📄 复件 mimo with ml equalization.m
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% Script for computing the BER for BPSK modulation in a% Rayleigh fading channel with 2 Tx, 2Rx MIMO channel % Maximum Likelihood equalizationclearN = 10^6; % number of bits or symbolsEb_N0_dB = [0:25]; % multiple Eb/N0 valuesnTx = 2;nRx = 2;for ii = 1:length(Eb_N0_dB) % Transmitter ip = rand(1,N)>0.5; % generating 0,1 with equal probability s = 2*ip-1; % BPSK modulation 0 -> -1; 1 -> 0 sMod = kron(s,ones(nRx,1)); % sMod = reshape(sMod,[nRx,nTx,N/nTx]); % grouping in [nRx,nTx,N/NTx ] matrix h = 1/sqrt(2)*[randn(nRx,nTx,N/nTx) + j*randn(nRx,nTx,N/nTx)]; % Rayleigh channel n = 1/sqrt(2)*[randn(nRx,N/nTx) + j*randn(nRx,N/nTx)]; % white gaussian noise, 0dB variance % Channel and noise Noise addition y = squeeze(sum(h.*sMod,2)) + 10^(-Eb_N0_dB(ii)/20)*n; % Maximum Likelihood Receiver % ---------------------------- % if [s1 s2 ] = [+1,+1 ] sHat1 = [1 1]; sHat1 = repmat(sHat1,[1 ,N/2]); sHat1Mod = kron(sHat1,ones(nRx,1)); sHat1Mod = reshape(sHat1Mod,[nRx,nTx,N/nTx]); zHat1 = squeeze(sum(h.*sHat1Mod,2)) ; J11 = sum(abs(y - zHat1),1); % if [s1 s2 ] = [+1,-1 ] sHat2 = [1 -1]; sHat2 = repmat(sHat2,[1 ,N/2]); sHat2Mod = kron(sHat2,ones(nRx,1)); sHat2Mod = reshape(sHat2Mod,[nRx,nTx,N/nTx]); zHat2 = squeeze(sum(h.*sHat2Mod,2)) ; J10 = sum(abs(y - zHat2),1); % if [s1 s2 ] = [-1,+1 ] sHat3 = [-1 1]; sHat3 = repmat(sHat3,[1 ,N/2]); sHat3Mod = kron(sHat3,ones(nRx,1)); sHat3Mod = reshape(sHat3Mod,[nRx,nTx,N/nTx]); zHat3 = squeeze(sum(h.*sHat3Mod,2)) ; J01 = sum(abs(y - zHat3),1); % if [s1 s2 ] = [-1,-1 ] sHat4 = [-1 -1]; sHat4 = repmat(sHat4,[1 ,N/2]); sHat4Mod = kron(sHat4,ones(nRx,1)); sHat4Mod = reshape(sHat4Mod,[nRx,nTx,N/nTx]); zHat4 = squeeze(sum(h.*sHat4Mod,2)) ; J00 = sum(abs(y - zHat4),1); % finding the minimum from the four alphabet combinations rVec = [J11;J10;J01;J00]; [jj dd] = min(rVec,[],1); % mapping the minima to bits ref = [1 1; 1 0; 0 1; 0 0 ]; ipHat = zeros(1,N); ipHat(1:2:end) = ref(dd,1); ipHat(2:2:end) = ref(dd,2); % counting the errors nErr(ii) = size(find([ip- ipHat]),2);endsimBer = nErr/N; % simulated berEbN0Lin = 10.^(Eb_N0_dB/10);theoryBer_nRx1 = 0.5.*(1-1*(1+1./EbN0Lin).^(-0.5)); p = 1/2 - 1/2*(1+1./EbN0Lin).^(-1/2);theoryBerMRC_nRx2 = p.^2.*(1+2*(1-p)); close allfiguresemilogy(Eb_N0_dB,theoryBer_nRx1,'bp-','LineWidth',2);hold onsemilogy(Eb_N0_dB,theoryBerMRC_nRx2,'kd-','LineWidth',2);semilogy(Eb_N0_dB,simBer,'mo-','LineWidth',2);axis([0 25 10^-5 0.5])grid onlegend('theory (nTx=1,nRx=1)', 'theory (nTx=1,nRx=2, MRC)', 'sim (nTx=2, nRx=2, ML)');xlabel('Average Eb/No,dB');ylabel('Bit Error Rate');title('BER for BPSK modulation with 2x2 MIMO and ML equalizer (Rayleigh channel)');
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