Power optimization for computing devices
The technical problem of optimizing power consumption of paired user devices is addressed by disabling and resuming short range wireless communication components of the paired user devices. The disabling and resuming of the short range wireless communication components may be determined based on a comparison of a distance between the paired user devices and a threshold distance. The threshold distance may be adjusted by a machine learning model according to user profiles associated with the paired user devices. The distance between the paired user devices may be determined based on location data of the paired user devices. The location data may be obtained by global positioning systems (GPS) mounted on the paired user devices. The location data may be communicated between the paired user devices via a messaging server.
1 . A method comprising:
obtaining, from location services executing at a first paired user device, first location data indicating geographic location of the first paired user device, the first paired user device comprising a short range wireless communication component to exchange communications with a second paired user device within a predetermined distance;
receiving, from a messaging server, second location data indicating geographic location of the second paired user device;
receiving, from the first paired user device and the second paired user device, features indicative of user behaviors associated with the first paired user device and the second paired user device;
inputting the received features including connectivity behaviors with a co-location communication service of the first paired user device and the second paired user device into a machine learning model,
determining a threshold distance value using the machine learning model based on the inputted features indicative of the user connectivity behaviors,
receiving an output comprising the threshold distance value from the machine learning model,
determining, based on the first location data and the second location data, that a device distance value between the first paired user device and the second paired user device is greater than the threshold distance value; and
in response to the determination that the device distance value is greater than the threshold distance value, disabling the short range wireless communication component at the first paired user device.
2 . The method of claim 1 , further comprising:
determining that the distance between the first paired user device and the second paired user device is less than the threshold distance; and
in response to the determining that the distance between the first paired user device and the second paired user device is less than the threshold distance, resuming the short range wireless communication component at the first paired user device.
3 . The method of claim 2 , further comprising:
in response to the determining that the distance between the first paired user device and the second paired user device is less than the threshold distance,
modifying a user interface of the first paired user device to present a predetermined of the first paired user device and the second paired user device.
4 . The method of claim 1 , wherein the threshold distance is periodically determined based on a rule.
5 . The method of claim 1 , wherein the threshold distance is greater than the predetermined distance.
6 . The method of claim 1 , wherein to exchange the communications with the second paired user device, the short-range wireless communication component is configured to perform operations comprising:
advertising a presence of the first paired user device to the second paired user device; or
discovering a presence of the second paired user device within a communication range of the short range wireless communication component.
7 . The method of claim 6 , wherein the disabling of the operation of the short range wireless communication component comprises:
selectively disabling the advertising of the presence of the first paired user device or the discovering of the presence of the second paired user device.
8 . The method of claim 1 , wherein the receiving of the second location data comprises:
obtaining, by the messaging server, a paired profile;
obtaining, by the messaging server, the second location data of the second paired user device;
determining, by the messaging server, the first paired user device represented by a user device identification stored in the paired profile; and
communicating, by the messaging server, the obtained second location data of the second paired user device to the first paired user device.
9 . The method of claim 1 , wherein the short-range wireless communication component utilizes a low-frequency audio signal, Near Field Communication (NFC), Bluetooth, or radio-frequency identification (RFID).
10 . A system comprising:
one or more processors; and
a non-transitory computer readable storage medium comprising instructions that when executed by the one or processors cause the one or more processors to perform operations comprising:
obtaining, from location services executing at a first paired user device, first location data indicating geographic location of the first paired user device, the first paired user device comprising a short range wireless communication component to exchange communications with a second paired user device within a predetermined distance;
receiving, from a messaging server, second location data indicating geographic location of the second paired user device;
receiving, from the first paired user device and the second paired user device, features indicative of user behaviors associated with the first paired user device and the second paired user device;
inputting the received features including connectivity behaviors with a co-location communication service of the first paired user device and the second paired user device into a machine learning model,
determining a threshold distance value using the machine learning model based on the inputted features indicative of the user connectivity behaviors,
receiving an output comprising the threshold distance value from the machine learning model,
determining, based on the first location data and the second location data, that a device distance value between the first paired user device and the second paired user device is greater than the threshold distance value; and
in response to the determination that the device distance value is greater than the threshold distance value, disabling the short range wireless communication component at the first paired user device.
11 . The system of claim 10 , wherein the instructions further cause the one or more processors to perform operations comprising:
determining that the distance between the first paired user device and the second paired user device is less than the threshold distance; and
in response to the determining that the distance between the first paired user device and the second paired user device is less than the threshold distance, resuming the operation of the short range wireless communication component at the first paired user device.
12 . The system of claim 11 , wherein the instructions further cause the one or more processors to perform operations comprising:
in response to the determining that the distance between the first paired user device and the second paired user device is less than the threshold distance,
modifying a user interface of the first paired user device to include a predetermined of the first paired user device and the second paired user device.
13 . The system of claim 10 , wherein to exchange the communications with the second paired user device, the short-range wireless communication component is configured to perform operations comprising:
advertising a presence of the first paired user device to the second paired user device; or
discovering a presence of the second paired user device within a communication range of the short range wireless communication component.
14 . The system of claim 13 , wherein the disabling of the operation of the short range wireless communication component comprises:
selectively disabling the advertising of the presence of the first paired user device or the discovering of the presence of the second paired user device.
15 . The system of claim 10 , wherein the receiving of the second location data comprises:
obtaining, by the messaging server, a paired profile;
obtaining, by the messaging server, the second location data of the second paired user device;
determining, by the messaging server, the first paired user device represented by a user device identification stored in the paired profile; and
communicating, by the messaging server, the obtained second location data of the second paired user device to the first paired user device.
16 . A machine-readable non-transitory storage medium having instruction data executable by a machine to cause the machine to perform operations comprising:
obtaining, from location services executing at a first paired user device, first location data indicating geographic location of the first paired user device, the first paired user device comprising a short range wireless communication component to exchange communications with a second paired user device within a predetermined distance;
receiving, from a messaging server, second location data indicating geographic location of the second paired user device;
receiving, from the first paired user device and the second paired user device, features indicative of user behaviors associated with the first paired user device and the second paired user device;
inputting the received features including connectivity behaviors with a co-location communication service of the first paired user device and the second paired user device into a machine learning model,
determining a threshold distance value using the machine learning model based on the inputted features indicative of the user connectivity behaviors,
receiving an output comprising the threshold distance value from the machine learning model,
determining, based on the first location data and the second location data, that a device distance value between the first paired user device and the second paired user device is greater than the threshold distance value; and
in response to the determination that the device distance value is greater than the threshold distance value, disabling the short range wireless communication component at the first paired user device.