KPI-based tilt range selection
A computer-implemented method for determining a tilt range for each cell ( 300 ) of a plurality of cells of a wireless cellular telecommunications network, each cell ( 300 ) having at least one antenna ( 20 ). The method comprises the steps of: for each cell ( 300 ) of the plurality of cells, determining a value for each of a plurality of metrics, the plurality of metrics comprising: a metric indicative of retainability, a metric indicative of capacity, a metric indicative of uplink, UL, quality, a metric indicative of downlink, DL, quality, and a cell parameter; determining respective thresholds for each metric; for each cell ( 300 ) of the plurality of cells, classifying the cell ( 300 ) into one of a plurality of categories based on a comparison of the determined values of the plurality of metrics of the cell ( 300 ) to the corresponding thresholds, wherein each category of the plurality of categories has an associated range of tilt values; and determining, for each cell ( 300 ) of the plurality of cells, the tilt range for that cell ( 300 ) as the range of tilt values associated with the category into which the cell ( 300 ) is classified.
1. A computer-implemented method for determining a tilt range for each cell of a plurality of cells of a wireless cellular telecommunications network, each cell having at least one antenna, the method comprising:
for each cell of the plurality of cells, determining a value for each of a plurality of metrics, the plurality of metrics comprising:
a metric indicative of retainability,
a metric indicative of capacity,
a metric indicative of uplink, UL, quality,
a metric indicative of downlink, DL, quality, and
a cell parameter;
determining respective thresholds for each metric;
for each cell of the plurality of cells, classifying the cell into one of a plurality of categories based on a comparison of the determined values of the plurality of metrics of the cell to the corresponding thresholds, wherein each category of the plurality of categories has an associated range of tilt values, and wherein classifying each cell into one of the plurality of categories comprises:
setting an initial score for each cell;
comparing the determined values of the plurality of metrics of each cell to the corresponding thresholds and adjusting the initial score of each cell based on each comparison;
classifying each cell into one of the plurality of categories based on the adjusted score of each cell; and
determining, for each cell of the plurality of cells, the tilt range for that cell as the range of tilt values associated with the category into which the cell is classified.
2. The method of claim 1 , wherein the respective threshold values for at least one of the metrics are calculated using the corresponding metric values of each of the plurality of cells.
3. The method of claim 1 , wherein:
the metric indicative of retainability is an average number of calls dropped per day of the cell an average number of VoIP, voice over Internet protocol, calls dropped per day of the cell, or an average call setup complete rate of the cell;
the metric indicative of capacity is any one of utilization, physical resource block, PRB, utilization, transmitted-to-maximum traffic power ratio, and average transmitted-to-maximum power ratio;
the metric indicative of UL quality is any one of an interference over thermal noise, IoT, noise rise and received interference power, RIP;
the metric indicative of DL quality is any one of a number of overshooting samples, number of interfering samples, reference signal received quality, RSRQ, energy per chip to interference power ratio, Ec/Io, and reference signal-signal to noise and interference ratio, RS-SINR; and
the cell parameter is any one of a tilt value of the at least one antenna of the cell, a height of the at least one antenna of the cell and an azimuth value of the at least one antenna of the cell.
4. The method of claim 1 ,
wherein adjusting the initial score of each cell based on each comparison comprises, for each one of the plurality of metrics. increasing or decreasing the initial score by a plurality of adjustment values.
5. The method of claim 4 , wherein calculating respective thresholds for each metric comprises:
determining a threshold indicative of a high level for the metric indicative of retainability;
determining a threshold indicative of a low level for the metric indicative of retainability;
determining a threshold indicative of a high level of the metric indicative of capacity;
determining a threshold indicative of a low level of the metric indicative of capacity; and
determining a threshold for each remaining metric of the plurality of metrics.
6. The method of claim 5 , wherein comparing the determined values of the plurality of metrics of the cell to the corresponding thresholds and adjusting the score of the cell based on each comparison comprises:
setting a first adjustment value and a second adjustment value, wherein first adjustment value is greater than the second adjustment value;
in a case where the metric indicative of retainability is greater than or equal to the threshold indicative of a high level for the metric indicative of retainability:
increasing the score of the cell by the first adjustment value in a case where the metric indicative of DL quality is greater than or equal to the threshold for the metric indicative of DL quality,
increasing the score of the cell by the first adjustment value in a case where the metric indicative of UL quality is greater than or equal to the threshold for the metric indicative of UL quality,
increasing the score of the cell by the second adjustment value in a case where the metric indicative of capacity is greater than or equal to the threshold indicative of a high level of the metric indicative of capacity, and
increasing the score of the cell by the second adjustment value in a case where the cell parameter is greater than or equal to the threshold for the cell parameter; and
in a case where the metric indicative of retainability is less than or equal to the threshold indicative of a low level for the metric indicative of retainability:
decreasing the score of the cell by the second adjustment value in a case where the metric indicative of DL quality is less than or equal to the threshold for the metric indicative of DL quality and metric indicative of capacity is less than or equal to the threshold indicative of a low level of metric indicative of capacity.
7. The method of claim 1 , wherein:
the plurality of categories comprises at least four categories;
the range of tilt values associated with the first category is selected to cause an antenna to tilt downwards;
the range of tilt values associated with the second category is selected to cause an antenna to tilt downwards or maintain its current tilt value;
the range of tilt values associated with the third category represent a default range, wherein the tilt values of the default range permit to cause an antenna to tilt downwards, tilt upwards or maintain its current value; and
the range of tilt values associated with the fourth category is selected to cause an antenna to tilt upwards.
8. The method of claim 7 , wherein classifying the cell into one of the plurality of categories based on the adjusted score of the cell comprises:
determining a high threshold and a low threshold, wherein the high threshold is greater than the low threshold and both the high threshold and the low threshold are greater than zero;
classifying the cell in the first category in a case where the adjusted score is than or equal to the high threshold;
classifying the cell in the second category in a case where the adjusted score is less than the high threshold and greater than or equal to the low threshold;
classifying the cell in the third category in a case where the adjusted score is less than the low threshold and greater than or equal to zero; and
classifying the cell in the fourth category in a case where the adjusted score is less than zero.
9. The method of claim 1 , wherein the metric indicative of DL quality comprises a number of overshooting samples, and wherein a value of a number of overshooting samples for a cell is determined using a timing advance, TA, distribution, defined as a histogram of distance values associated with periodically reported timing advance measurements of the cell.
10. The method of claim 9 , wherein determining the value of the number of overshooting samples for a cell comprises:
determining a weighted radius, wradius, as the average distance from the cell to its neighbouring cells, weighted by a number of successful handovers;
determining an overshooting distance as a smallest distance having a null value in the TA histogram that is higher than wradius, or, if this distance is not found, determining the overshooting distance as wradius; and
determining the number of overshooting samples as a number of reported timing advance measurements associated with each distance value of the TA histogram that is greater than the overshooting distance.
11. The method of claim 1 , wherein the plurality of metrics comprises a number of interfering samples, the number of interfering samples is determined using an interference matrix, IM, comprising one histogram of serving-to-interference reference signal received power, RSRP, ratio for each pair of serving-interferer cells of the wireless cellular telecommunications network.
12. The method of claim 1 , wherein the range of tilt values determined for each cell comprises a range of relative tilt values for use in adjusting a current tilt value of the at least one antenna of the cell.
13. The method of claim 1 , wherein the range of tilt values determined for each cell comprises a range of absolute tilt values for use in setting a tilt value of the at least one antenna of the cell.
14. The method of claim 1 , further comprising:
providing the determined tilt ranges as an input to an area-based tilt optimization algorithm; and
determining an optimized tilt value for each cell of the plurality of cells using the area-based tilt optimization algorithm,
wherein the optimized tilt value for each cell is within the determined tilt range of that cell.
15. The method of claim 14 , further comprising adjusting the tilt value of the at least one antenna of at least a subset of the plurality of cells based on the optimized tilt values.
16. The method of claim 1 , further comprising:
dividing the plurality of cells of the wireless cellular telecommunications network into groups based on similarities in radio propagation conditions of the cells,
wherein the method is performed in respect of each group of cells of the wireless cellular telecommunications network.
17. A non-transitory computer-readable storage medium storing a computer program which, when executed by a computer, causes the computer to:
for each cell of the plurality of cells, determine a value for each of a plurality of metrics, the plurality of metrics comprising:
a metric indicative of retainability,
a metric indicative of capacity,
a metric indicative of uplink, UL, quality,
a metric indicative of downlink, DL, quality, and
a cell parameter;
determine respective thresholds for each metric;
for each cell of the plurality of cells, classify the cell into one of a plurality of categories based on a comparison of the determined values of the plurality of metrics of the cell to the corresponding thresholds, wherein each category of the plurality of categories has an associated range of tilt values, and wherein classifying each cell into one of the plurality of categories comprises:
setting an initial score for each cell;
comparing the determined values of the plurality of metrics of each cell to the corresponding thresholds and adjusting the initial score of each cell based on each comparison;
classifying each cell into one of the plurality of categories based on the adjusted score of each cell; and
determine, for each cell of the plurality of cells, the tilt range for that cell as the range of tilt values associated with the category into which the cell is classified.
18. An apparatus for determining a tilt range for each cell of a plurality of cells of a wireless cellular telecommunications network, each cell having at least one antenna, the apparatus comprising a processor configured to:
determine, for each cell of the plurality of cells, a value for each of a plurality of metrics, the plurality of metrics comprising:
a metric indicative of retainability,
a metric indicative of capacity,
a metric indicative of UL quality,
a metric indicative of DL quality, and
a cell parameter;
determine respective thresholds for each metric;
for each cell of the plurality of cells, classify the cell into one of a plurality of categories based on a comparison of the determined values of the plurality of metrics of the cell to the corresponding thresholds, wherein each category of the plurality of categories has an associated range of tilt values, and wherein when classifying each cell into one of the plurality of categories, the processor is configured to:
set an initial score for each cell;
compare the determined values of the plurality of metrics of each cell to the corresponding thresholds and adjusting the initial score of each cell based on each comparison;
classify each cell into one of the plurality of categories based on the adjusted score of each cell; and
determine, for each cell of the plurality of cells, the tilt range for that cell as the range of tilt values associated with the category into which the cell is classified.