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authortrondeau2008-10-25 22:11:31 +0000
committertrondeau2008-10-25 22:11:31 +0000
commit57b846ed17b0084563988d7817302f4f5b0d8e3c (patch)
tree5ae89826f468b476bfd481c7ec2bbd28c363a1db /gr-utils/src/python/gr_plot_psd.py
parent0c743f55580109e868610f534b5b9310988f8a23 (diff)
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added real PSD plotting tool with optional spectrogram plot.
git-svn-id: http://gnuradio.org/svn/gnuradio/trunk@9846 221aa14e-8319-0410-a670-987f0aec2ac5
Diffstat (limited to 'gr-utils/src/python/gr_plot_psd.py')
-rwxr-xr-xgr-utils/src/python/gr_plot_psd.py281
1 files changed, 281 insertions, 0 deletions
diff --git a/gr-utils/src/python/gr_plot_psd.py b/gr-utils/src/python/gr_plot_psd.py
new file mode 100755
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+++ b/gr-utils/src/python/gr_plot_psd.py
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+#!/usr/bin/env python
+#
+# Copyright 2007,2008 Free Software Foundation, Inc.
+#
+# This file is part of GNU Radio
+#
+# GNU Radio is free software; you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation; either version 3, or (at your option)
+# any later version.
+#
+# GNU Radio is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with GNU Radio; see the file COPYING. If not, write to
+# the Free Software Foundation, Inc., 51 Franklin Street,
+# Boston, MA 02110-1301, USA.
+#
+
+try:
+ import matplotlib
+ matplotlib.use('TkAgg')
+ matplotlib.interactive(True)
+except ImportError:
+ print "Please install Matplotlib to run this script (http://matplotlib.sourceforge.net/)"
+ raise SystemExit, 1
+
+try:
+ import scipy
+ from scipy import fftpack
+except ImportError:
+ print "Please install SciPy to run this script (http://www.scipy.org/)"
+ raise SystemExit, 1
+
+try:
+ from pylab import *
+except ImportError:
+ print "Please install Matplotlib to run this script (http://matplotlib.sourceforge.net/)"
+ raise SystemExit, 1
+
+from optparse import OptionParser
+from scipy import log10
+
+class gr_plot_psd:
+ def __init__(self, datatype, filename, options):
+ self.hfile = open(filename, "r")
+ self.block_length = options.block
+ self.start = options.start
+ self.sample_rate = options.sample_rate
+ self.psdfftsize = options.psd_size
+ self.specfftsize = options.spec_size
+
+ self.dospec = options.enable_spec # if we want to plot the spectrogram
+
+ self.datatype = getattr(scipy, datatype) #scipy.complex64
+ self.sizeof_data = self.datatype().nbytes # number of bytes per sample in file
+
+ self.axis_font_size = 16
+ self.label_font_size = 18
+ self.title_font_size = 20
+ self.text_size = 22
+
+ # Setup PLOT
+ self.fig = figure(1, figsize=(16, 12), facecolor='w')
+ rcParams['xtick.labelsize'] = self.axis_font_size
+ rcParams['ytick.labelsize'] = self.axis_font_size
+
+ self.text_file = figtext(0.10, 0.95, ("File: %s" % filename), weight="heavy", size=self.text_size)
+ self.text_file_pos = figtext(0.10, 0.92, "File Position: ", weight="heavy", size=self.text_size)
+ self.text_block = figtext(0.35, 0.92, ("Block Size: %d" % self.block_length),
+ weight="heavy", size=self.text_size)
+ self.text_sr = figtext(0.60, 0.915, ("Sample Rate: %.2f" % self.sample_rate),
+ weight="heavy", size=self.text_size)
+ self.make_plots()
+
+ self.button_left_axes = self.fig.add_axes([0.45, 0.01, 0.05, 0.05], frameon=True)
+ self.button_left = Button(self.button_left_axes, "<")
+ self.button_left_callback = self.button_left.on_clicked(self.button_left_click)
+
+ self.button_right_axes = self.fig.add_axes([0.50, 0.01, 0.05, 0.05], frameon=True)
+ self.button_right = Button(self.button_right_axes, ">")
+ self.button_right_callback = self.button_right.on_clicked(self.button_right_click)
+
+ self.xlim = self.sp_iq.get_xlim()
+
+ self.manager = get_current_fig_manager()
+ connect('draw_event', self.zoom)
+ connect('key_press_event', self.click)
+ show()
+
+ def get_data(self):
+ self.position = self.hfile.tell()/self.sizeof_data
+ self.text_file_pos.set_text("File Position: %d" % self.position)
+ self.iq = scipy.fromfile(self.hfile, dtype=self.datatype, count=self.block_length)
+ #print "Read in %d items" % len(self.iq)
+ if(len(self.iq) == 0):
+ print "End of File"
+ else:
+ tstep = 1.0 / self.sample_rate
+ self.time = [tstep*(self.position + i) for i in xrange(len(self.iq))]
+
+ self.iq_psd, self.freq = self.dopsd(self.iq)
+
+ def dopsd(self, iq):
+ ''' Need to do this here and plot later so we can do the fftshift '''
+ overlap = self.psdfftsize/4
+ winfunc = scipy.blackman
+ psd,freq = self.sp_psd.psd(iq, self.psdfftsize, self.sample_rate,
+ window = lambda d: d*winfunc(self.psdfftsize),
+ noverlap = overlap, visible=False)
+ psd = 10.0*log10(abs(fftpack.fftshift(psd)))
+ return (psd, freq)
+
+ def make_plots(self):
+ # if specified on the command-line, set file pointer
+ self.hfile.seek(self.sizeof_data*self.start, 1)
+
+ iqdims = [[0.075, 0.2, 0.4, 0.6], [0.075, 0.55, 0.4, 0.3]]
+ psddims = [[0.575, 0.2, 0.4, 0.6], [0.575, 0.55, 0.4, 0.3]]
+ specdims = [0.2, 0.125, 0.6, 0.3]
+
+ # Subplot for real and imaginary parts of signal
+ self.sp_iq = self.fig.add_subplot(2,2,1, position=iqdims[self.dospec])
+ self.sp_iq.set_title(("I&Q"), fontsize=self.title_font_size, fontweight="bold")
+ self.sp_iq.set_xlabel("Time (s)", fontsize=self.label_font_size, fontweight="bold")
+ self.sp_iq.set_ylabel("Amplitude (V)", fontsize=self.label_font_size, fontweight="bold")
+
+ # Subplot for PSD plot
+ self.sp_psd = self.fig.add_subplot(2,2,2, position=psddims[self.dospec])
+ self.sp_psd.set_title(("PSD"), fontsize=self.title_font_size, fontweight="bold")
+ self.sp_psd.set_xlabel("Frequency (Hz)", fontsize=self.label_font_size, fontweight="bold")
+ self.sp_psd.set_ylabel("Power Spectrum (dBm)", fontsize=self.label_font_size, fontweight="bold")
+
+ self.get_data()
+
+ self.plot_iq = self.sp_iq.plot([], 'bo-') # make plot for reals
+ self.plot_iq += self.sp_iq.plot([], 'ro-') # make plot for imags
+ self.draw_time() # draw the plot
+
+ self.plot_psd = self.sp_psd.plot([], 'b') # make plot for PSD
+ self.draw_psd() # draw the plot
+
+
+ if self.dospec:
+ # Subplot for spectrogram plot
+ self.sp_spec = self.fig.add_subplot(2,2,3, position=specdims)
+ self.sp_spec.set_title(("Spectrogram"), fontsize=self.title_font_size, fontweight="bold")
+ self.sp_spec.set_xlabel("Time (s)", fontsize=self.label_font_size, fontweight="bold")
+ self.sp_spec.set_ylabel("Frequency (Hz)", fontsize=self.label_font_size, fontweight="bold")
+
+ self.draw_spec()
+
+ draw()
+
+ def draw_time(self):
+ reals = self.iq.real
+ imags = self.iq.imag
+ self.plot_iq[0].set_data([self.time, reals])
+ self.plot_iq[1].set_data([self.time, imags])
+ self.sp_iq.set_xlim(min(self.time), max(self.time))
+ self.sp_iq.set_ylim([1.5*min([min(reals), min(imags)]),
+ 1.5*max([max(reals), max(imags)])])
+
+ def draw_psd(self):
+ self.plot_psd[0].set_data([self.freq, self.iq_psd])
+ self.sp_psd.set_ylim([min(self.iq_psd)-10, max(self.iq_psd)+10])
+
+ def draw_spec(self):
+ overlap = self.specfftsize/4
+ winfunc = scipy.blackman
+ self.sp_spec.clear()
+ self.sp_spec.specgram(self.iq, self.specfftsize, self.sample_rate,
+ window = lambda d: d*winfunc(self.specfftsize),
+ noverlap = overlap, xextent=[min(self.time), max(self.time)])
+
+ def update_plots(self):
+ self.draw_time()
+ self.draw_psd()
+
+ if self.dospec:
+ self.draw_spec()
+
+ self.xlim = self.sp_iq.get_xlim() # so zoom doesn't get called
+ draw()
+
+ def zoom(self, event):
+ newxlim = self.sp_iq.get_xlim()
+ if(newxlim != self.xlim):
+ self.xlim = newxlim
+ xmin = max(0, int(ceil(self.sample_rate*(self.xlim[0] - self.position))))
+ xmax = min(int(ceil(self.sample_rate*(self.xlim[1] - self.position))), len(self.iq))
+
+ iq = self.iq[xmin : xmax]
+ time = self.time[xmin : xmax]
+
+ iq_psd, freq = self.dopsd(iq)
+
+ self.plot_psd[0].set_data(freq, iq_psd)
+ self.sp_psd.axis([min(freq), max(freq),
+ min(iq_psd)-10, max(iq_psd)+10])
+
+ draw()
+
+ def click(self, event):
+ forward_valid_keys = [" ", "down", "right"]
+ backward_valid_keys = ["up", "left"]
+
+ if(find(event.key, forward_valid_keys)):
+ self.step_forward()
+
+ elif(find(event.key, backward_valid_keys)):
+ self.step_backward()
+
+ def button_left_click(self, event):
+ self.step_backward()
+
+ def button_right_click(self, event):
+ self.step_forward()
+
+ def step_forward(self):
+ self.get_data()
+ self.update_plots()
+
+ def step_backward(self):
+ # Step back in file position
+ if(self.hfile.tell() >= 2*self.sizeof_data*self.block_length ):
+ self.hfile.seek(-2*self.sizeof_data*self.block_length, 1)
+ else:
+ self.hfile.seek(-self.hfile.tell(),1)
+ self.get_data()
+ self.update_plots()
+
+def find(item_in, list_search):
+ try:
+ return list_search.index(item_in) != None
+ except ValueError:
+ return False
+
+def setup_options():
+ usage="%prog: [options] input_filename"
+ description = "Takes a GNU Radio binary file (with specified data type using --data-type) and displays the I&Q data versus time as well as the power spectral density (PSD) plot. The y-axis values are plotted assuming volts as the amplitude of the I&Q streams and converted into dBm in the frequency domain (the 1/N power adjustment out of the FFT is performed internally). The script plots a certain block of data at a time, specified on the command line as -B or --block. The start position in the file can be set by specifying -s or --start and defaults to 0 (the start of the file). By default, the system assumes a sample rate of 1, so in time, each sample is plotted versus the sample number. To set a true time and frequency axis, set the sample rate (-R or --sample-rate) to the sample rate used when capturing the samples. Finally, the size of the FFT to use for the PSD and spectrogram plots can be set independently with --psd-size and --spec-size, respectively. The spectrogram plot does not display by default and is turned on with -S or --enable-spec."
+
+ parser = OptionParser(conflict_handler="resolve", usage=usage, description=description)
+ parser.add_option("-d", "--data-type", type="string", default="complex64",
+ help="Specify the data type (complex64, float32, (u)int32, (u)int16, (u)int8) [default=%default]")
+ parser.add_option("-B", "--block", type="int", default=8192,
+ help="Specify the block size [default=%default]")
+ parser.add_option("-s", "--start", type="int", default=0,
+ help="Specify where to start in the file [default=%default]")
+ parser.add_option("-R", "--sample-rate", type="float", default=1.0,
+ help="Set the sampler rate of the data [default=%default]")
+ parser.add_option("", "--psd-size", type="int", default=1024,
+ help="Set the size of the PSD FFT [default=%default]")
+ parser.add_option("", "--spec-size", type="int", default=256,
+ help="Set the size of the spectrogram FFT [default=%default]")
+ parser.add_option("-S", "--enable-spec", action="store_true", default=False,
+ help="Turn on plotting the spectrogram [default=%default]")
+
+ return parser
+
+def main():
+ parser = setup_options()
+ (options, args) = parser.parse_args ()
+ if len(args) != 1:
+ parser.print_help()
+ raise SystemExit, 1
+ filename = args[0]
+
+ dc = gr_plot_psd(options.data_type, filename, options)
+
+if __name__ == "__main__":
+ try:
+ main()
+ except KeyboardInterrupt:
+ pass
+
+
+