Network implementation of spectrum analysis
Access devices may receive signals over a network and calculate a frequency spectrum of the received signals. An analyzer system may collect the frequency spectrum data from multiple access devices, and based on the collected data, detect, identify, and locate sources of anomalies in a communication network.
1. A method comprising:
accessing frequency characterization data of a plurality of devices in a network;
based on the frequency characterization data of the plurality of devices:
identifying a first subset of the plurality of devices in the network that exhibit a common frequency peak or common frequency attenuation;
identifying a second subset of the plurality of devices in the network that do not exhibit the common frequency peak or the common frequency attenuation;
identifying a direction of signals of the first subset of the plurality of devices in relation to the second subset of the plurality of devices;
identifying a location of least one malfunctioning device based on the direction of signals of the first subset of the plurality of devices in relation to the second subset of the plurality of devices; and
outputting the location of the at least one malfunctioning device.
2. The method of claim 1 , further comprising:
comparing a first subset of frequency characterization data associated with the first subset of the plurality of devices to a second subset of frequency characterization data associated with the second subset of the plurality of devices.
3. The method of claim 2 , further comprising:
identifying a first frequency peak or first frequency attenuation in the first subset of frequency characterization data;
identifying a second frequency peak or second frequency attenuation in the second subset of frequency characterization data; and
comparing at least one of a center frequency, bandwidth, or fitted curve of the first frequency peak or first frequency attenuation to at least one of a center frequency, bandwidth, or fitted curve of the second frequency peak or the second frequency attenuation.
4. The method of claim 3 , wherein the first peak is identified by detecting a frequency band that exceeds a predetermined amplitude for a predetermined bandwidth.
5. The method of claim 3 , wherein the first frequency attenuation is identified by detecting a frequency band that is attenuated to a predetermined amplitude for a predetermined bandwidth.
6. The method of claim 1 , wherein identifying a direction of signals of the first subset of the plurality of devices in relation to the second subset of the plurality of devices, comprises:
identifying a first direction of signals in a first bandwidth where the first frequency peak or the first frequency attenuation is located; and
identifying a second direction of signals in a second bandwidth where the second frequency peak or the second frequency attenuation is located, wherein the first direction of signals is different from the second direction of signals.
7. The method of claim 1 , wherein the plurality of devices is configured to transmit at least one of upstream communication or downstream communication based on the direction of signals.
8. The method of claim 1 , wherein the at least one malfunctioning device exhibits a temperature dependent fault.
9. The method of claim 1 , wherein the at least one malfunctioning device is a malfunctioning amplifier that includes anomaly.
10. The method of claim 1 , further comprising:
generating for display a geospatial map of the plurality of devices on the network.
11. A system comprising:
control circuitry configured to:
access frequency characterization data of a plurality of devices in a network;
based on the frequency characterization data of the plurality of devices:
identify a first subset of the plurality of devices in the network that exhibit a common frequency peak or common frequency attenuation;
identify a second subset of the plurality of devices in the network that do not exhibit the common frequency peak or the common frequency attenuation;
identify a direction of signals of the first subset of the plurality of devices in relation to the second subset of the plurality of devices on the network;
identify a location of least one malfunctioning device based on the direction of signals of the first subset of the plurality of devices in relation to the second subset of the plurality of devices; and
input/output circuitry configured to:
output the location of the at least one malfunctioning device.
12. The system of claim 11 , wherein the control circuitry is further configured to:
compare a first subset of frequency characterization data associated with the first subset of the plurality of devices to a second subset of frequency characterization data associated with the second subset of the plurality of devices.
13. The system of claim 12 , wherein the control circuitry is further configured to:
identify a first frequency peak or first frequency attenuation in the first subset of frequency characterization data;
identify a second frequency peak or second frequency attenuation in the second subset of frequency characterization data; and
compare at least one of a center frequency, bandwidth, or fitted curve of the first frequency peak or first frequency attenuation to at least one of a center frequency, bandwidth, or fitted curve of the second frequency peak or the second frequency attenuation.
14. The system of claim 13 , wherein the first peak is identified by detecting a frequency band that exceeds a predetermined amplitude for a predetermined bandwidth.
15. The system of claim 13 , wherein the first frequency attenuation is identified by detecting a frequency band that is attenuated to a predetermined amplitude for a predetermined bandwidth.
16. The system of claim 11 , wherein the control circuitry, when identifying a direction of signals of the first subset of the plurality of devices in relation to the second subset of the plurality of devices, is further configured to:
identify a first direction of signals in a first bandwidth where the first frequency peak or the first frequency attenuation is located; and
identify a second direction of signals in a second bandwidth where the second frequency peak or the second frequency attenuation is located, wherein the first direction of signals is different from the second direction of signals.
17. The system of claim 11 , wherein the plurality of devices is configured to transmit at least one of upstream communication or downstream communication based on the direction of signals.
18. The system of claim 11 , wherein the at least one malfunctioning device exhibits a temperature dependent fault.
19. The system of claim 11 , wherein the at least one malfunctioning device is a malfunctioning amplifier that includes anomaly.
20. The system of claim 11 , wherein the control circuitry is further configured to:
generate for display a geospatial map of the plurality of devices on the network.