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Time filter experiments.
take1/ -
Modeling pulse error as a function of variation in the pulse interval. An
analysis of one day's worth of data from a fixed transmitter. Since the data
rate (data_rate.png) is not representative of variations higher than 1.0, the
results here are inconclusive. See take3/ for plans for continued work in this
direction.
Results:
SCORE_INTERVAL = 3 minutes
SCORE_NEIGHBORHOOD = 20 seconds
SCORE_ERROR = lambda(x) : (-0.6324 / (x + 7.7640)) + 0.1255 seconds
SCORE_THRESHOLD = 0.20 (lower bound on relative score for pos. est.)
take2/ -
Qualitatively evaluate the results of take1/. Does the time filter yield
performance gains over the band filter alone?
take3/ [planned] -
Grab a week's worth of data for a fixed transmitter. (Say, deploymentID=102
for 19/11/14 - 26/11/14.) If the data rate sufficiently resembles pulses for
various pulse variation quantizations, then segment the points into good and
bad as in take1/. Then we'll partition a testing and training set and do it
up right. (Look into employing Dwork's diff. privacy technique here.)
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Test data and routines for developing timing-based signal filter algorithms.
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