diff options
Diffstat (limited to 'dpd/src/phase_align.py')
-rw-r--r-- | dpd/src/phase_align.py | 74 |
1 files changed, 74 insertions, 0 deletions
diff --git a/dpd/src/phase_align.py b/dpd/src/phase_align.py new file mode 100644 index 0000000..f03184b --- /dev/null +++ b/dpd/src/phase_align.py @@ -0,0 +1,74 @@ +import datetime +import os +import logging +logging_path = os.path.dirname(logging.getLoggerClass().root.handlers[0].baseFilename) + +import numpy as np +from scipy import signal, optimize +import sys +import matplotlib.pyplot as plt + + +def phase_align(sig, ref_sig): + """Do phase alignment for sig relative to the reference signal + ref_sig. + + Returns the aligned signal""" + + angle_diff = (np.angle(sig) - np.angle(ref_sig)) % (2. * np.pi) + + real_diffs = np.cos(angle_diff) + imag_diffs = np.sin(angle_diff) + + if logging.getLogger().getEffectiveLevel() == logging.DEBUG: + dt = datetime.datetime.now().isoformat() + fig_path = logging_path + "/" + dt + "_phase_align.pdf" + + plt.subplot(511) + plt.hist(angle_diff, bins=60, label="Angle Diff") + plt.xlabel("Angle") + plt.ylabel("Count") + plt.legend(loc=4) + + plt.subplot(512) + plt.hist(real_diffs, bins=60, label="Real Diff") + plt.xlabel("Real Part") + plt.ylabel("Count") + plt.legend(loc=4) + + plt.subplot(513) + plt.hist(imag_diffs, bins=60, label="Imaginary Diff") + plt.xlabel("Imaginary Part") + plt.ylabel("Count") + plt.legend(loc=4) + + plt.subplot(514) + plt.plot(np.angle(ref_sig[:128]), label="ref_sig") + plt.plot(np.angle(sig[:128]), label="sig") + plt.xlabel("Angle") + plt.ylabel("Sample") + plt.legend(loc=4) + + real_diff = np.median(real_diffs) + imag_diff = np.median(imag_diffs) + + angle = np.angle(real_diff + 1j * imag_diff) + + logging.debug( + "Compensating phase by {} rad, {} degree. real median {}, imag median {}".format( + angle, angle*180./np.pi, real_diff, imag_diff + )) + sig = sig * np.exp(1j * -angle) + + if logging.getLogger().getEffectiveLevel() == logging.DEBUG: + plt.subplot(515) + plt.plot(np.angle(ref_sig[:128]), label="ref_sig") + plt.plot(np.angle(sig[:128]), label="sig") + plt.xlabel("Angle") + plt.ylabel("Sample") + plt.legend(loc=4) + plt.tight_layout() + plt.savefig(fig_path) + plt.clf() + + return sig |