--- /dev/null
+% cma.m
+%
+% Constant modulus equaliser example from:
+%
+% http://dsp.stackexchange.com/questions/23540/matlab-proper-estimation-of-weights-and-how-to-calculate-mse-for-qpsk-signal-f
+%
+% Adapted to run bpsk and fsk signals
+
+ rand('seed',1);
+ randn('seed',1);
+
+ N = 5000; % # symbols
+ h = [1 0 0 0 0 0 0.0 0.5]; % simulation of HF multipath channel impulse response
+ h = h/norm(h);
+ Le = 20; % equalizer length
+ mu = 1E-3; % step size
+ snr = 30; % snr in dB
+ M = 10; % oversample rate, e.g. Rs=400Hz at Fs=8000Hz
+
+ tx_type = "fsk"; % select modulation type here "bpsk" or "fsk"
+
+ if strcmp(tx_type, "bpsk")
+ s0 = round( rand(N,1) )*2 - 1; % BPSK signal
+ s0M = zeros(N*M,1); % oversampled BPSK signal
+ k = 1;
+ for i=1:M:N*M
+ s0M(i:i+M-1) = s0(k);
+ k ++;
+ end
+ end
+
+ if strcmp(tx_type, "fsk")
+ tx_bits = round(rand(1,N));
+
+ % continuous phase FSK modulator
+
+ w1 = pi/4;
+ w2 = pi/2;
+ tx_phase = 0;
+ tx = zeros(M*N,1);
+
+ for i=1:N
+ for k=1:M
+ if tx_bits(i)
+ tx_phase += w2;
+ else
+ tx_phase += w1;
+ end
+ tx((i-1)*M+k) = exp(j*tx_phase);
+ end
+ end
+
+ s0M = tx;
+ end
+
+ s = filter(h,1,s0M); % filtered signal
+
+ % add Gaussian noise at desired snr
+
+ n = randn(N*M,1);
+ vs = var(s);
+ vn = vs*10^(-snr/10);
+ n = sqrt(vn)*n;
+ r = s + n; % received signal
+
+ e = zeros(N*M,1); % error
+ w = zeros(Le,1); % equalizer coefficients
+ w(Le)=1; % actual filter taps are flipud(w)!
+
+ yd = zeros(N*M,1);
+
+ for i = 1:N*M-Le,
+ x = r(i:Le+i-1);
+ y = w'*x;
+ yd(i)=y;
+ e(i) = abs(y).^2 - 1;
+ w = w - mu * e(i) * real(conj(y) * x);
+ end
+
+ np = 100; % # sybmols to plot (last np will be plotted); np < N!
+
+ figure(1); clf;
+ %subplot(211), plot( 1:np, e(N-np+1-Le+1:N-Le+1).*e(N-np+1-Le+1:N-Le+1)), title('error')
+ subplot(211), plot(e.*e), title('error');
+ subplot(212), stem(conv(flipud(w),h)), title('equalized channel impulse response')
+
+ figure(2); clf;
+ subplot(311)
+ plot(1:np, s0M(N-np+1:N))
+ title('transmitted, received, and equalized signal')
+ subplot(312)
+ plot(1:np, r(N-np+1:N))
+ subplot(313)
+ plot(1:np, yd(N-np+1-Le+1:N-Le+1))
+
+ figure(3); clf;
+ h1 = freqz(h);
+ h2 = freqz(flipud(w));
+ h3 = freqz(conv(flipud(w),h));
+ subplot(311); plot(20*log10(abs(h1)));
+ title('channel, equaliser, combined freq resp')
+ subplot(312); plot(20*log10(abs(h2)));
+ subplot(313); plot(20*log10(abs(h3)));
+
+ figure(4);
+ subplot(211)
+ plot(20*log10(abs(fft(s0M))))
+ axis([1 length(s0M) 0 80]);
+ grid;
+ subplot(212)
+ plot(20*log10(abs(fft(s))))
+ axis([1 length(s0M) 0 80]);
+ grid;
+