Terminal mobility state detection
View Patent ↗There are provided measures for terminal mobility state detection. Such measures may exemplarily include acquiring a statistical metric of measurements of a signal strength of a terminal with unknown speed over a predetermined time period, comparing the acquired statistical metric with mobility patterns stored in a database, each of said mobility patterns exhibiting a relationship between previously acquired statistical metrics of signal strength measurements of terminals with a specific terminal speed class, and determining a terminal speed class of the terminal according to a best match between the acquired statistical metric and the mobility patterns on the basis of the comparison. The database may exemplarily be prepared including acquiring a statistical metric of measurements of a signal strength of a terminal with known speed, and applying the acquired statistical metric for creating or updating the mobility pattern with respect to the specific terminal speed class corresponding to the known speed of the terminal.
1. A method for operating a wireless network comprising
acquiring, at the wireless network, a first statistical metric of measurements of a first terminal's signal strength of the first terminal with unknown terminal speed over a first predetermined time period,
comparing, at the wireless network, the acquired first statistical metric with mobility patterns stored in a database, each of said mobility patterns exhibiting a relationship between previously acquired statistical metrics of signal strength measurements of terminals with a specific terminal speed class,
determining, at the wireless network, a terminal speed class of the first terminal according to a best match between the acquired first statistical metric and the mobility patterns on the basis of the comparison,
acquiring, at the wireless network, a second statistical metric of measurements of a second terminal's signal strength of the second terminal with known terminal speed over a second predetermined time period,
applying, at the wireless network, the acquired second statistical metric for creating or updating the mobility pattern with respect to the specific terminal speed class corresponding to the known speed of the second terminal, and
storing, at the wireless network, the created or updated mobility pattern in the database.
2. The method according to claim 1 , wherein said acquiring comprises one of:
performing periodical measurements of the first terminal's signal strength, and deriving the first statistical metric from a behavior of the first terminal's signal strength over the first predetermined time period on the basis of the performed measurements,
receiving, from the first terminal, a report of periodical measurements of the first terminal's signal strength, and deriving the first statistical metric from a behavior of the signal strength over the first predetermined time period on the basis of the reported measurements, and
receiving, from the first terminal, a report of the first statistical metric of a behavior of the first terminal's signal strength over the first predetermined time period.
3. The method according to claim 1 , further comprising
assigning a mobility state for the first terminal based on the determined terminal speed class or based on the determined terminal speed class in connection with a result of a mobility estimation scheme, and/or
setting at least one handover parameter for the first terminal according to the determined terminal speed class or the assigned mobility state.
4. The method according to claim 1 , wherein at least one of the following applies:
the measurements are based on at least one of standardized MDT reports, power headroom reports and reference signal received power,
the first statistical metric is based on a behavior of the first terminal's signal strength over the first predetermined time period and comprises at least one of an average, a standard deviation, a minimum-maximum value and a correlation property of the signal strength measurements,
said comparing is based on a classification technique, and
the relationship exhibited by each of said mobility patterns comprises at least one of a distribution and a low-dimensional representation of the statistical metrics with respect to the specific terminal speed class.
5. The method according to claim 1 , wherein at least one of the following applies:
the method is executed by an access node or base station of a cellular communication system,
the method is executed by an evolved Node B of a cellular communication system in accordance with LTE specifications, and
the database is located at one of an access node, a base station, an evolved Node B, a radio network controller and any network control entity of a cellular communication system.
6. The method according to claim 1 , wherein the mobility pattern includes a specific speed and/or a specific speed range and/or a specific speed type.
7. The method according to claim 1 , wherein the mobility pattern is a distribution or a low-dimensional presentation of the first statistical metric with respect to the terminal speed class.
8. The method according to claim 1 , wherein the database is located at one of an access node, a base station or a network control entity of a cellular communication system.
9. The method according to claim 8 , wherein the database includes datasets, each being associated with the terminal speed or the terminal speed class.
10. The method according to claim 1 , wherein the measurements of the terminal's signal strength is based on a downlink signal transmitted from the wireless network to the terminal.
11. An apparatus for operating a wireless network comprising
an interface configured for communication with at least another apparatus, and
a processor configured to
acquire, at the wireless network, a first statistical metric of measurements of a first terminal's signal strength of the first terminal with unknown terminal speed over a first predetermined time period,
compare, at the wireless network, the acquired first statistical metric with mobility patterns stored in a database, each of said mobility patterns exhibiting a relationship between previously acquired statistical metrics of signal strength measurements of terminals with a specific terminal speed class,
determine, at the wireless network, a terminal speed class of the first terminal according to a best match between the acquired statistical metric and the mobility patterns on the basis of the comparison,
acquire, at the wireless network, a second statistical metric of measurements of a second terminal's signal strength of a second terminal with known terminal speed over a second predetermined time period,
apply, at the wireless network, the acquired second statistical metric for creating or updating the mobility pattern with respect to the specific terminal speed class corresponding to the known speed of the second terminal, and
store, at the wireless network, the created or updated mobility pattern in the database.
12. The apparatus according to claim 11 , wherein, for acquiring, the processor is configured to:
perform periodical measurements of the first terminal's signal strength, and derive the first statistical metric from a behavior of the first terminal's signal strength over the first predetermined time period on the basis of the performed measurements, or
receive, from the first terminal via the interface, a report of periodical measurements of the first terminal's signal strength, and derive the first statistical metric from a behavior of the first terminal's signal strength over the first predetermined time period on the basis of the reported measurements, or
receive, from the first terminal via the interface, a report of the first statistical metric of a behavior of the first terminal's signal strength over the first predetermined time period.
13. The apparatus according to claim 11 , wherein the processor is further configured to
assign a mobility state for the first terminal based on the determined terminal speed class or based on the determined terminal speed class in connection with a result of a mobility estimation scheme, and/or
set at least one handover parameter for the first terminal according to the determined terminal speed class or the assigned mobility state.
14. The apparatus according to claim 11 , wherein at least one of the following applies:
the measurements are based on at least one of standardized MDT reports, power headroom reports and reference signal received power,
the first statistical metric is based on a behavior of the first terminal's signal strength over the first predetermined time period and comprises at least one of an average, a standard deviation, a minimum-maximum value and a correlation property of the signal strength measurements,
the processor, for comparing, is configured to perform a classification data mining technique, and
the relationship exhibited by each of said mobility patterns comprises at least one of a distribution and a low-dimensional representation of the statistical metrics with respect to the specific terminal speed class.
15. The apparatus according to claim 11 , wherein at least one of the following applies:
the apparatus is executed by an access node or base station of a cellular communication system,
the apparatus is executed by an evolved Node B of a cellular communication system in accordance with LTE specifications, and
the database is located at the apparatus or any network control entity of a cellular communication system.
16. The apparatus according to claim 11 , wherein the mobility pattern includes a specific speed and/or a specific speed range and/or a specific speed type.
17. The apparatus according to claim 11 , wherein the mobility pattern is a distribution or a low-dimensional presentation of the statistical metric with respect to the terminal speed class.
18. The apparatus according to claim 11 , wherein the database is located at one of an access node, a base station or a network control entity of cellular communication system.
19. The apparatus according to claim 18 , wherein the database includes datasets, each being associated with the terminal speed or the terminal speed class.
20. The apparatus according to claim 11 , wherein the measurements of the first terminal's signal strength is based on a downlink signal transmitted from the wireless network to the first terminal.