,-3.8,length(x08));
x87=fliplr(2:0.1:12);
y87=-3*ones(1,length(x87));
x78=2:0.1:12;
y78=-3*ones(1,length(x78));
x79=fliplr(-6.2:0.1:0.4);
y79=fliplr(linspace(-10.4,-3.8,length(x79)));
x97=-6.2:0.1:0.4;
y97=linspace(-10.4,-3.8,length(x97));
x73=fliplr(-2.6:0.06:0.9);
y73=fliplr(linspace(7.9,-2,length(x73)));
x37=-2.6:0.06:0.9;
y37=linspace(7.9,-2,length(x37));
x13=-6.4:0.1:-3.8;
y13=linspace(12.2,9.6,length(x13));
x31=fliplr(-6.4:0.1:-3.8);
y31=linspace(9.6,12.2,length(x31));
x67=-14:.11:0;
y67=-3*ones(1,length(x67));
x76=0:-0.11:-14;
y76=-3*ones(1,length(x76));
x21=-10.1:.1:-7.8;
y21=linspace(9.5,12.4,length(x21));
x12=-7.8:-0.1:-10.1;
y12=fliplr(linspace(9.5,12.4,length(x12)));
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
t6=text(-15.3,-5,'0','FontSize',12,'Color',[1 0 0]);
t2=text(-11.4,7,'0','FontSize',12,'Color',[1 0 0]);
t1=text(-7.2,11,'0','FontSize',12,'Color',[1 0 0]);
t9=text(-7.3,-13,'0','FontSize',12,'Color',[1 0 0]);
t3=text(-4,7,'0','FontSize',12,'Color',[1 0 0]);
t7=text(0.6,-5,'0','FontSize',12,'Color',[1 0 0]);
t4=text(4.7,7,'0','FontSize',12,'Color',[1 0 0]);
t10=text(4.3,-13,'0','FontSize',12,'Color',[1 0 0]);
t5=text(8.3,3,'0','FontSize',12,'Color',[1 0 0]);
t8=text(12.6,-5,'0','FontSize',12,'Color',[1 0 0]);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
for i=1:length(x45)plot(x45(i),y45(i),'*')endfor i=1:length(x54)plot(x54(i),y54(i),'*')endfor i=1:length(x85)plot(x85(i),y85(i),'*')endfor i=1:length(x58)plot(x58(i),y58(i),'*')endfor i=1:length(x80)plot(x80(i),y80(i),'.')endfor i=1:length(x08)plot(x08(i),y08(i),'*')
endfor i=1:length(x87)plot(x87(i),y87(i),'*')endfor i=1:length(x78)plot(x78(i),y78(i),'*')
endfor i=1:length(x79)plot(x79(i),y79(i),'.')endfor i=1:length(x97)plot(x97(i),y97(i),'*')endfor i=1:length(x73)plot(x73(i),y73(i),'*')endfor i=1:length(x37)plot(x37(i),y37(i),'.')endfor i=1:length(x31)plot(x31(i),y31(i),'*')
endfor i=1:length(x13)plot(x13(i),y13(i),'*')endfor i=1:length(x67)plot(x67(i),y67(i),'*')endfor i=1:length(x76)plot(x76(i),y76(i),'*')endfor i=1:length(x21)plot(x21(i),y21(i),'*')endfor i=1:length(x12)plot(x12(i),y12(i),'*')end
plot(x45,y45,'w.')
plot(x85,y85,'w.')
plot(x80,y80,'w.')
plot(x87,y87,'w.')
plot(x79,y79,'w.')
plot(x73,y73,'w.')
plot(x31,y31,'w.')
plot(x21,y21,'w.')
plot(x67,y67,'w.')plot(x54,y54,'w.')
plot(x58,y58,'w.')
plot(x08,y08,'w.')
plot(x78,y78,'w.')
plot(x97,y97,'w.')
plot(x37,y37,'w.')
plot(x13,y13,'w.')
plot(x12,y12,'w.')
plot(x76,y76,'w.')  
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%s=1;p1=0;%pn为到达n村庄的次数p2=0;p3=0;p4=0;p5=0;p6=0;p7=0;p8=0;p9=0;p10=0;%plot([-14,0],[-3,-3],'b','linewidth',3)
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
for i=1:nm=get(gcf,'currentkey'); % 获取键入按键的名称if strcmp(m,'space'); % 检查按下的按键是否为空格键break;end if s==1possible=round(rand(1));if possible==1s=3;p3=p3+1;for i=1:length(x13)plot(x13(i),y13(i),'.')pause(0.00000000001)enddelete(t3);t3=text(-4,7,num2str(p3),'FontSize',12,'Color',[1 0 0]);elses=2;p2=p2+1;for i=1:length(x12)plot(x12(i),y12(i),'.')pause(0.00000000001)enddelete(t2)t2=text(-11.4,7,num2str(p2),'FontSize',12,'Color',[1 0 0]);endelseif s==2s=1;p1=p1+1;for i=1:length(x21)plot(x21(i),y21(i),'.')pause(0.00000000001)enddelete(t1)t1=text(-7.2,11,num2str(p1),'FontSize',12,'Color',[1 0 0]);elseif s==3possible=round(rand(1));if possible==1s=7;p7=p7+1;for i=1:length(x37)plot(x37(i),y37(i),'.')pause(0.00000000001)enddelete(t7)t7=text(0.6,-5,num2str(p7),'FontSize',12,'Color',[1 0 0]);elses=1;p1=p1+1;for i=1:length(x31)plot(x31(i),y31(i),'.')pause(0.00000000001)enddelete(t1)t1=text(-7.2,11,num2str(p1),'FontSize',12,'Color',[1 0 0]);endelseif s==4s=5;p5=p5+1;for i=1:length(x45)plot(x45(i),y45(i),'.')pause(0.00000000001)enddelete(t5)t5=text(8.3,3,num2str(p5),'FontSize',12,'Color',[1 0 0]);elseif s==5possible=round(rand(1));if possible==1s=8;p8=p8+1;for i=1:length(x58)plot(x58(i),y58(i),'.')pause(0.00000000001)enddelete(t8)t8=text(12.6,-5,num2str(p8),'FontSize',12,'Color',[1 0 0]);elses=4;p4=p4+1;for i=1:length(x54)plot(x54(i),y54(i),'.')pause(0.00000000001)enddelete(t4)t4=text(4.7,7,num2str(p4),'FontSize',12,'Color',[1 0 0]);endelseif s==6s=7;p7=p7+1;for i=1:length(x67)plot(x67(i),y67(i),'.')pause(0.00000000001)enddelete(t7)t7=text(0.6,-5,num2str(p7),'FontSize',12,'Color',[1 0 0]);elseif s==7possible=floor(rand(1)*4);if possible==0s=6;p6=p6+1;for i=1:length(x76)plot(x76(i),y76(i),'.')pause(0.00000000001)enddelete(t6)t6=text(-15.3,-5,num2str(p6),'FontSize',12,'Color',[1 0 0]);elseif possible==1s=3;p3=p3+1;for i=1:length(x73)plot(x73(i),y73(i),'.')pause(0.00000000001)enddelete(t3)t3=text(-4,7,num2str(p3),'FontSize',12,'Color',[1 0 0]);elseif possible==2s=9;p9=p9+1;for i=1:length(x79)plot(x79(i),y79(i),'.')pause(0.00000000001)enddelete(t9)t9=text(-7.3,-13,num2str(p9),'FontSize',12,'Color',[1 0 0]);elses=8;p8=p8+1;for i=1:length(x78)plot(x78(i),y78(i),'.')pause(0.00000000001)enddelete(t8)t8=text(12.6,-5,num2str(p8),'FontSize',12,'Color',[1 0 0]);endelseif s==8possible=floor(rand(1)*3);if possible==0s=7;p7=p7+1;for i=1:length(x87)plot(x87(i),y87(i),'.')pause(0.00000000001)enddelete(t7)t7=text(0.6,-5,num2str(p7),'FontSize',12,'Color',[1 0 0]);elseif possible==1s=5;p5=p5+1;for i=1:length(x85)plot(x85(i),y85(i),'.')pause(0.00000000001)enddelete(t5)t5=text(8.3,3,num2str(p5),'FontSize',12,'Color',[1 0 0]);else s=10;p10=p10+1;for i=1:length(x80)plot(x80(i),y80(i),'.')pause(0.00000000001)enddelete(t10)t10=text(4.3,-13,num2str(p10),'FontSize',12,'Color',[1 0 0]);endelseif s==9s=7;p7=p7+1;for i=1:length(x97)plot(x97(i),y97(i),'.')pause(0.00000000001)enddelete(t7)t7=text(0.6,-5,num2str(p7),'FontSize',12,'Color',[1 0 0]);else s=8;p8=p8+1;for i=1:length(x08)plot(x08(i),y08(i),'.')pause(0.00000000001)enddelete(t8)t8=text(12.6,-5,num2str(p8),'FontSize',12,'Color',[1 0 0]);end
plot(x45,y45,'w.')
plot(x85,y85,'w.')
plot(x80,y80,'w.')
plot(x87,y87,'w.')
plot(x79,y79,'w.')
plot(x73,y73,'w.')
plot(x31,y31,'w.')
plot(x21,y21,'w.')
plot(x67,y67,'w.')
plot(x54,y54,'w.')
plot(x58,y58,'w.')
plot(x08,y08,'w.')
plot(x78,y78,'w.')
plot(x97,y97,'w.')
plot(x37,y37,'w.')
plot(x13,y13,'w.')
plot(x12,y12,'w.')
plot(x76,y76,'w.')  
endfor j=i:nif s==1possible=round(rand(1));if possible==1s=3;p3=p3+1;elses=2;p2=p2+1;endelseif s==2s=1;p1=p1+1;elseif s==3possible=round(rand(1));if possible==1s=7;p7=p7+1;elses=1;p1=p1+1;endelseif s==4s=5;p5=p5+1;elseif s==5possible=round(rand(1));if possible==1s=8;p8=p8+1;elses=4;p4=p4+1;endelseif s==6s=7;p7=p7+1;elseif s==7possible=floor(rand(1)*4);if possible==0s=6;p6=p6+1;elseif possible==1s=3;p3=p3+1;elseif possible==2s=9;p9=p9+1;elses=8;p8=p8+1;endelseif s==8possible=floor(rand(1)*3);if possible==0s=7;p7=p7+1;elseif possible==1s=5;p5=p5+1;else s=10;p10=p10+1;endelseif s==9s=7;p7=p7+1;else s=8;p8=p8+1;endend
delete(t1)
delete(t2)
delete(t3)
delete(t4)
delete(t5)
delete(t6)
delete(t7)
delete(t8)
delete(t9)
delete(t10)
t6=text(-15.3,-5,num2str(p6),'FontSize',12,'Color',[1 0 0]);
t2=text(-11.4,7,num2str(p2),'FontSize',12,'Color',[1 0 0]);
t1=text(-7.2,11,num2str(p1),'FontSize',12,'Color',[1 0 0]);
t9=text(-7.3,-13,num2str(p9),'FontSize',12,'Color',[1 0 0]);
t3=text(-4,7,num2str(p3),'FontSize',12,'Color',[1 0 0]);
t7=text(0.6,-5,num2str(p7),'FontSize',12,'Color',[1 0 0]);
t4=text(4.7,7,num2str(p4),'FontSize',12,'Color',[1 0 0]);
t10=text(4.3,-13,num2str(p10),'FontSize',12,'Color',[1 0 0]);
t5=text(8.3,3,num2str(p5),'FontSize',12,'Color',[1 0 0]);
t8=text(12.6,-5,num2str(p8),'FontSize',12,'Color',[1 0 0]);

仿真过程如下：