MIMO 系统 ML 检测（最大似然检测）
最编程
2024-03-09 14:23:20
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Nt = 2 ;
Nr = 2 ;
Len = 10000 ;
M= 4 ;
bitsPerSymbol = log2(M) ;
bitsTotal = bitsPerSymbol * Nt * Len ;
ALP = [-1+1i ;-1-1* 1i ;1+1i ;1-1i] * sqrt(3/(2*(M-1))) ; %QAM符号
%ALPbin = dec2bin( 0:M-1 , log2(M)) ; %QAM的二进制编码
SNRVect = 0:2:20 ;
SER = zeros( 1 ,length(SNRVect) ) ;
for snrLoop = 1: length (SNRVect)
fprintf(' snrLoop = %d \n',snrLoop) ;
%计算信噪比
SNRdB = SNRVect(snrLoop) ;
SNR = 10^(SNRdB/10) ;
%此处我们假设每根天线发送的信号能量为1
%N0 表示噪声的能量
N0 = Nt * 1 / SNR ;
%产生随机比特流
send = round(rand(1,bitsTotal)) ;
sendReshape = reshape(send , Nt * bitsPerSymbol , Len ) ;
symbols = zeros(Nt, Len) ;
symbolsModulation = zeros(Nt ,Len) ;
%发送端 4QAM调制
fprintf('\n正在调制并发送 \n') ;
for sendLoop = 1 :Len
for antennaLoop = 1: Nt
twoBits = sendReshape ( 2* antennaLoop-1 :2* antennaLoop, sendLoop) ;
symbols ( antennaLoop ,sendLoop) = 2 * twoBits(1) + 1 * twoBits(2) +1 ;
symbolsModulation ( antennaLoop ,sendLoop) = ALP(symbols ( antennaLoop ,sendLoop) ) ;
end
end
%经过信道
H = (randn(Nr, Nt) + sqrt(-1) * randn(Nr , Nt))/ sqrt(2) ; % 除以sqrt(2) 保证信道的能量为1
n = (randn(Nr , Len) + sqrt(-1)*randn(Nr, Len )) * sqrt(N0) /sqrt(2) ; %保证噪声 n ~N(0,N0)
y = H* symbolsModulation + n ;
%接收端
fprintf('\n正在译码 \n') ;
symbolsDetect = zeros(2 , Len) ;
for sendLoop = 1 :Len
fprintf('%d %d \n',snrLoop ,sendLoop) ;
%得到M*M种组合
dml = zeros(M ,M ,Len) ;
for i1 = 1:M
for i2 = 1:M
dml(i1, i2, sendLoop) = (norm ( y(: , sendLoop) - H * [ALP(i1) ; ALP(i2)] ) ) .^2 ; % 共16种组合
end
end
dml_min = min( reshape(dml( :, :, sendLoop ) .' , 1, M*M) ) ;
%找到最合适的 然后译码
for j1 = 1: M ;
for j2 = 1:M
if dml(j1 , j2, sendLoop) ==dml_min ;
symbolsDetect(1, sendLoop) = j1 ;
symbolsDetect(2, sendLoop) = j2 ;
end
end
end
end
% 一个信噪比结束 统计SER
SER(snrLoop) = sum ( reshape(symbolsDetect , 1, Len * Nt) ~= reshape (symbols , 1, Len *Nt) )/ (Len * Nt) ;
end
semilogy( 0: 2 : 20 , SER)