Mitigating mobile monitoring device excess network utilization
A processing system including at least one processor may identify an excess utilization of a telecommunication network by a plurality of mobile monitoring devices. The plurality of mobile monitoring devices may be of a same mobile monitoring device type. In addition, the plurality of mobile monitoring devices may be associated with a plurality of users and wherein a primary function of the plurality of mobile monitoring devices is inaccessible to control by the plurality of users. The processing system may then determine that the excess utilization is not caused by the primary function of the plurality of mobile monitoring devices and perform at least one remedial action in response to the detecting of the excess utilization that is not caused by the primary function of the plurality of mobile monitoring devices.
1 . A method comprising:
identifying, by a processor, an excess utilization of a telecommunication network by a plurality of mobile monitoring devices, wherein the plurality of mobile monitoring devices are of a same mobile monitoring device type, wherein the plurality of mobile monitoring devices comprises a plurality of wireless sensor devices, wherein each wireless sensor device of the plurality of wireless sensor devices is worn by a respective user of a plurality of users or is affixed to a vehicle of the respective user of the plurality of users, wherein a primary function of the plurality of mobile monitoring devices is inaccessible to control by the plurality of users, wherein the inaccessible to control comprises the plurality of users not being authorized to change any settings of the primary function of the plurality of mobile monitoring devices, and wherein the primary function of the plurality of mobile monitoring devices is associated with a collection of data from a physical environment;
determining, by the processor, that the excess utilization is not caused by the primary function of the plurality of mobile monitoring devices; and
performing, by the processor, at least one remedial action in response to the detecting of the excess utilization that is not caused by the primary function of the plurality of mobile monitoring devices.
2 . The method of claim 1 , further comprising:
obtaining utilization metrics associated with a utilization of the telecommunication network by the plurality of mobile monitoring devices.
3 . The method of claim 2 , wherein the obtaining of the utilization metrics comprises:
collecting call detail records associated with the plurality of mobile monitoring devices, wherein the excess utilization is detected from the call detail records.
4 . The method of claim 3 , wherein each of the call detail records includes at least one of:
a connection time;
a session duration;
a data volume;
a throughput measure; or
an error flag.
5 . The method of claim 2 , wherein the excess utilization comprises a predicted excess utilization, wherein the method further comprises:
applying an input data set comprising the utilization metrics to at least one machine learning model implemented by the processor, wherein the excess utilization is detected in accordance with at least one output of the at least one machine learning model.
6 . The method of claim 5 , wherein the at least one machine learning model comprises a time series prediction model.
7 . The method of claim 5 , wherein the input data set further comprises at least one of:
weather data of an area containing the plurality of mobile monitoring devices;
calendar data of the plurality of users associated with the area;
incident report data for the area;
event data for scheduled events in the area; or
geographic landmark data in the area.
8 . The method of claim 1 , wherein the excess utilization comprises at least one of:
an average per-device bandwidth utilization of the plurality of mobile monitoring devices exceeding a first threshold;
an average per-device data usage of the plurality of mobile monitoring devices exceeding a second threshold;
an average number of simultaneous active sessions per-device of the plurality of mobile monitoring devices exceeding a third threshold;
an average per-device number of connection setup requests of the plurality of mobile monitoring devices exceeding a fourth threshold; or
an average per-device rate of connection setup requests of the plurality of mobile monitoring devices exceeding a fifth threshold.
9 . The method of claim 8 , wherein at least one of: the first threshold, the second threshold, the third threshold, the fourth threshold, or the fifth threshold is a dynamic threshold that is based upon an aggregate utilization metric for a set of mobile monitoring devices that includes the plurality of mobile monitoring devices and a plurality of additional mobile monitoring devices.
10 . The method of claim 1 , further comprising:
obtaining a request to track a network utilization of the plurality of mobile monitoring devices, wherein the detecting of the excess utilization of the telecommunication network by the plurality of mobile monitoring devices is performed in response to the request.
11 . The method of claim 10 , wherein the request identifies the plurality of mobile monitoring devices.
12 . The method of claim 11 , wherein the request identifies the plurality of mobile monitoring devices in accordance with at least one identification factor comprising at least one of:
a device type of the plurality of mobile monitoring devices;
an owner of the plurality of mobile monitoring devices; or
an entity that is authorized to receive data from the plurality of mobile monitoring devices.
13 . The method of claim 11 , wherein the request further includes at least one of:
a time constraint associated with the plurality of mobile monitoring devices; or
a geographic constraint associated with the plurality of mobile monitoring devices.
14 . The method of claim 11 , wherein the request further includes at least one threshold for at least one type of excess utilization of the telecommunication network to be tracked.
15 . The method of claim 1 , wherein the at least one remedial action comprises at least one of:
blocking at least one of: transmit data or receive data of at least a portion of the plurality of mobile monitoring devices;
rate-limiting at least one of: the transmit data or the receive data of the at least the portion of the plurality of mobile monitoring devices; or
imposing selective blocking of connection requests from the at least the portion of the plurality of mobile monitoring devices.
16 . The method of claim 1 , wherein the at least one remedial action comprises transmitting a report of the excess utilization of the telecommunication network to at least one of: an operator of the plurality of mobile monitoring devices or a manufacturer of the plurality of mobile monitoring devices.
17 . The method of claim 16 , further comprising:
receiving a request from at least one of: the operator or the manufacturer to impose at least one additional remedial action via the telecommunication network; and
implementing the at least one additional remedial action in response to the request to impose at least one additional remedial action.
18 . The method of claim 17 , wherein the at least one additional remedial action comprises at least one of:
blocking at least one of: transmit data or receive data of at least a portion of the plurality of mobile monitoring devices;
rate-limiting at least one of: the transmit data or the receive data of the at least the portion of the plurality of mobile monitoring devices; or
imposing selective blocking of connection requests from the at least the portion of the plurality of mobile monitoring devices.
19 . A non-transitory computer-readable medium storing instructions which, when executed by a processing system including at least one processor, cause the processing system to perform operations, the operations comprising:
identifying an excess utilization of a telecommunication network by a plurality of mobile monitoring devices, wherein the plurality of mobile monitoring devices are of a same mobile monitoring device type, wherein the plurality of mobile monitoring devices comprises a plurality of wireless sensor devices, wherein each wireless sensor device of the plurality of wireless sensor devices is worn by a respective user of a plurality of users or is affixed to a vehicle of the respective user of the plurality of users, wherein a primary function of the plurality of mobile monitoring devices is inaccessible to control by the plurality of users, wherein the inaccessible to control comprises the plurality of users not being authorized to change any settings of the primary function of the plurality of mobile monitoring devices, and wherein the primary function of the plurality of mobile monitoring devices is associated with a collection of data from a physical environment;
determining that the excess utilization is not caused by the primary function of the plurality of mobile monitoring devices; and
performing at least one remedial action in response to the detecting of the excess utilization that is not caused by the primary function of the plurality of mobile monitoring devices.
20 . An apparatus comprising:
a processing system including at least one processor; and
a computer-readable medium storing instructions which, when executed by the processing system, cause the processing system to perform operations, the operations comprising:
identifying an excess utilization of a telecommunication network by a plurality of mobile monitoring devices, wherein the plurality of mobile monitoring devices are of a same mobile monitoring device type, wherein the plurality of mobile monitoring devices comprises a plurality of wireless sensor devices, wherein each wireless sensor device of the plurality of wireless sensor devices is worn by a respective user of a plurality of users or is affixed to a vehicle of the respective user of the plurality of users, wherein a primary function of the plurality of mobile monitoring devices is inaccessible to control by the plurality of users, wherein the inaccessible to control comprises the plurality of users not being authorized to change any settings of the primary function of the plurality of mobile monitoring devices, and wherein the primary function of the plurality of mobile monitoring devices is associated with a collection of data from a physical environment;
determining that the excess utilization is not caused by the primary function of the plurality of mobile monitoring devices; and
performing at least one remedial action in response to the detecting of the excess utilization that is not caused by the primary function of the plurality of mobile monitoring devices.