Facilitation of passive intermodulation cancelation via machine learning
A passive intermodulation detection system is provided to remotely identify passive intermodulation at a base station site and diagnose the type of intermodulation and location of the non-linearity that is the source of the passive intermodulation. A passive intermodulation cancelation system can generate an equivalent signal to a received interference signal and use the equivalent signal to generate an error signal. The error signal can then be used to reinforce a learning system and converge on a steady state of the interference signal to cancel other interference signals.
1. A method, comprising:
determining, by a network device, comprising a processor, of a wireless network, a first signal interference of a first signal at a reception port;
determining, by the network device, an interference product associated with the first signal interference;
based on the determining, ranking, by the network device, the interference product according to a magnitude of the first signal interference, resulting in a first ranked interference signal;
based on a rank of the first ranked interference signal, generating a second signal interference; and
utilizing, by the network device, a channel associated with a transmitter port and the reception port to facilitate modification of a second signal to be sent from the transmitter port to the reception port.
2. The method of claim 1 , further comprising:
in response to the ranking, generating, by the network device, the channel associated with the transmitter port and the reception port to modify a transmission signal associated with the transmitter port.
3. The method of claim 2 , further comprising:
based on the transmission signal, estimating, by the network device, an interference signal at the reception port, resulting in an estimated signal.
4. The method of claim 3 , further comprising:
subtracting, by the network device, the estimated signal from the first ranked interference signal, resulting in an error signal.
5. The method of claim 4 , further comprising:
based on the error signal, canceling, by the network device, the signal interference associated with the reception port.
6. The method of claim 4 , wherein the estimated signal is a first estimated signal, and further comprising:
utilizing, by the network device, the error signal to determine a second estimated signal.
7. The method of claim 6 , further comprising:
based on the error signal and the second estimated signal, modifying, by the network device, a third estimated signal.
8. The method of claim 1 , further comprising:
generating a second ranked interference signal in accordance with a limit on physical resource block utilization of the wireless network.
9. A system, comprising:
a processor; and
a memory that stores executable instructions that, when executed by the processor, facilitate performance of operations, comprising:
determining a first signal interference associated with a first signal received by a receiver device;
determining an interference product as a function of the first signal interference;
based on the interference product, generating rank data representative of a rank of the first signal interference, and applying the rank data to the first signal interference to generate a ranked interference signal;
based on the rank data, generating a second signal interference; and
utilizing a channel associated with a transmitter device and the receiver device to facilitate modification of a second signal to be sent from the transmitter device to the receiver device.
10. The system of claim 9 , wherein the operations further comprise:
estimating the second signal interference, associated with the second signal, resulting in an estimated signal.
11. The system of claim 10 , wherein the operations further comprise:
subtracting a first value associated with the estimated signal from a second value associated with the ranked interference signal, resulting in an error signal.
12. The system of claim 11 , wherein the operations further comprise:
based on the error signal, canceling the second signal interference associated with the second signal.
13. The system of claim 12 , wherein the operations further comprise:
routing the second signal to a canceler device associated with the receiver device, to cancel a third signal interference.
14. The system of claim 12 , wherein the estimated signal is a first estimated signal, and wherein the operations further comprise:
in response to the canceling the second signal interference, determining a second estimated signal.
15. A non-transitory machine-readable storage medium, comprising executable instructions that, when executed by a processor, facilitate performance of operations, comprising:
receiving first signal data related to a transmission signal from a transmission port device to a reception port device, wherein a first signal interference associated with the transmission signal is determined to be present at the reception port device;
based on determining an interference product associated with the first signal interference, ranking the interference product, resulting in rank data;
based on a result of ranking the signal interference in accordance with the rank data, generating a ranked interference signal;
based on the rank data, generating a second signal interference; and
utilizing a channel associated with the transmission port device and the reception port device to facilitate modification of a second signal to be sent from the transmission port device to the reception port device.
16. The non-transitory machine-readable storage medium of claim 15 , wherein the transmission signal is a first transmission signal, and wherein the operations further comprise:
generating the channel associated with the transmission port device and the reception port device to modify a second transmission signal from the transmission port device to the reception port device.
17. The non-transitory machine-readable storage medium of claim 16 , wherein the signal interference is first signal interference, and wherein the operation further comprise:
based on the second transmission signal, estimating the second signal interference experienced by the reception port device do to the second transmission signal.
18. The non-transitory machine-readable storage medium of claim 17 , wherein the operations further comprise:
reducing a first value associated with the ranked interference signal by a second value associated with the second signal interference, resulting in a third value associated with an error signal.
19. The non-transitory machine-readable storage medium of claim 18 , wherein the operations further comprise:
utilizing the third value to determine a third signal interference of a third signal.
20. The non-transitory machine-readable storage medium of claim 15 , wherein the ranking the signal interference comprises ranking the signal interference in accordance with a constraint on utilization of a physical resource block of a wireless network.