CPC H04B 17/318 (2015.01) [G06N 3/08 (2013.01); H04B 17/21 (2015.01); H04W 16/225 (2013.01)] | 20 Claims |
13. A method, comprising:
a sensor of an automatic wireless fine-grained ratio map construction and adaptation system collecting real wireless received signal strength (RSS) measurements in a free space;
a processor of the automatic wireless fine-grained ratio map construction and adaptation system constructing a Gaussian process regression (GPR) model based at least in part on the real wireless RSS measurements collected by the sensor in the free space to provide coarse RSS estimation in a constrained space; and
a generator of a generative adversarial network (GAN) of the automatic wireless fine-grained ratio map construction and adaptation system providing fine-grained RSS estimation in the constrained space by using an output of the GPR as an input for the generator of the GAN.
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