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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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