Latent oscillator frequency estimation for ranging measurements
AssigneeThe Regents of the University of Michigan
InventorsEdwin Olson, Sean M. Messenger, John Mamish
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AssigneeThe Regents of the University of Michigan
InventorsEdwin Olson, Sean M. Messenger, John Mamish
Estimating the term…
Time of Flight ranging using double-sided two-way ranging (DS-TWR) is a conventional method of ranging with ultra-wideband (UWB) radios and has been shown to have ranging accuracies on the order of tens of centimeters. This approach requires several transmissions for each range measurement, which does not scale well for multi-agent robotics because of the bandwidth needed for ranging measurements. This disclosure proposes a latent model for clock frequencies using a factor graph that enables greater consistency of clock synchronization and increases the rate of useful range measurements. This model is an effective and robust improvement to conventional DS-TWR that can leverage shared information from a network of robots. An increase in the rate of range measurements of 232% was obtained as compared to DS-TWR with the same hardware and transmission rate, and with a mean square error of range measurements of 20 cm.
A computer-implemented method for determining location of objects in a space, each object is equipped with a wireless transceiver and transmits messages amongst the objects via the wireless transceiver, comprising:
A computer-implemented method for determining location of objects in a space, each object is equipped with a wireless transceiver and transmits messages amongst the objects via the wireless transceiver, comprising:
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