Local partial discharge monitoring
A partial discharge (PD) detection system includes a node including a sensor configured to capacitively couple to a shield layer of a cable of an electric power line. The sensor is configured to collect, from the cable, sensor data indicative of an alternating-current (AC) electrical signal in the cable. The system further includes a high-pass filter configured to filter out low-frequency signals from the sensor data, and processing circuitry configured to detect, based on the filtered sensor data, a PD event at a location on the cable that is local to the sensor.
1 . A system comprising:
a node comprising a first capacitive sensor configured to capacitively couple to a first shield layer of a first cable of a multi-phase electric power line, and further configured to collect, from the first cable, first sensor data indicative of a first alternating-current (AC) electrical signal in the first cable, and second capacitive senor configured to capacitively couple to a second shield layer of a second cable of the multi-phase electric power line, and further configured to collect, from the second cable, second sensor data indicative of a second AC electrical signal in the second cable, wherein the first capacitive sensor is configured to capacitively couple to the first shield layer of the first cable in a floating manner without being grounded and the second capacitive senor is configured to capacitively couple to the second shield layer of the second cable of the multi-phase electric power line in the floating manner without being grounded;
a first high-pass filter operatively coupled to the first capacitive sensor, and a second high-pass filter operatively coupled to the second capacitive sensor, wherein the first and second high pass filters are configured to filter out low-frequency signals from the first and second sensor data; and
processing circuitry operatively coupled to the first and second high-pass filters and configured to detect, based on a differential signal of the first and second filtered sensor data, a partial discharge (PD) event at a location on the cable that is local to the node.
2 . The system of claim 1 , wherein the node comprises a detecting node, wherein the system further comprises a receiving node capacitively coupled to the first cable, and wherein the processing circuitry is further configured to cause the node to inject an identifier from the detecting node into the first cable in order to communicate, via the first cable, the location of the PD event to the receiving node.
3 . The system of claim 2 , wherein the processing circuitry is further configured to cause the node to inject a data signal into the first cable in order to communicate, via the cable, PD parameter data to the receiving node.
4 . The system of claim 3 , wherein the processing circuitry is further configured to determine, based on at least one PD event, the PD parameter data, wherein the PD parameter data comprises at least one of:
a timing and an amplitude of the at least one PD event;
a statistical representation of the at least one PD event over time;
a phase relationship between the at least one PD event and the AC electrical signal; or
an indication of a risk of cable failure associated with the at least one PD event.
5 . The system of claim 3 , wherein the processing circuitry is configured to communicate the PD parameter data on a continuous or semi-continuous basis.
6 . The system of claim 1 , wherein the first capacitive sensor is capacitively coupled to a continuous segment of the first cable.
7 . The system of claim 1 , wherein the first capacitive sensor is coupled to a cable splice connecting two adjacent segments of the first cable or to a termination of the cable.
8 . The system of claim 1 , wherein the node further comprises a power-harvesting device inductively coupled to the power line, wherein the power-harvesting device is configured to provide electrical energy to power the node.
9 . The system of claim 1 , wherein the processing circuitry is further configured to:
determine, for each of a plurality of PD events at respective PD locations, a set of PD parameters including at least a risk of cable failure;
determine, based on the set of PD parameters, a relative prioritization for each of the respective PD locations; and
output, based on the relative prioritization, a ranked recommendation to inspect, repair, or replace a segment of the multi-phase power line at the respective PD locations associated with the first cable or the second cable.
10 . The system of claim 1 , wherein the processing circuitry is further configured to apply, to the sensor data, a machine-learning model configured to estimate a rate of damage progression in the first cable at the location on the first cable.
11 . The system of claim 1 , wherein the processing circuitry is further configured to:
identify, based on the sensor data, an actual cable failure;
store, in memory, the sensor data indicating the actual cable failure;
generate, based on the sensor data, a predictive failure algorithm; and
determine, based on the predictive failure algorithm and subsequent sensor data, PD locations that are progressing toward cable failure.
12 . The system of claim 1 ,
wherein the multi-phase power line comprises a plurality of cable pairs each comprising a respective first cable and a respective second cable.
13 . The system of claim 12 , wherein the processing circuitry is configured to determine which cable of the power line comprises the location of the PD event by:
defining a timing window;
identifying two differential nodes that detected the PD event within the timing window; and
determining the location of the PD event by determining a common cable to which both of the two differential nodes are capacitively coupled.
14 . The system of claim 1 , further comprising one or more amplifiers configured to generate the differential signal.
15 . The system of claim 14 , wherein the one or more amplifiers comprise a current amplifier.
16 . The system of claim 14 , wherein the one or more amplifiers comprise a voltage amplifier.