gr-air-modes/python/cpr.py

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#!/usr/bin/env python
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#
# Copyright 2010, 2012 Nick Foster
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#
# This file is part of gr-air-modes
#
# gr-air-modes 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.
#
# gr-air-modes 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 gr-air-modes; see the file COPYING. If not, write to
# the Free Software Foundation, Inc., 51 Franklin Street,
# Boston, MA 02110-1301, USA.
#
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import math, time
from air_modes.exceptions import *
#this implements CPR position decoding and encoding.
#the decoder is implemented as a class, cpr_decoder, which keeps state for local decoding.
#the encoder is cpr_encode([lat, lon], type (even=0, odd=1), and surface (0 for surface, 1 for airborne))
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latz = 15
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def nbits(surface):
if surface == 1:
return 19
else:
return 17
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def nz(ctype):
return 4 * latz - ctype
def dlat(ctype, surface):
if surface == 1:
tmp = 90.0
else:
tmp = 360.0
nzcalc = nz(ctype)
if nzcalc == 0:
return tmp
else:
return tmp / nzcalc
def nl_eo(declat_in, ctype):
return nl(declat_in) - ctype
def nl(declat_in):
if abs(declat_in) >= 87.0:
return 1.0
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return math.floor( (2.0*math.pi) * pow(math.acos(1.0- (1.0-math.cos(math.pi/(2.0*latz))) / pow( math.cos( (math.pi/180.0)*abs(declat_in) ) ,2.0) ),-1.0))
def dlon(declat_in, ctype, surface):
if surface == 1:
tmp = 90.0
else:
tmp = 360.0
nlcalc = nl_eo(declat_in, ctype)
if nlcalc == 0:
return tmp
else:
return tmp / max(nlcalc, 1.0)
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def decode_lat(enclat, ctype, my_lat, surface):
tmp1 = dlat(ctype, surface)
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tmp2 = float(enclat) / (2**nbits(surface))
j = math.floor(my_lat/tmp1) + math.floor(0.5 + ((my_lat % tmp1) / tmp1) - tmp2)
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# print "dlat gives " + "%.6f " % tmp1 + "with j = " + "%.6f " % j + " and tmp2 = " + "%.6f" % tmp2 + " given enclat " + "%x" % enclat
return tmp1 * (j + tmp2)
def decode_lon(declat, enclon, ctype, my_lon, surface):
tmp1 = dlon(declat, ctype, surface)
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tmp2 = float(enclon) / (2.0**nbits(surface))
m = math.floor(my_lon / tmp1) + math.floor(0.5 + ((my_lon % tmp1) / tmp1) - tmp2)
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# print "dlon gives " + "%.6f " % tmp1 + "with m = " + "%.6f " % m + " and tmp2 = " + "%.6f" % tmp2 + " given enclon " + "%x" % enclon
return tmp1 * (m + tmp2)
def cpr_resolve_local(my_location, encoded_location, ctype, surface):
[my_lat, my_lon] = my_location
[enclat, enclon] = encoded_location
decoded_lat = decode_lat(enclat, ctype, my_lat, surface)
decoded_lon = decode_lon(decoded_lat, enclon, ctype, my_lon, surface)
return [decoded_lat, decoded_lon]
def cpr_resolve_global(evenpos, oddpos, mostrecent, surface):
dlateven = dlat(0, surface)
dlatodd = dlat(1, surface)
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evenpos = [float(evenpos[0]), float(evenpos[1])]
oddpos = [float(oddpos[0]), float(oddpos[1])]
j = math.floor(((nz(1)*evenpos[0] - nz(0)*oddpos[0])/2**17) + 0.5) #latitude index
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rlateven = dlateven * ((j % nz(0))+evenpos[0]/2**17)
rlatodd = dlatodd * ((j % nz(1))+ oddpos[0]/2**17)
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#limit to -90, 90
if rlateven > 270.0:
rlateven -= 360.0
if rlatodd > 270.0:
rlatodd -= 360.0
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#This checks to see if the latitudes of the reports straddle a transition boundary
#If so, you can't get a globally-resolvable location.
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if nl(rlateven) != nl(rlatodd):
#print "Boundary straddle!"
raise CPRBoundaryStraddleError
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if mostrecent == 0:
rlat = rlateven
else:
rlat = rlatodd
dl = dlon(rlat, mostrecent, surface)
nlthing = nl(rlat)
ni = max(nlthing - mostrecent, 1)
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m = math.floor(((evenpos[1]*(nlthing-1)-oddpos[1]*(nlthing))/2**17)+0.5) #longitude index
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if mostrecent == 0:
enclon = evenpos[1]
else:
enclon = oddpos[1]
rlon = dl * (((ni+m) % ni)+enclon/2**17)
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if rlon > 180:
rlon = rlon - 360.0
return [rlat, rlon]
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#calculate range and bearing between two lat/lon points
#should probably throw this in the mlat py somewhere or make another lib
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def range_bearing(loc_a, loc_b):
[a_lat, a_lon] = loc_a
[b_lat, b_lon] = loc_b
esquared = (1/298.257223563)*(2-(1/298.257223563))
earth_radius_mi = 3963.19059 * (math.pi / 180)
delta_lat = b_lat - a_lat
delta_lon = b_lon - a_lon
avg_lat = ((a_lat + b_lat) / 2.0) * math.pi / 180
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R1 = earth_radius_mi*(1.0-esquared)/pow((1.0-esquared*pow(math.sin(avg_lat),2)),1.5)
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R2 = earth_radius_mi/math.sqrt(1.0-esquared*pow(math.sin(avg_lat),2))
distance_North = R1*delta_lat
distance_East = R2*math.cos(avg_lat)*delta_lon
bearing = math.atan2(distance_East,distance_North) * (180.0 / math.pi)
if bearing < 0.0:
bearing += 360.0
rnge = math.hypot(distance_East,distance_North)
return [rnge, bearing]
class cpr_decoder:
def __init__(self, my_location):
self.my_location = my_location
self.lkplist = {}
self.evenlist = {}
self.oddlist = {}
def set_location(new_location):
self.my_location = new_location
def weed_poslists(self):
for poslist in [self.lkplist, self.evenlist, self.oddlist]:
for key, item in poslist.items():
if time.time() - item[2] > 900:
del poslist[key]
def decode(self, icao24, encoded_lat, encoded_lon, cpr_format, surface):
#add the info to the position reports list for global decoding
if cpr_format==1:
self.oddlist[icao24] = [encoded_lat, encoded_lon, time.time()]
else:
self.evenlist[icao24] = [encoded_lat, encoded_lon, time.time()]
[decoded_lat, decoded_lon] = [None, None]
#okay, let's traverse the lists and weed out those entries that are older than 15 minutes, as they're unlikely to be useful.
self.weed_poslists()
if icao24 in self.lkplist:
#do emitter-centered local decoding
[decoded_lat, decoded_lon] = cpr_resolve_local(self.lkplist[icao24][0:2], [encoded_lat, encoded_lon], cpr_format, surface)
self.lkplist[icao24] = [decoded_lat, decoded_lon, time.time()] #update the local position for next time
elif (icao24 in self.evenlist) \
and (icao24 in self.oddlist) \
and (abs(self.evenlist[icao24][2] - self.oddlist[icao24][2]) < 10) \
and (surface == 0):
newer = (self.oddlist[icao24][2] - self.evenlist[icao24][2]) > 0 #figure out which report is newer
[decoded_lat, decoded_lon] = cpr_resolve_global(self.evenlist[icao24][0:2], self.oddlist[icao24][0:2], newer, surface) #do a global decode
self.lkplist[icao24] = [decoded_lat, decoded_lon, time.time()]
#so we really can't guarantee that local decoding will work unless you are POSITIVE that you can't hear more than 180nm out.
#this will USUALLY work, but you can't guarantee it!
#elif surface == 1 and self.my_location is not None:
# [local_lat, local_lon] = cpr_resolve_local(self.my_location, [encoded_lat, encoded_lon], cpr_format, surface) #try local decoding
# [rnge, bearing] = range_bearing(self.my_location, [local_lat, local_lon])
# if rnge < validrange: #if the local decoding can be guaranteed valid
# self.lkplist[icao24] = [local_lat, local_lon, time.time()] #update the local position for next time
# [decoded_lat, decoded_lon] = [local_lat, local_lon]
else:
raise CPRNoPositionError
if self.my_location is not None:
[rnge, bearing] = range_bearing(self.my_location, [decoded_lat, decoded_lon])
else:
rnge = None
bearing = None
return [decoded_lat, decoded_lon, rnge, bearing]
#encode CPR position
def cpr_encode(lat, lon, ctype, surface):
if surface is True:
scalar = float(2**19)
else:
scalar = float(2**17)
dlati = float(dlat(ctype, False))
yz = math.floor(scalar * ((lat % dlati)/dlati) + 0.5)
rlat = dlati * ((yz / scalar) + math.floor(lat / dlati))
nleo = nl_eo(rlat, ctype)
if nleo == 0:
dloni = 360.0
else:
dloni = 360.0 / nl_eo(rlat, ctype)
xz = math.floor(scalar * ((lon % dloni)/dloni) + 0.5)
yz = int(yz % scalar)
xz = int(xz % scalar)
return (yz, xz) #lat, lon
if __name__ == '__main__':
import sys, random
rounds = 10000
threshold = 1e-3 #0.001 deg lat/lon
#this accuracy is highly dependent on latitude, since at high
#latitudes the corresponding error in longitude is greater
bs = 0
for i in range(0, rounds):
decoder = cpr_decoder(None)
even_lat = random.uniform(-85, 85)
even_lon = random.uniform(-180,180)
odd_lat = even_lat + 1e-2
odd_lon = min(even_lon + 1e-2, 180)
#encode that position
(evenenclat, evenenclon) = cpr_encode(even_lat, even_lon, False, False)
(oddenclat, oddenclon) = cpr_encode(odd_lat, odd_lon, True, False)
#perform a global decode
icao = random.randint(0, 0xffffff)
try:
evenpos = decoder.decode(icao, evenenclat, evenenclon, False, False)
#print "CPR global decode with only one report: %f %f" % (evenpos[0], evenpos[1])
raise Exception("CPR test failure: global decode with only one report")
except CPRNoPositionError:
pass
try:
(odddeclat, odddeclon, rng, brg) = decoder.decode(icao, oddenclat, oddenclon, True, False)
except CPRBoundaryStraddleError:
bs += 1
continue
except CPRNoPositionError:
raise Exception("CPR test failure: no decode after even/odd inputs")
#print "Lat: %f Lon: %f" % (ac_lat, ac_lon)
if abs(odddeclat - odd_lat) > threshold or abs(odddeclon - odd_lon) > threshold:
print "odddeclat: %f odd_lat: %f" % (odddeclat, odd_lat)
print "odddeclon: %f odd_lon: %f" % (odddeclon, odd_lon)
raise Exception("CPR test failure: global decode error greater than threshold")
nexteven_lat = odd_lat + 1e-2
nexteven_lon = min(odd_lon + 1e-2, 180)
(nexteven_enclat, nexteven_enclon) = cpr_encode(nexteven_lat, nexteven_lon, False, False)
try:
(evendeclat, evendeclon) = cpr_resolve_local([even_lat, even_lon], [nexteven_enclat, nexteven_enclon], False, False)
except CPRNoPositionError:
raise Exception("CPR test failure: local decode failure to resolve")
if abs(evendeclat - nexteven_lat) > threshold or abs(evendeclon - nexteven_lon) > threshold:
raise Exception("CPR test failure: local decode error greater than threshold")
print "CPR test successful. There were %i boundary straddles over %i rounds." % (bs, rounds)