Method and apparatus for predicting successful DSL line optimization
A DSL management system predicts achieving improved DSL line performance before a DSL optimizer optimizes performance of the DSL line. The system obtains a current state of performance of the DSL line before optimization and a target state of performance after optimization. The system further obtains a measure of DSL line characteristics and identifies, from records of performance information associated with DSL lines, a subset of records associated with a subset of DSL lines that have a similar measure of the DSL line characteristics as the DSL line for which achieving improved performance is predicted. The system obtains a probability that the DSL optimizer will optimize the performance of the DSL line based on a frequency with which the identified subset of records indicates that the optimizer previously has optimized the performance of the subset of DSL lines.
1. A method of predicting improved performance of a digital subscriber line (DSL) line before a DSL optimizer in the DSL management system optimizes performance of the DSL line, the method comprising: obtaining from a DSL controller: a current state of performance of the DSL line before optimization; a target state of performance of the DSL line after optimization; and a measure of DSL line characteristics of the DSL line; identifying, from among a plurality of records associated with optimizing performance of a plurality of DSL lines, a subset of the records associated with optimizing performance of a subset of DSL lines having a similar measure of DSL line characteristics as the DSL line for which improved performance is to be predicted; obtaining a probability that the DSL optimizer will optimize the performance of the DSL line from the current state of performance to the target state of performance, based on a statistical analysis of the identified subset of records associated with optimizing performance of the subset of DSL lines that detects instances when the DSL optimizer previously has optimized the performance of the subset of DSL lines from a same or similar state as the current state of performance to a same or similar state as the target state of performance; and using the obtained probability to allocate DSL system resources in a DSL network.
2. The method of claim 1 , further comprising prioritizing optimization of the DSL line relative to another DSL line based on the obtained probability that the DSL optimizer will optimize the performance of the DSL line from the current state of performance to the target state of performance.
3. The method of claim 1 , further comprising allocating DSL system resources according to the obtained probability that the DSL optimizer will optimize the performance of the DSL line from the current state of performance to the target state of performance.
4. The method of claim 1 , further comprising recommending a service product for the DSL line according to the obtained probability that the DSL optimizer will optimize the performance of the DSL line from the current state of performance to the target state of performance.
5. The method of claim 1 , wherein obtaining, based on statistical analysis, the probability that the DSL optimizer will optimize the performance of the DSL line from the current state of performance to the target state of performance comprises calculating a frequency with which the identified subset of records associated with optimizing performance of the subset of DSL lines indicates that the DSL optimizer previously has optimized the performance of the subset of DSL lines from a same or similar state as the current state of performance to a same or similar state as the target state of performance.
6. The method of claim 1 , wherein identifying, from among a plurality of records associated with optimizing performance of a plurality of DSL lines, a subset of the records associated with optimizing performance of a subset of DSL lines having a similar measure of DSL line characteristics as the DSL line for which improved DSL line performance is to be predicted comprises searching a memory store accessible to the DSL management system that contains the plurality of records associated with optimizing performance of the plurality of DSL lines for the subset of records associated with optimizing performance of the subset of DSL lines having the similar measure of DSL line characteristics as the DSL line.
7. The method of claim 1 , wherein the current state of performance of the DSL line is defined, or represented, as a current data transmission rate for the DSL line and as a current state of stability for the DSL line, wherein the current state of stability is either a stable state or an unstable state.
8. The method of claim 1 , wherein the target state of performance of the DSL line is defined, or represented, as a target data transmission rate for the DSL line and as a target state of stability of the DSL line, wherein the target state of stability is either a stable state or an unstable state.
9. The method of claim 1 wherein the measure of the DSL line characteristics of the DSL line comprises a capacity, and a current utilization, of the DSL line.
10. The method of claim 9 , wherein the capacity of the DSL line is defined, or represented, as one or more of: a maximum achievable bit rate (MABR), a DSL line loop length, or a DSL line attenuation.
11. The method of claim 9 , wherein the current utilization of the DSL line is defined, or represented, as one or both of: a ratio of a current synch rate (SYNC) to MABR, or a current operating margin of the DSL line.