Invention Grant
- Patent Title: Apparatus and process for real-time detection of high-impedance faults in power lines
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Application No.: US17773951Application Date: 2019-11-06
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Publication No.: US12032037B2Publication Date: 2024-07-09
- Inventor: Sirojan Tharmakulasingam , Shibo Lu , Bao Toan Phung , Eliathamby Ambikairajah
- Applicant: NewSouth Innovations Pty Limited
- Applicant Address: AU Sydney
- Assignee: NEWSOUTH INNOVATIONS PTY LIMITED
- Current Assignee: NEWSOUTH INNOVATIONS PTY LIMITED
- Current Assignee Address: AU Sydney
- Agency: MOSER TABOADA
- International Application: PCT/AU2019/051219 2019.11.06
- International Announcement: WO2021/087543A 2021.05.14
- Date entered country: 2022-05-03
- Main IPC: G01R31/08
- IPC: G01R31/08 ; G01R31/28 ; G01R31/52 ; H02H1/00

Abstract:
Receive analog signal representing real-time electrical current of electrical power transmission/distribution line; sample and digitise analog signal to generate power line current data; generate data frames of subsets of the power line current data for successive overlapping time slices, process data frames to generate frequency domain data representing frequency components for different frequency ranges; process frequency domain data to generate energy data representing average energies of frequency ranges over corresponding time slice; generate two-dimensional feature for machine learning, first dimension represents plurality of the successive time slices, second dimension represents different frequency ranges, values of the two-dimensional feature represent logarithms of corresponding average energies of frequency components of electrical current over corresponding time slices; apply deep learning classifier to two-dimensional feature to detect high-impedance fault in electrical power transmission/distribution line, and if detected: send fault signal to relay or circuit breaker to cut power to the electrical power transmission/distribution line.
Public/Granted literature
- US20220373612A1 APPARATUS AND PROCESS FOR REAL-TIME DETECTION OF HIGH-IMPEDANCE FAULTS IN POWER LINES Public/Granted day:2022-11-24
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