Anomaly correlation mechanism for analysis of handovers in a communication network
First Claim
1. A method, comprising:
- receiving, by a system comprising a processor, data representing a first time series of failures of outgoing handovers corresponding to a wireless access point device, wherein the outgoing handovers are outbound communication transfers from a source cell of the wireless access point device to target cells;
in response to quantifying the first time series of the failures of the outgoing handovers with respect to a first entropy that has been determined, based on a logarithm associated with the first time series of the failures, over a first probability distribution corresponding to the outgoing handovers, determining, by the system, that the source cell and a target cell of the target cells comprise a first anomalous relation represented by a first defined condition with respect to the first entropy; and
in response to the determining, sending, by the system, a message directed to a device identifying the first anomalous relation to facilitate removal of the first anomalous cell relation from a data store identifying the target cell as a handover candidate.
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Abstract
Optimizing neighbor cell relationships for improving handover performance by interpreting handover failures is presented herein. A method can include receiving data representing a time series of failures of outgoing handovers corresponding to a wireless access point device, and determining, based on a determined condition corresponding to a metric, that a source cell of the wireless access point device is associated with an anomalous cell relation corresponding to the time series of the failures of the outgoing handovers in response to quantifying the time series based on the metric. In various examples, the quantifying can include quantifying the time series with respect to: a volume of the failures during a period of time, an entropy calculated on a probability distribution of the failures by determined relations between the source cell and target cells, and/or an entropy calculated on a probability distribution of determined outgoing handover outcomes.
24 Citations
20 Claims
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1. A method, comprising:
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receiving, by a system comprising a processor, data representing a first time series of failures of outgoing handovers corresponding to a wireless access point device, wherein the outgoing handovers are outbound communication transfers from a source cell of the wireless access point device to target cells; in response to quantifying the first time series of the failures of the outgoing handovers with respect to a first entropy that has been determined, based on a logarithm associated with the first time series of the failures, over a first probability distribution corresponding to the outgoing handovers, determining, by the system, that the source cell and a target cell of the target cells comprise a first anomalous relation represented by a first defined condition with respect to the first entropy; and in response to the determining, sending, by the system, a message directed to a device identifying the first anomalous relation to facilitate removal of the first anomalous cell relation from a data store identifying the target cell as a handover candidate. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12)
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13. A system, comprising:
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a processor; and a memory that stores executable instructions that, when executed by the processor, facilitate performance of operations, comprising; receiving data representing a time series of failures of outgoing handovers corresponding to a source device, wherein the outgoing handovers comprise outbound communication transfers from a source cell of the source device to target cells; in response to quantifying the time series based on a standardized entropy that has been determined over a probability distribution of the outgoing handovers, determining that an anomalous relation comprising the source cell and a target cell of the target cells satisfies a defined condition with respect to the standardized entropy; and removing the anomalous relation from a data store identifying the target cell as an outgoing handover candidate. - View Dependent Claims (14, 15, 16, 17)
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18. A non-transitory machine-readable storage medium, comprising executable instructions that, when executed by a processor, facilitate performance of operations, comprising:
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receiving data representing a time series of failures of outgoing handovers corresponding to a source device, wherein the outgoing handovers comprise outbound communication transfers from a source cell of the source device to target cells; in response to quantifying the time series based on an entropy that has been derived, based on a logarithm corresponding to the time series of failures, over a probability distribution of the outgoing handovers, identifying that the source cell corresponds to cells associated with an anomalous handover failure condition, wherein the cells comprise the source cell and a target cell of the target cells; and removing the source cell and the target cell from a data store identifying the target cell as a candidate for an outgoing handover. - View Dependent Claims (19, 20)
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Specification