radiosonde_auto_rx/auto_rx/test/calc_per.py

72 wiersze
1.8 KiB
Python

#!/usr/bin/env python
#
# Calculate the SNR at which the PER of a modem passes a user-defined threshold.
#
# Copyright (C) 2019 Mark Jessop <vk5qi@rfhead.net>
# Released under GNU GPL v3 or later
#
import glob
import argparse
import os.path
import sys
import time
import subprocess
import numpy as np
def read_csv(filename):
_f = open(filename,'r')
_snrs = []
_packets = []
for _line in _f:
try:
_fields = _line.split(',')
_file = _fields[0]
_snr = float(_file.split('_')[-1].split('dB.bin')[0])
_packet_count = int(_fields[1])
_snrs.append(_snr)
_packets.append(_packet_count)
except Exception as e:
print("Error - %s" % str(e))
return (np.array(_snrs), np.array(_packets))
def calculate_per_thrshold(snrs, packets, expected_packets, threshold=0.5):
# Convert packet count to PER.
_per = 1.0 - packets/float(expected_packets)
# Interpolate the incoming SNR vs packet data out to 0.05 dB steps.
_snr_range = np.arange(snrs[0], snrs[-1], 0.05)
_per_interp = np.interp(_snr_range, snrs, _per) - 0.5
# Find the point the PER crosses below the threshold.
_threshold_snr = _snr_range[np.where(np.diff(np.sign(_per_interp)))[0]]
return _threshold_snr
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("filename", type=str, help="CSV file to parse.")
parser.add_argument("--packets", type=int, default=119, help="Number of packets expected.")
parser.add_argument("--threshold", type=float, default=0.5, help="PER Threshold for comparison.")
args = parser.parse_args()
(snrs, packets) = read_csv(args.filename)
_snr = calculate_per_thrshold(snrs, packets, expected_packets=args.packets, threshold=args.threshold)
print("%s, %.2f" % (os.path.basename(args.filename),_snr))