# US 12,111,345 B2 · Electrical power cable monitoring device including partial discharge sensor > Agents: this data is available as JSON from the patentgrep API and MCP server — see https://patentgrep.com/llms.txt - Number: US 12,111,345 B2 - Document ID: US12111345B2 - Status: Granted - Kind: B2 - Application number: 18/161,744 - Filed: 2023-01-30 - Published: 2023-06-08 - Granted: 2024-10-08 - Earliest claimed: 2018-09-10 - Assignees: 3M Innovative Properties Company; Connected Intelligence Systems Ltd. - Applicants: 3M Innovative Properties Company; Connected Intelligence Systems Ltd. - Inventors: Douglas B. Gundel; Eyal Doron; Lior Embon; Udi Blich - Web page: https://patentgrep.com/patent/US12111345B2 ## CPC - G01R 31/1272: {of cable, line or wire insulation, e.g. using partial discharge measurements (locating faults in cables G01R31/083)} - G01R 15/06: having reactive components, e.g. capacitive transformer - G01R 15/16: using capacitive devices - G01R 31/58: Testing of lines, cables or conductors (testing of electric windings G01R31/72) - G01R 31/66: Testing of connections, e.g. of plugs or non-disconnectable joints (testing for incorrect line connections G01R31/55) - H02G 1/14: for joining or terminating cables - H02G 15/08: Cable junctions (for gas or oil filled cables H02G15/24) - G01R: MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES (indicating correct tuning of resonant circuits H03J3/12) - H02G: INSTALLATION OF ELECTRIC CABLES OR LINES, OR OF COMBINED OPTICAL AND ELECTRIC CABLES OR LINES ## Abstract Techniques, systems and articles are described for monitoring electrical equipment of a power grid and predicting likelihood failure events of such electrical equipment. In one example, a cable accessory is configured to couple to an electrical power cable and includes a partial discharge sensor and a communications unit. The partial discharge sensor is configured to detect partial discharge events and output data indicative of the partial discharge events. The communications unit is configured to output event data based at least in part on the partial discharge data. ## Claims ### Claim 1 A system comprising: a cable accessory including a partial discharge sensor, the partial discharge sensor configured to generate partial discharge sensor data that is indicative of one or more partial discharge events; wherein the cable accessory includes a splice body, the splice body comprising a plurality of concentric layers, the plurality of concentric layers including: a first layer configured to concentrically surround a central conductor of the electrical cable and comprising an insulating material; a second layer comprising a conducting material; and a third layer comprising a resistive material configured to resist electrical flow between the second layer and a ground conductor exterior to the third layer, wherein the second layer is disposed between the first layer and the third layer, and wherein the partial discharge sensor is electrically coupled to the second layer and is configured to detect partial discharge events occurring in the first layer by detecting current in the second layer; at least one processor; and a storage device comprising instructions that, when executed by the at least one processor, cause the at least one processor to: receive the partial discharge sensor data; determine, based at least in part on the partial discharge sensor data, a health of the cable accessory; and responsive to determining the health of the cable accessory, perform an operation. ### Claim 2 (depends on 1) The system of claim 1, wherein the second layer comprises a plurality of regions including a first region and a second region, wherein the first region includes a material having a relatively high resistance compared to a material of the second region, and wherein the partial discharge sensors is electrically coupled to the second region of the second layer, wherein the first region includes a dielectric. ### Claim 3 (depends on 1) The system of claim 1, wherein the cable accessory comprises a plurality of partial discharge sensors that include the partial discharge sensor, wherein execution of the instructions further cause the at least one processor to determine, based on data indicative of a particular partial discharge event from each of the plurality of partial discharge sensors, a location of the particular partial discharge event, and wherein the instructions cause the at least one processor to determine the health of the cable accessory based at least in part on the location of the particular partial discharge event. ### Claim 4 (depends on 3) The cable accessory of claim 3, wherein the data indicative of the particular partial discharge event includes a time at which each respective partial discharge sensor of the plurality of partial discharge sensors detected the particular partial discharge event, and wherein the instructions cause the at least one processor to determine the location of the particular partial discharge event based at least in part on the time at which each respective partial discharge sensor of the plurality of partial discharge sensors detected the particular partial discharge event. ### Claim 5 (depends on 3) The system of claim 3, wherein the data indicative of the particular partial discharge event includes data indicating a magnitude of the partial discharge event detected by each respective partial discharge sensor of the plurality of partial discharge sensors, and wherein the instructions cause the at least one processor to determine the location of the particular partial discharge event based at least in part on the magnitude of the partial discharge event detected by each respective partial discharge sensor of the plurality of partial discharge sensors. ### Claim 6 (depends on 3) The system of claim 3, wherein the instructions cause the at least one processor to determine the location of the particular partial discharge event by determining whether the particular partial discharge event occurred external to the cable accessory, at an interface of the cable accessory and an electrical cable, or internal to the cable accessory. ### Claim 7 (depends on 3) The system of claim 3, wherein the partial discharge sensor is a first partial discharge sensor, wherein the plurality of discharge sensors includes a second partial discharge sensor, wherein the second partial discharge sensor is configured to couple to an insulation shield of an electrical cable and a ground conductor. ### Claim 8 (depends on 1) The system of claim 1, wherein execution of the instructions causes the at least one processor to perform the operation by causing the at least one processor to output a notification indicating the health of the cable accessory. ### Claim 9 (depends on 1) The system of claim 1, wherein execution of the instructions causes the at least one processor to perform the operation by causing the at least one processor to output, for display, data representing a user interface indicative of the health of the cable accessory. ### Claim 10 (depends on 1) The system of claim 1, wherein execution of the instructions causes the at least one processor to perform the operation by causing the at least one processor to output a command. ### Claim 11 (depends on 1) The system of claim 1, wherein execution of the instructions causes the at least one processor to perform the operation by causing the at least one processor to schedule maintenance or replacement of the cable accessory. ### Claim 12 (depends on 1) The system of claim 1, wherein the instructions cause the at least one processor to determine the health of the cable accessory by predicting whether the cable accessory will fail within a predetermined amount of time, and wherein the data indicative of the health of the cable accessory includes data indicating whether the cable accessory will fail within the predetermined amount of time. ### Claim 13 (depends on 1) The system of claim 1, wherein the instructions cause the at least one processor to determine the health of the cable accessory by at least causing the at least one processor to apply a model to at least the data indicative of the partial discharge events to determine the heath of the cable accessory. ### Claim 14 (depends on 13) The system of claim 13, wherein the model is trained based at least in part on partial discharge data and historical data of known failure events from a plurality of cable accessories with one or more characteristics that correspond to one or more characteristics of the cable accessory, wherein the one or more characteristics of the cable accessory include one or more characteristics selected from a group consisting of: location of the cable accessory, manufacturer of the cable accessory, installer of the cable accessory, and type of the cable accessory. ### Claim 15 (depends on 13) The system of claim 13, wherein execution of the instructions causes the at least one processor to update the model based on the partial discharge sensor data from the cable accessory. ### Claim 16 (depends on 1) The system of claim 1, wherein the cable accessory includes a communications unit configured to output the partial discharge sensor data, wherein the communications unit is configured to output the partial discharge sensor data via the electrical cable using power line communications. ### Claim 17 (depends on 1) The system of claim 1, wherein the cable accessory includes a power harvesting circuit configured to harvest electrical power from the electrical cable. ### Claim 18 (depends on 1) The system of claim 1, wherein the cable accessory includes the storage device and the at least one processor. ### Claim 19 (depends on 1) The system of claim 1, further comprising a communications unit separate from the cable accessory, the communications unit configured to receive partial discharge sensor data from a plurality of articles of electrical equipment that include the cable accessory, wherein the communications unit includes the storage device and the at least one processor.