Facilitation of mobile device geolocation
First Claim
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1. A method, comprising:
- receiving, by a wireless network device of a wireless network comprising a processor, location data representing previous locations of a mobile device of mobile devices;
grouping, by the wireless network device, the location data according to a geographic coordinate system;
estimating, by the wireless network device, a probability density of a random variable associated with the grouping, resulting in an estimated number of the mobile devices;
based on the estimated number of mobile devices exceeding a defined number of the mobile devices associated with a network capacity of a transceiver of the wireless network, generating an indication that additional network capacity beyond the network capacity is needed;
identifying, by the wireless network device, a location point based on the probability density; and
based on the location point and the indication, determining, by the wireless network device, a probable location of the mobile device according to a defined probability function.
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Abstract
More efficient mobile device location data can be obtained by estimating a most likely location point in a coverage pattern using a kernel density estimation technique. The kernel density estimation technique can provide a continuous estimate of the most frequented locations of a mobile device(s) within a coverage area. For each wireless sector, the collected location data can grouped to the closest geographic coordinate system, and an inference can be made based on the grouped data.
56 Citations
20 Claims
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1. A method, comprising:
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receiving, by a wireless network device of a wireless network comprising a processor, location data representing previous locations of a mobile device of mobile devices; grouping, by the wireless network device, the location data according to a geographic coordinate system; estimating, by the wireless network device, a probability density of a random variable associated with the grouping, resulting in an estimated number of the mobile devices; based on the estimated number of mobile devices exceeding a defined number of the mobile devices associated with a network capacity of a transceiver of the wireless network, generating an indication that additional network capacity beyond the network capacity is needed; identifying, by the wireless network device, a location point based on the probability density; and based on the location point and the indication, determining, by the wireless network device, a probable location of the mobile device according to a defined probability function. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9)
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10. A system, comprising:
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a processor; and a memory that stores executable instructions that, when executed by the processor, facilitate performance of operations, comprising; receiving mobile device location data associated with preceding locations of a mobile device of mobile devices; binning the location data according to bins of a geographic coordinate system wherein the binning results in an estimated number of the mobile devices; based on the estimated number of the mobile devices and in response to a condition associated with a network capacity of a transceiver device being determined to have been satisfied, generating a request for additional network capacity over the network capacity; and in response to determining a probable location of the mobile device and the generating the request, determining a frequented location of the mobile device, wherein the determining the probable location comprises estimating a probability density of a random variable associated with the binning. - View Dependent Claims (11, 12, 13, 14, 15, 16)
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17. A non-transitory machine-readable storage medium, comprising executable instructions that, when executed by a processor, facilitate performance of operations, comprising:
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receiving location data representing previous locations of mobile devices of a wireless network; grouping the location data according to areas of a geographic coordinate system resulting in groups of the location data; estimating a probability density of a random variable associated with the groups, resulting in an estimated number of the mobile devices; in response to a determination that the estimated number of the mobile devices exceeds a network capacity of a transceiver of the wireless network, generating an indication that additional network capacity for the wireless network is to be requested; identifying a location point based on the probability density; and based on the previous locations of the mobile devices and the location point, determining a probable location of a mobile device of the mobile devices. - View Dependent Claims (18, 19, 20)
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Specification