|
|
function gnssMeas = ProcessGnssMeas(gnssRaw) |
|
|
% gnssMeas = ProcessGnssMeas(gnssRaw) |
|
|
% Process raw measurements read from ReadGnssLogger |
|
|
% Using technique explained in "Raw GNSS Measurements from Android" tutorial |
|
|
% |
|
|
% Input: gnssRaw, output from ReadGnssLogger |
|
|
% Output: gnssMeas structure formatted conveniently for batch processing: |
|
|
%gnssMeas.FctSeconds = Nx1 Full cycle time tag of M batched measurements. |
|
|
% .ClkDCount = Nx1 Hw clock discontinuity count |
|
|
% .HwDscDelS = Nx1 Hw clock change during each discontiuity (seconds) |
|
|
% .Svid = 1xM all svIds found in gnssRaw. |
|
|
% .AzDeg = 1xM azimuth in degrees at last valid epoch |
|
|
% .ElDeg = 1xM elevation, ditto |
|
|
% .tRxSeconds = NxM time of reception, seconds of gps week |
|
|
% .tTxSeconds = NxM time of transmission, seconds of gps week |
|
|
% .PrM = NxM pseudoranges, row i corresponds to FctSeconds(i) |
|
|
% .PrSigmaM = NxM pseudorange error estimate (1-sigma) |
|
|
% .DelPrM = NxM change in pr while clock continuous |
|
|
% .PrrMps = NxM pseudorange rate |
|
|
% .PrrSigmaMps= NxM |
|
|
% .AdrM = NxM accumulated delta range (= -k * carrier phase) |
|
|
% .AdrSigmaM = NxM |
|
|
% .AdrState = NxM |
|
|
% .Cn0DbHz = NxM |
|
|
% |
|
|
% all gnssMeas values are doubles |
|
|
% |
|
|
% Az and El are returned NaN. Compute Az,El using ephemeris and lla, |
|
|
% or read from NMEA or GnssStatus |
|
|
|
|
|
%Author: Frank van Diggelen |
|
|
%Open Source code for processing Android GNSS Measurements |
|
|
|
|
|
% Filter valid values first, so that rollover checks, etc, are on valid data |
|
|
gnssRaw = FilterValid(gnssRaw); |
|
|
|
|
|
%anything within 1ms is considered same epoch: |
|
|
allRxMilliseconds = double(gnssRaw.allRxMillis); |
|
|
gnssMeas.FctSeconds = (unique(allRxMilliseconds))*1e-3; |
|
|
N = length(gnssMeas.FctSeconds); |
|
|
gnssMeas.ClkDCount = zeros(N,1); |
|
|
gnssMeas.HwDscDelS = zeros(N,1); |
|
|
gnssMeas.Svid = unique(gnssRaw.Svid)'; %all the sv ids found in gnssRaw |
|
|
M = length(gnssMeas.Svid); |
|
|
gnssMeas.AzDeg = zeros(1,M)+NaN; |
|
|
gnssMeas.ElDeg = zeros(1,M)+NaN; |
|
|
gnssMeas.tRxSeconds = zeros(N,M)+NaN; %time of reception, seconds of gps week |
|
|
gnssMeas.tTxSeconds = zeros(N,M)+NaN; %time of transmission, seconds of gps week |
|
|
gnssMeas.PrM = zeros(N,M)+NaN; |
|
|
gnssMeas.PrSigmaM = zeros(N,M)+NaN; |
|
|
gnssMeas.DelPrM = zeros(N,M)+NaN; |
|
|
gnssMeas.PrrMps = zeros(N,M)+NaN; |
|
|
gnssMeas.PrrSigmaMps= zeros(N,M)+NaN; |
|
|
gnssMeas.AdrM = zeros(N,M)+NaN; |
|
|
gnssMeas.AdrSigmaM = zeros(N,M)+NaN; |
|
|
gnssMeas.AdrState = zeros(N,M); |
|
|
gnssMeas.Cn0DbHz = zeros(N,M)+NaN; |
|
|
|
|
|
%GPS Week number: |
|
|
weekNumber = floor(-double(gnssRaw.FullBiasNanos)*1e-9/GpsConstants.WEEKSEC); |
|
|
|
|
|
%check for fields that are commonly all zero and may be missing from gnssRaw |
|
|
if ~isfield(gnssRaw,'BiasNanos') |
|
|
gnssRaw.BiasNanos = 0; |
|
|
end |
|
|
if ~isfield(gnssRaw,'TimeOffsetNanos') |
|
|
gnssRaw.TimeOffsetNanos = 0; |
|
|
end |
|
|
|
|
|
%compute time of measurement relative to start of week |
|
|
%subtract big longs (i.e. time from 1980) before casting time of week as double |
|
|
WEEKNANOS = int64(GpsConstants.WEEKSEC*1e9); |
|
|
weekNumberNanos = int64(weekNumber)*int64(GpsConstants.WEEKSEC*1e9); |
|
|
|
|
|
%compute tRxNanos using gnssRaw.FullBiasNanos(1), so that |
|
|
% tRxNanos includes rx clock drift since the first epoch: |
|
|
tRxNanos = gnssRaw.TimeNanos -gnssRaw.FullBiasNanos(1) - weekNumberNanos; |
|
|
|
|
|
%Assert if Tow state ~=1, because then gnssRaw.FullBiasNanos(1) might be wrong |
|
|
State = gnssRaw.State(1); |
|
|
assert(bitand(State,2^0) & bitand(State,2^3),... |
|
|
'gnssRaw.State(1) must have bits 0 and 3 true before calling ProcessGnssMeas') |
|
|
|
|
|
%tRxNanos is now since the beginning of the week |
|
|
assert(all(tRxNanos <= WEEKNANOS),'tRxNanos should be <= WEEKNANOS') |
|
|
assert(all(tRxNanos >= 0),'tRxNanos should be >= 0') |
|
|
|
|
|
%subtract the fractional offsets TimeOffsetNanos and BiasNanos: |
|
|
tRxSeconds = (double(tRxNanos)-gnssRaw.TimeOffsetNanos-gnssRaw.BiasNanos)*1e-9; |
|
|
tTxSeconds = double(gnssRaw.ReceivedSvTimeNanos)*1e-9; |
|
|
|
|
|
%check for week rollover in tRxSeconds |
|
|
prSeconds = tRxSeconds - tTxSeconds; |
|
|
prSeconds = CheckGpsWeekRollover(prSeconds); |
|
|
%we are ready to compute pseudorange in meters: |
|
|
PrM = prSeconds*GpsConstants.LIGHTSPEED; |
|
|
|
|
|
PrSigmaM = double(gnssRaw.ReceivedSvTimeUncertaintyNanos)*1e-9*... |
|
|
GpsConstants.LIGHTSPEED; |
|
|
PrrMps = gnssRaw.PseudorangeRateMetersPerSecond; |
|
|
PrrSigmaMps = gnssRaw.PseudorangeRateUncertaintyMetersPerSecond; |
|
|
AdrM = gnssRaw.AccumulatedDeltaRangeMeters; |
|
|
AdrSigmaM = gnssRaw.AccumulatedDeltaRangeUncertaintyMeters; |
|
|
AdrState = gnssRaw.AccumulatedDeltaRangeState; |
|
|
Cn0DbHz = gnssRaw.Cn0DbHz; |
|
|
|
|
|
%Now pack these vectors into the NxM matrices |
|
|
for i=1:N %i is index into gnssMeas.FctSeconds and matrix rows |
|
|
%get index of measurements within 1ms of this time tag |
|
|
J = find(abs(gnssMeas.FctSeconds(i)*1e3 - allRxMilliseconds)<1); |
|
|
for j=1:length(J) %J(j) is index into gnssRaw.* |
|
|
k = find(gnssMeas.Svid==gnssRaw.Svid(J(j))); |
|
|
%k is the index into gnssMeas.Svid and matrix columns |
|
|
gnssMeas.tRxSeconds(i,k) = tRxSeconds(J(j)); |
|
|
gnssMeas.tTxSeconds(i,k) = tTxSeconds(J(j)); |
|
|
gnssMeas.PrM(i,k) = PrM(J(j)); |
|
|
gnssMeas.PrSigmaM(i,k) = PrSigmaM(J(j)); |
|
|
gnssMeas.PrrMps(i,k) = PrrMps(J(j)); |
|
|
gnssMeas.PrrSigmaMps(i,k)= PrrSigmaMps(J(j)); |
|
|
gnssMeas.AdrM(i,k) = AdrM(J(j)); |
|
|
gnssMeas.AdrSigmaM(i,k) = AdrSigmaM(J(j)); |
|
|
gnssMeas.AdrState(i,k) = AdrState(J(j)); |
|
|
gnssMeas.Cn0DbHz(i,k) = Cn0DbHz(J(j)); |
|
|
end |
|
|
%save the hw clock discontinuity count for this epoch: |
|
|
gnssMeas.ClkDCount(i) = gnssRaw.HardwareClockDiscontinuityCount(J(1)); |
|
|
|
|
|
if gnssRaw.HardwareClockDiscontinuityCount(J(1)) ~= ... |
|
|
gnssRaw.HardwareClockDiscontinuityCount(J(end)) |
|
|
error('HardwareClockDiscontinuityCount changed within the same epoch'); |
|
|
end |
|
|
end |
|
|
|
|
|
gnssMeas = GetDelPr(gnssMeas); |
|
|
|
|
|
end %of function ProcessGnssMeas |
|
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
|
|
|
|
|
function gnssRaw = FilterValid(gnssRaw) |
|
|
%utility function for ProcessGnssMeas, |
|
|
%remove fields corresponding to measurements that are invalid |
|
|
%NOTE: this makes it simpler to process data. But it removes data, |
|
|
% so if you want to investigate *why* fields are invalid, then do so |
|
|
% before calling this function |
|
|
|
|
|
%check ReceivedSvTimeUncertaintyNanos, PseudorangeRateUncertaintyMetersPerSecond |
|
|
%for now keep only Svid with towUnc<0.5 microseconds and prrUnc < 10 mps |
|
|
iTowUnc = gnssRaw.ReceivedSvTimeUncertaintyNanos > GnssThresholds.MAXTOWUNCNS; |
|
|
iPrrUnc = gnssRaw.PseudorangeRateUncertaintyMetersPerSecond > ... |
|
|
GnssThresholds.MAXPRRUNCMPS; |
|
|
iBad = iTowUnc | iPrrUnc; |
|
|
|
|
|
if any(iBad) |
|
|
numBad = sum(iBad); |
|
|
%assert if we're about to remove everything: |
|
|
assert(numBad<length(iBad),'Removing all measurements in gnssRaw') |
|
|
|
|
|
names = fieldnames(gnssRaw); |
|
|
for i=1:length(names) |
|
|
ts = sprintf('gnssRaw.%s(iBad) = [];',names{i}); |
|
|
eval(ts); %remove fields for invalid meas |
|
|
end |
|
|
%explain to user what happened: |
|
|
fprintf('\nRemoved %d bad meas inside ProcessGnssMeas>FilterValid because:\n',... |
|
|
sum(iBad)) |
|
|
if any(iTowUnc) |
|
|
fprintf('towUnc > %.0f ns\n',GnssThresholds.MAXTOWUNCNS) |
|
|
end |
|
|
if any(iPrrUnc) |
|
|
fprintf('prrUnc > %.0f m/s\n',GnssThresholds.MAXPRRUNCMPS) |
|
|
end |
|
|
end |
|
|
|
|
|
end %end of function FilterValid |
|
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
|
|
|
|
|
function gnssMeas = GetDelPr(gnssMeas) |
|
|
% utility function for ProcessGnssMeas, compute DelPr |
|
|
% gnssMeas.DelPrM = NxM, change in pr while clock is continuous |
|
|
|
|
|
N = length(gnssMeas.FctSeconds); |
|
|
M = length(gnssMeas.Svid); |
|
|
|
|
|
bClockDis = [0;diff(gnssMeas.ClkDCount)~=0];%binary, 1 <=> clock discontinuity |
|
|
|
|
|
%initialize first epoch to zero (by definition), rest to NaN |
|
|
delPrM = zeros(N,M); delPrM(2:end,:) = NaN; |
|
|
|
|
|
for j=1:M |
|
|
i0=1; %i0 = index from where we compute DelPr |
|
|
for i=2:N |
|
|
if bClockDis(i) || isnan(gnssMeas.PrM(i0,j)) |
|
|
i0 = i; %reset to i if clock discont or a break in tracking |
|
|
end |
|
|
if bClockDis(i) |
|
|
delPrM(i,j) = NaN; |
|
|
else |
|
|
delPrM(i,j) = gnssMeas.PrM(i,j) - gnssMeas.PrM(i0,j); |
|
|
end |
|
|
end |
|
|
end |
|
|
gnssMeas.DelPrM = delPrM; |
|
|
end %of function GetDelPr |
|
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
|
|
|
|
|
function prSeconds = CheckGpsWeekRollover(prSeconds) |
|
|
%utility function for ProcessGnssMeas |
|
|
|
|
|
iRollover = prSeconds > GpsConstants.WEEKSEC/2; |
|
|
if any(iRollover) |
|
|
fprintf('\nWARNING: week rollover detected in time tags. Adjusting ...') |
|
|
prS = prSeconds(iRollover); |
|
|
prS = prS - round(prS/GpsConstants.WEEKSEC)*GpsConstants.WEEKSEC; |
|
|
%prS are in the range [-WEEKSEC/2 : WEEKSEC/2]; |
|
|
%check that common bias is not huge (like, bigger than 10s) |
|
|
maxBiasSeconds = 10; |
|
|
if any(prS>maxBiasSeconds) |
|
|
error('Failed to correct week rollover') |
|
|
else |
|
|
prSeconds(iRollover) = prS; %put back into prSeconds vector |
|
|
fprintf('\nCorrected week rollover') |
|
|
end |
|
|
end |
|
|
%TBD Unit test this |
|
|
|
|
|
end %end of function CheckGpsWeekRollover |
|
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
|
|
|
|
|
|
|
|
% Copyright 2016 Google Inc. |
|
|
% |
|
|
% Licensed under the Apache License, Version 2.0 (the "License"); |
|
|
% you may not use this file except in compliance with the License. |
|
|
% You may obtain a copy of the License at |
|
|
% |
|
|
% http://www.apache.org/licenses/LICENSE-2.0 |
|
|
% |
|
|
% Unless required by applicable law or agreed to in writing, software |
|
|
% distributed under the License is distributed on an "AS IS" BASIS, |
|
|
% WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
|
|
% See the License for the specific language governing permissions and |
|
|
% limitations under the License. |
|
|
|
|
|
|
|
|
|