| CPC H04W 24/08 (2013.01) [G06N 3/08 (2013.01); H04B 17/309 (2015.01); H04L 43/0811 (2013.01); H04W 4/23 (2018.02)] | 17 Claims |
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1. A method for predicting a value representative of a quality of connection of a vehicle to a cellular network from a target location on a road network, the method comprising:
a phase of training a prediction model comprising the following steps:
receiving, from at least one training vehicle connected to a particular access point, a location datum of the training vehicle, an identifier of the access point to which the training vehicle is connected, and a value representative of a quality of the connection of the training vehicle to said access point,
determining a characteristic of propagation of a radio signal between the received location and the identified access point, comprising at least one length of a rectilinear propagation path of the signal from the identified access point to the received location, the signal being transmitted through a first topographic element, and at least one characteristic of the first topographic element,
training the prediction model on the basis of the determined characteristic of propagation associated with the value representative of a quality of the received connection; and
a phase of predicting a second value representative of a quality of connection to a cellular network at the target location on a road network, comprising the following steps:
identifying a target cellular access point accessible from the target location,
determining a second characteristic of propagation of a radio signal between the target location and the identified target access point, comprising at least one length of a rectilinear propagation path of the signal from the identified access point to the target location, the signal being transmitted through a first topographic element, and at least one characteristic of the first topographic element,
predicting a value representative of a quality of connection to the target cellular access point from the target location by applying the model to the second characteristic of propagation; and
wherein a vector of characteristics that is determined for a given location and an identified access point comprises:
a length of a reflected propagation path of a signal from the access point to the given location, the signal being reflected from a second topographic element, the length of the reflected propagation path being a sum of a distance from the access point to the second topographic element and a distance from the second topographic element to the given location, and
an angle of reflection of the signal from the second topographic element.
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