Techniques to manage a mobile device based on network density
Techniques to manage a mobile device based on network density are described. An apparatus may comprise a mobile computing device having a radio module operative to receive radio signals, a resource detector operative to collect a sample for one or more wireless resources based on the received radio signals, a network density module operative to estimate a network density for an operating environment of the mobile computing device based on the sample and a probability density function, and a parameter management module operative to manage one or more operational parameters of the mobile computing device based on the estimated network density. Other embodiments are described and claimed.
1. A mobile computing device, comprising:
a radio module operative to receive radio signals;
a resource detector operative to collect resource information for one or more wireless resources within or accessible from a geographic region based on the received radio signals, the resource information comprising a measured value of a characteristic of the one or more wireless resources, wherein the geographic region is determined based on a location of the mobile computing device, the location of the mobile computing device determined when collecting the resource information;
a network density module operative to estimate a network density of the geographic region for an operating environment of the mobile computing device based on the measured value of the characteristic of the one or more wireless resources and a probability density function; and
a parameter management module operative to adaptively set a value for one or more operational parameters of the mobile computing device based on the estimated network density of the geographic region.
2. The mobile computing device of claim 1 , the probability density function to receive as input the measured value of the characteristic of the one or more wireless resources, and output a probability value representing an estimated network density for the operating environment of the mobile computing device.
3. The mobile computing device of claim 1 , the characteristic of the one or more wireless resources comprising a received signal strength indication derived from the received radio signals of the one or more wireless resources.
4. The mobile computing device of claim 1 , the characteristic of the one or more wireless resources comprising a number of the one or more wireless resources derived from the received radio signals of the one or more wireless resources.
5. The mobile computing device of claim 1 , wherein the location of the mobile computing device within the geographic region indicates a current location of the mobile device.
6. The mobile computing device of claim 1 , wherein the location of the mobile computing device within the geographic region indicates a predicted location of the mobile device.
7. The mobile computing device of claim 1 , wherein the resource information for the one or more wireless resources is correlated with the location of the mobile computing device to generate a resource profile of the geographic region, and further comprising storing the resource profile in a resource database.
8. The mobile computing device of claim 1 , wherein the parameter management module is further operative to set an access point scan rate based on the estimated network density.
9. The mobile computing device of claim 1 , wherein the parameter management module is further operative to set a packet retry limit based on the estimated network density.
10. A method, comprising:
collecting, by a mobile computing device, resource information for one or more wireless resources within or accessible from a geographic region, the resource information comprising a measured value of a characteristic of the one or more wireless resources, wherein the geographic region is determined based on a location of the mobile computing device, the location of the mobile computing device determined when collecting the resource information;
estimating by the mobile computing device, a network density of the geographic region for an operating environment of the mobile computing device based on the measured value of the characteristic of the one or more wireless resources and a probability density function; and
adaptively setting, by the mobile computing device, a value for one or more operational parameters of the mobile computing device based on the estimated network density of the geographic region.
11. The method of claim 10 , comprising updating the estimated network density according to previously collected resource information or subsequently collected resource information relative to the currently collected resource information using a Bayesian inference algorithm.
12. The method of claim 10 , wherein the location of the mobile computing device within the geographic region indicates a current location of the mobile device.
13. The method of claim 10 , wherein the location of the mobile computing device within the geographic region indicates a predicted location of the mobile device.
14. The method of claim 10 , further comprising correlating the resource information for the one or more wireless resources with the location of the mobile computing device to generate a resource profile; and storing the resource profile in a resource database.
15. The method of claim 10 , wherein the adaptively setting comprises setting an access point scan rate based on the estimated network density.
16. The method of claim 10 , wherein the adaptively setting comprises setting a packet retry limit based on the estimated network density.
17. An article of manufacture comprising a non-transitory computer-readable storage medium containing instructions that when executed by a processor enable a system to:
collect, by a mobile computing device, resource information for one or more wireless resources within or accessible from a geographic region, the resource information comprising a measured value of a characteristic of the one or more wireless resources, wherein the geographic region is determined based on a location of the mobile computing device, the location of the mobile computing device determined when collecting the resource information;
estimate a network density of the geographic region for an operating environment of the mobile computing device based on the measured value of the characteristic of the one or more wireless resources and a probability density function; and
adaptively set a value for one or more operational parameters of the mobile computing device based on the estimated network density of the geographic region.
18. The article of manufacture of claim 17 , wherein the resource information for the one or more wireless resources is correlated with the location of the mobile computing device to generate a resource profile, and further comprising instructions that when executed by the processor enable the system to store the resource profile in a resource database.
19. The article of manufacture of claim 17 , wherein the instructions that when executed by the processor enable the system to set include instructions that when executed by the processor enable the system to set an access point scan rate based on the estimated network density.
20. The article of manufacture of claim 17 , wherein the instructions that when executed by the processor enable the system to set include instructions that when executed by the processor enable the system to set a packet retry limit based on the estimated network density.