Device locations using machine learning
AssigneeNordic Semiconductor ASA
InventorsErik Vincent Røgenes Robstad, Carsten Wulff
Life of this patent
Estimating the term…
Abstract
A method of determining device locations includes receiving a set of candidate locations in an environment and generating training data representing synthetic distance measurements between pairs of the candidate locations. The synthetic distance measurements are generated by applying random variations to the geometric distances between the candidate locations. The training data and candidate locations are used to train a machine learning model. A set of measured distances between devices are input to the trained learning model, which is used to determine a respective location in the environment of each of the devices.
Claims20
A method of determining locations of devices, the method comprising:
- receiving location data representative of a set of candidate locations in an environment;
- generating training data comprising a plurality of training data sets, each training data set comprising data representing synthetic distance measurements between respective pairs of the candidate locations, wherein the synthetic distance measurements are determined by determining geometric distances between pairs of the candidate locations and applying random variations to the geometric distances;
- using the training data and the location data to train a machine learning model that is arranged to receive a set of distance measurements as input and to generate data representative of a set of one or more locations as output;
- receiving measurement data representative of a set of measured distance measurements between respective pairs of a plurality of devices in the environment;
- inputting the set of measured distance measurements to the trained machine learning model;
- and
- determining, from the trained machine learning model, data representative of a respective location in the environment for each of the plurality of devices.
Dependencies are inferred from the claim text.