82 lines
2.4 KiB
Matlab
82 lines
2.4 KiB
Matlab
% GO-CFAR干扰目标背景下检测性能仿真-
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clc;clear all;close all;
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N=36; %参考单元长度
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n=N/2; %半滑窗长度
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M=1e4; %蒙特卡洛仿真次数
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SNR_dB=5:1:35; %信噪比
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SNR=10.^(SNR_dB./10);
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Simul_len=length(SNR); %仿真长度
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T=0.8551;
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Pd_GO1=0;
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for i=1:length(SNR)
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count=0;
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for j=1:M
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%%%%%%%%%%%产生指数噪声%%%%%%%%%%%%%%%%%%%%%%%
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lambda=1;
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u=rand(1,N-1);
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exp_noise=log(u)*(-lambda);
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%%%%%%%%%%%%产生目标回波%%%%%%%%%%%%%%%%%%%
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lambda=SNR(i)+1;
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u=rand(1,2);
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exp_target=log(u(1))*(-lambda);
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exp_noise(N)=log(u(2))*(-lambda);
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cfar_k=exp_target/max(sum(exp_noise(1:N/2)),sum(exp_noise((N/2+1):N)));
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if (cfar_k>T)
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count=count+1;
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end
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end
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Pd_GO1(i)=count/M;
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end
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figure;
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plot(SNR_dB,Pd_GO1,'b--','LineWidth',1.5);
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hold on
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Pd_GO2=0;
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for i=1:length(SNR)
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count=0;
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for j=1:M
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%%%%%%%%%%%产生指数噪声%%%%%%%%%%%%%%%%%%%%%%%
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lambda=1;
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u=rand(1,N-2);
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exp_noise=log(u)*(-lambda);
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%%%%%%%%%%%%产生目标回波%%%%%%%%%%%%%%%%%%%
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lambda=SNR(i)+1;
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u=rand(1,3);
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exp_target=log(u(1))*(-lambda);
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exp_noise(N)=log(u(2))*(-lambda);
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exp_noise(N-1)=log(u(3))*(-lambda);
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cfar_k=exp_target/max(sum(exp_noise(1:N/2)),sum(exp_noise((N/2+1):N)));
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if (cfar_k>T)
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count=count+1;
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end
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end
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Pd_GO2(i)=count/M;
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end
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plot(SNR_dB,Pd_GO2,'r--*','LineWidth',1.5);
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hold on
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Pd_GO3=0;
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for i=1:length(SNR)
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count=0;
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for j=1:M
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%%%%%%%%%%%产生指数噪声%%%%%%%%%%%%%%%%%%%%%%%
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lambda=1;
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u=rand(1,N-2);
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exp_noise=log(u)*(-lambda);
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%%%%%%%%%%%%产生目标回波%%%%%%%%%%%%%%%%%%%
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lambda=SNR(i)+1;
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u=rand(1,3);
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exp_target=log(u(1))*(-lambda);
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exp_noise(N)=log(u(2))*(-lambda);
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exp_noise(N-1)=log(u(3))*(-lambda);
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exp_noise=[exp_noise(1:n-1) exp_noise(N-1) exp_noise(n:N-1) exp_noise(N)];
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cfar_k=exp_target/max(sum(exp_noise(1:N/2)),sum(exp_noise((N/2+1):N)));
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if (cfar_k>T)
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count=count+1;
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end
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end
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Pd_GO3(i)=count/M;
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end
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plot(SNR_dB,Pd_GO3,'g-.','LineWidth',1.5);
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xlabel('信噪比(dB)');ylabel('检测概率');
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title('干扰目标情况下GO-CAFR检测概率N=36,Pf=1e-6');
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legend('r=(0,1)','r=(0,2)','r=(1,1)');
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