Systems and methods for optimizing antenna tilt in a cellular site
Methods and systems for optimizing antenna tilt in a cell site of a radio access network (RAN), the system includes: a memory storing instructions; and a processor configured to execute the instructions to: obtain input data for a source cell and for neighboring cells thereof at a plurality of predetermined geolocations; determine an overlap percentage from the input data obtained at the plurality of predetermined geolocations; determine, for the source cell, at least one TA percentage for at least one distance range from a center of the source cell; determine, based on the determined overlap percentage and the determined at least one TA percentage, that the source cell is outside a predetermined cell coverage area; and recommend, based on the determining that the source cell is outside the predetermined cell coverage area, adjustment of the antenna tilt for the source cell to meet the predetermined cell coverage area.
1. A system for optimizing antenna tilt in a cell site of a radio access network (RAN), the system comprising:
a memory storing instructions; and
at least one processor configured to execute the instructions to:
obtain input data for a source cell and for neighboring cells thereof at a plurality of predetermined geolocations;
determine an overlap percentage of the source cell and the neighboring cells thereof from the input data obtained at the plurality of predetermined geolocations;
determine, for the source cell, at least one TA percentage for at least one distance range from a center of the source cell;
determine, based on the determined overlap percentage and the determined at least one TA percentage, that the source cell is outside a predetermined cell coverage area; and
recommend, based on the determining that the source cell is outside the predetermined cell coverage area, adjustment of the antenna tilt for the source cell to meet the predetermined cell coverage area.
2. The system as claimed in claim 1 , wherein the overlap percentage is determined based on one or more predetermined overlap conditions, the one or more predetermined overlap conditions comprising at least one of:
a condition that a number of the neighboring cells is greater than or equal to two; and
a condition that a number of input data samples is greater than or equal to a predetermined number.
3. The system as claimed in claim 1 , wherein the overlap percentage is calculated based on a ratio of a number of input data samples obtained for the source cell at the plurality of predetermined geolocations and a total number of input data samples comprising the input data samples obtained for the source cell at the plurality of predetermined geolocations and input data samples obtained for the neighboring cells of the source cell at the plurality of predetermined geolocations.
4. The system as claimed in claim 1 , wherein, in determining the at least one timing advance (TA) percentage for the at least one distance range from the center of the source cell, the at least one processor is configured to execute the instructions to:
calculate a first TA percentage based on TA data from TA data samples obtained within a first distance range from the center of the source cell;
calculate a second TA percentage based on TA data from TA data samples obtained within a second distance range from the center of the source cell;
calculate a third TA percentage based on TA data from TA data samples obtained within in a third distance range from the center of the source cell.
5. The system as claimed in claim 4 , wherein in determining that the source cell is outside the predetermined cell coverage area, the at least one processor is further configured to execute the instructions to:
determine that the source cell exceeds the predetermined cell coverage area based on:
the calculated third TA percentage is greater than 50%;
the calculated overlap percentage is greater than 20%; and
the calculated second TA percentage is greater than 2%; and
recommend antenna down-tilt, for the source cell determined to exceed the predetermined cell coverage area, in case an electrical tilt is below a maximum value.
6. The system as claimed in claim 4 , wherein in determining that the source cell is outside the predetermined cell coverage area, the at least one processor is further configured to execute the instructions to:
determining that the source cell is a low dominance cell that fails to reach the predetermined cell coverage area based on:
the calculated first TA percentage is greater than 50%;
the calculated overlap percentage is greater than 30%; and
the calculated second TA percentage is greater than 2%; and
recommend antenna up-tilt, for the source cell determined to be the low dominance cell, in case an electrical tilt is above a minimum value.
7. The system as claimed in claim 4 ,
wherein the first distance range is between the center of the source cell and less than one kilometer (KM) from the center of the source cell;
wherein the second distance range is equal to or greater than one KM from the center of the source cell and less than 1.5 KM from the center of the source cell;
wherein the third distance range is equal to or greater than 1.5 KM from the center of the source cell.
8. A method for optimizing antenna tilt in a cell site of a radio access network (RAN), the method comprising:
obtaining, via a processor, input data for a source cell and for neighboring cells thereof at a plurality of predetermined geolocations;
determining, via the processor an overlap percentage of the source cell and the neighboring cells thereof from the input data obtained at the plurality of predetermined geolocations;
determining, via the processor, for the source cell, at least one TA percentage for at least one distance range from a center of the source cell;
determining, via the processor, based on the determined overlap percentage and the determined at least one TA percentage, that the source cell is outside a predetermined cell coverage area; and
recommending, via the processor, based on the determining that the source cell is outside the predetermined cell coverage area, adjustment of the antenna tilt for the source cell to meet the predetermined cell coverage area.
9. The method as claimed in claim 8 , wherein the overlap percentage is determined based on one or more predetermined overlap conditions, the one or more predetermined overlap conditions comprising at least one of:
a condition that a number of the neighboring cells is greater than or equal to two; and
a condition that a number of input data samples is greater than or equal to a predetermined number.
10. The method as claimed in claim 8 , wherein the overlap percentage is calculated based on a ratio of a number of input data samples obtained for the source cell at the plurality of predetermined geolocations and a total number of input data samples comprising the input data samples obtained for the source cell at the plurality of predetermined geolocations and input data samples obtained for the neighboring cells of the source cell at the plurality of predetermined geolocations.
11. The method as claimed in claim 8 , wherein the determining the at least one TA percentage comprises:
calculating, via the processor, a first TA percentage based on TA data from TA data samples obtained within a first distance range from the center of the source cell;
calculating, via the processor, a second TA percentage based on TA data from TA data samples obtained within a second distance range from the center of the source cell;
calculating, via the processor, a third TA percentage based on TA data from TA data samples obtained within in a third distance range from the center of the source cell.
12. The method as claimed in claim 11 , wherein the determining the source cell is outside the predetermined overage area comprises:
determining, via the processor, that the source cell exceeds the predetermined cell coverage area based on:
the calculated third TA percentage is greater than 50%;
the calculated overlap percentage is greater than 20%; and
the calculated second TA percentage is greater than 2%; and
wherein the recommending the adjustment of the antenna tilt comprises recommending antenna down-tilt, for the source cell determined to exceed the predetermined cell coverage area, in case an electrical tilt is below a maximum value.
13. The method as claimed in claim 11 , wherein the determining the source cell is outside the predetermined overage area comprises:
determining, via the processor, that the source cell is a low dominance cell that fails to reach the predetermined cell coverage area based on:
the calculated first TA percentage is greater than 50%;
the calculated overlap percentage is greater than 30%; and
the calculated second TA percentage is greater than 2%; and
wherein the recommending the adjustment of the antenna tilt comprises antenna up-tilt, for the source cell determined to be the low dominance cell, in case an electrical tilt is above a minimum value.
14. The method as claimed in claim 11 ,
wherein the first distance range is between the center of the source cell and less than one kilometer (KM) from the center of the source cell;
wherein the second distance range is equal to or greater than one KM from the center of the source cell and less than 1.5 KM from the center of the source cell;
wherein the third distance range is equal to or greater than 1.5 KM from the center of the source cell.
15. A non-transitory computer-readable recording medium having recorded thereon instructions executable by at least one processor configured to perform a method for optimizing antenna tilt in a cell site of a radio access network (RAN), the method comprising:
obtaining input data for a source cell and for neighboring cells thereof at a plurality of predetermined geolocations;
determining an overlap percentage of the source cell and the neighboring cells thereof from the input data obtained at the plurality of predetermined geolocations;
determining, for the source cell, at least one TA percentage for at least one distance range from a center of the source cell;
determining, based on the determined overlap percentage and the determined at least one TA percentage, that the source cell is outside a predetermined cell coverage area; and
recommending, based on the determining that the source cell is outside the predetermined cell coverage area, adjustment of the antenna tilt for the source cell to meet the predetermined cell coverage area.
16. The non-transitory computer-readable recording medium as claimed in claim 15 , wherein the overlap percentage is determined based on one or more predetermined overlap conditions, the one or more predetermined overlap conditions comprising at least one of:
a condition that a number of the neighboring cells is greater than or equal to two; and
a condition that a number of input data samples is greater than or equal to a predetermined number.
17. The non-transitory computer-readable recording medium as claimed in claim 15 , wherein the overlap percentage is calculated based on a ratio of a number of input data samples obtained for the source cell at the plurality of predetermined geolocations and a total number of input data samples comprising the input data samples obtained for the source cell at the plurality of predetermined geolocations and input data samples obtained for the neighboring cells of the source cell at the plurality of predetermined geolocations.
18. The non-transitory computer-readable recording medium as claimed in claim 15 , wherein the determining the at least one TA percentage comprises:
calculating a first TA percentage based on TA data from TA data samples obtained within a first distance range from the center of the source cell;
calculating a second TA percentage based on TA data from TA data samples obtained within a second distance range from the center of the source cell;
calculating a third TA percentage based on TA data from TA data samples obtained within in a third distance range from the center of the source cell.
19. The non-transitory computer-readable recording medium as claimed in claim 18 , wherein the determining the source cell is outside the predetermined overage area comprises:
determining that the source cell exceeds the predetermined cell coverage area based on:
the calculated third TA percentage is greater than 50%;
the calculated overlap percentage is greater than 20%; and
the calculated second TA percentage is greater than 2%;
and
wherein the recommending the adjustment of the antenna tilt comprises recommending antenna down-tilt, for the source cell determined to exceed the predetermined cell coverage area, in case an electrical tilt is below a maximum value.
20. The non-transitory computer-readable recording medium as claimed in claim 18 , wherein the determining the source cell is outside the predetermined overage area comprises:
determining that the source cell is a low dominance cell that fails to reach the predetermined cell coverage area based on:
the calculated first TA percentage is greater than 50%;
the calculated overlap percentage is greater than 30%; and
the calculated second TA percentage is greater than 2%; and
wherein the recommending the adjustment of the antenna tilt comprises antenna up-tilt, for the source cell determined to be the low dominance cell, in case an electrical tilt is above a minimum value.