Granted Patent B2

US 12,452,851 · App. 18/258,372 · Granted Oct 21, 2025

Inventors: László Hévizi (Piliscsaba, HU); Vijaya Parampalli Yajnanarayana (Bangalore, IN); Henrik Rydén (Stockholm, SE)

Assignee: Telefonaktiebolaget LM Ericsson (Publ)

H04W72/046H04W24/02H04W24/10H04W36/322

Abstract

Claims (75)

1. A computer implemented method for managing radio resources used by a User Equipment, UE, in a cellular communication network, the communication network comprising a plurality of radio resources, each radio resource defining a dimension of a multidimensional radio space over which the communication network extends, the method, performed by the UE, comprising:

obtaining, from a management node of the communication network, a distributed resource management model for a region of the communication network in which the UE is located, the distributed resource management model comprising a radio coverage model including defining radio characteristics of radio zones in the region, a radio zone comprising a portion of the multidimensional radio space over which the communication network extends that is defined by a particular combination of radio field characteristics, and each cell of the communication network comprises a plurality of radio zones;

performing a measurement of communication network radio resources;

assigning a current radio location of the UE to a radio zone of the communication network on the basis of the measurement, assigning a current radio location of the UE to a radio zone of the communication network on the basis of the measurement comprising:

classifying a vector of results of the measurement into a radio zone; and

assigning a current radio location of the UE to the radio zone into which the vector is classified;

updating a radio trajectory record of the UE's trajectory with the radio zone to which the current radio location of the UE is assigned;

using the distributed resource management model and the updated trajectory record to identify a radio resource action for execution by the UE; and

initiating execution of the identified radio resource action.

2. The method as claimed in claim 1 , wherein the distributed resource management model for the region of the communication network further comprises:

a radio action model including a mapping of radio trajectory segments to radio resource actions; and

a distance function for use in assigning a radio location of a UE to a radio zone using the distributed resource management model.

3. The method as claimed in claim 1 , wherein updating a radio trajectory record of the UE's trajectory with the radio zone to which the current radio location of the UE is assigned comprises:

appending to the trajectory a tuple of time stamp and radio zone identifier of the radio zone to which the current radio location of the UE is assigned.

4. The method as claimed in claim 1 , wherein updating a radio trajectory record of the UE's trajectory with the radio zone to which the current radio location of the UE is assigned comprises:

appending to the radio trajectory record a tuple of time stamp, radio zone identifier of the radio zone to which the current radio location is assigned, and transition identifier for a transition from the previous radio zone of the radio trajectory record.

5. The method as claimed in claim 1 , wherein the distributed resource management model for the region of the communication network further comprises: the radio trajectory record for recording a UE's trajectory through the multidimensional radio space of the communication network.

6. The method as claimed in claim 1 , wherein using the distributed resource management model and the updated trajectory record to identify a radio resource action for execution by the UE comprises:

truncating the updated trajectory record over a sliding window;

comparing the truncated trajectory record to each of a set of radio trajectory segments included in a radio action model comprised in the distributed resource management model; and

if the truncated trajectory record matches any of the radio trajectory segments included in the radio action model, identifying for execution by the UE any radio resource action to which the matched radio trajectory segment is mapped in the radio action model.

7. The method as claimed in claim 6 , further comprising:

classifying a rate of change of the radio resource environment of the UE on the basis of the updated trajectory record.

8. The method as claimed in claim 7 , wherein classifying a rate of change of the radio resource environment of the UE on the basis of the updated trajectory record comprises:

calculating a distance traversed by the UE over the multidimensional radio space on the basis of the radio zones present in the UE's updated trajectory record over a sliding window;

dividing the calculated distance by a time during which the calculated distance was traversed by the UE to obtain a rate of change of the radio resource environment of the UE; and

classifying the obtained rate of change into one of a plurality of classifications.

9. The method as claimed in claim 7 , wherein using the distributed resource management model and the updated trajectory record to identify a radio resource action for execution by the UE further comprises:

if the truncated trajectory record matches any of the radio trajectory segments included in the radio action model, identifying for execution by the UE any radio resource action to which the matched radio trajectory segment, and the classified rate of change of the radio resource environment of the UE, are mapped in the radio action model.

10. A computer implemented method for managing radio resources used by User Equipments, UEs, in a cellular communication network, the communication network comprising a plurality of radio resources, each radio resource defining a dimension of a multidimensional radio space over which the communication network extends, the method, performed by a management node of the communication network, comprising:

determining that a UE fulfils a location condition with respect to a region of the communication network;

providing to the UE a distributed resource management model for the region of the communication network, the distributed resource management model comprising a radio coverage model including defining radio characteristics of radio zones in the region, the distributed resource management model for the region of the communication network further comprises:

a radio action model including a mapping of radio trajectory segments to radio resource actions; and

a distance function for use in assigning a radio location of a UE to a radio zone using the distributed resource management model, a radio zone comprising a portion of the multidimensional radio space over which the communication network extends that is defined by a particular combination of radio field characteristics, and each cell of the communication network comprising a plurality of radio zones; and

the distributed resource management model being operable for use, by the UE, to identify a radio resource action for execution by the UE.

11. The method as claimed in claim 10 , further comprising

receiving reports of radio resource measurements performed by UEs located in the region of the communication network;

generating, on the basis of the received reports, a centralised resource management model; and

generating, from the centralised resource management model, the distributed resource management model for provision to the UE.

12. The method as claimed in claim 11 , wherein the centralised radio coverage model comprises:

a centralized radio coverage model including defining radio characteristics of radio zones in the region; and

the radio trajectory record for recording trajectories of UEs through the multidimensional radio space of the communication network.

13. The method as claimed in claim 12 , wherein generating, on the basis of the received reports, a centralised resource management model comprises generating the centralised radio coverage model by:

adding vectors of measurements contained in reports received from UEs in the region to a training data set;

applying a clustering algorithm to the training data set; and

for clusters identified by the clustering algorithm:

identifying a set of measurements that represent the radio field characteristics of the cluster; and

setting the identified set of measurements as the defining radio characteristics of a radio zone corresponding to the cluster.

14. The method as claimed in claim 13 , wherein applying a clustering algorithm comprises using a distance function, and wherein the centralised resource management model further comprises the distance function used in applying the clustering algorithm.

15. The method as claimed in claim 11 , wherein the centralised resource management model further comprises:

a centralised radio action model including a mapping of radio trajectory segments to radio resource actions.

16. The method as claimed in claim 15 , wherein generating, on the basis of the received reports, a centralised resource management model comprises generating the centralised radio action model by:

assembling a training data set comprising radio trajectories of UEs in the region and radio resource actions executed by UEs in the region and

using a machine learning process to generate, based on the training data set, a mapping between trajectory segments and radio resource actions to be executed by a UE.

17. The method as claimed in claim 15 , wherein the centralised radio action model includes a mapping of radio trajectory segments and associated rate of change of radio environment classifications to radio resource actions.

18. The method as claimed in claim 16 , wherein generating the centralised radio action model further comprises, for UE trajectories in the assembled training data set:

calculating a distance traversed by the UE over the multidimensional radio space on the basis of the radio zones present in the UE's trajectory over a sliding window;

dividing the calculated distance by a time during which the calculated distance was traversed by the UE to obtain a rate of change of the radio resource environment of the UE;

classifying the obtained rate of change into one of a plurality of classifications; and

using the machine learning process to generate, based on the training data set and classifications, a mapping between trajectory segments and associated rate of change classifications, and radio resource actions to be executed by a UE.

19. A user equipment, UE, configured to manage radio resources used by the UE in a cellular communication network, the communication network comprising a plurality of radio resources, each radio resource defining a dimension of a multidimensional radio space over which the communication network extends, the UE comprising processing circuitry configured to:

obtain, from a management node of the communication network, a distributed resource management model for a region of the communication network in which the UE is located, the distributed resource management model comprising a radio coverage model including defining radio characteristics of radio zones in the region, a radio zone comprising a portion of the multidimensional radio space over which the communication network extends that is defined by a particular combination of radio field characteristics, and each cell of the communication network comprising a plurality of radio zones;

perform a measurement of communication network radio resources;

assign a current radio location of the UE to a radio zone of the communication network on the basis of the measurement, assigning a current radio location of the UE to a radio zone of the communication network on the basis of the measurement comprising:

classifying a vector of results of the measurement into a radio zone; and

assigning a current radio location of the UE to the radio zone into which the vector is classified;

update a radio trajectory record of the UE's trajectory with the radio zone to which the current radio location of the UE is assigned;

use the distributed resource management model and the updated trajectory record to identify a radio resource action for execution by the UE; and

initiate execution of the identified radio resource action.

20. A management node for managing radio resources used by User Equipments, UEs, in a cellular communication network, the communication network comprising a plurality of radio resources, each radio resource defining a dimension of a multidimensional radio space over which the communication network extends, the management node comprising processing circuitry configured to:

determine that a UE fulfils a location condition with respect to a region of the communication network; and

provide to the UE a distributed resource management model for the region of the communication network, the distributed resource management model comprising a radio coverage model including defining radio characteristics of radio zones in the region, the distributed resource management model for the region of the communication network further comprises:

a radio action model including a mapping of radio trajectory segments to radio resource actions; and

a distance function for use in assigning a radio location of a UE to a radio zone using the distributed resource management model, a radio zone comprising a portion of the multidimensional radio space over which the communication network extends that is defined by a particular combination of radio field characteristics, and each cell of the communication network comprising a plurality of radio zones; and

the distributed resource management model being operable for use, by the UE, to identify a radio resource action for execution by the UE.

Assignments (1)

Continuity (1)

References Cited (15)