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Programming Assignment #3 Proximity-Based Localization. Goal. To estimate a mobile user’s position at 50 steps from the given information (get_becons). Connectivity Metric Based Solution. Connectivity Metric, CM Cacluate the centroid of the reference points with CM >= CM threshold Error rate
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Goal • To estimate a mobile user’s position at 50 steps from the given information (get_becons)
Connectivity Metric Based Solution • Connectivity Metric, CM • Cacluate the centroid of the reference points with CM >= CMthreshold • Error rate • Problem • Threshold needs to be adjusted in different environments
Error rates with different threshold • Why error rate decreases? • When there is no beacon greater than threshold • Use the previous position • Calculate the current position based on the velocity of mobility
Avg / Weighted Avg of Received Beacons Calculate the centroid of beacons Calculate the weighted average of beacons Harmonic mean/Weighted harmonic mean
Use the best beacon Calculate the centroid of one (or more) best beacon