4.8 Article

Novel Adaptive Fault Detection Strategy in DC Microgrid Utilizing Statistical-Based Method

Journal

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS
Volume 19, Issue 5, Pages 6917-6929

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TII.2022.3199942

Keywords

Circuit faults; Microgrids; Impedance; Fault currents; Generators; Converters; Renewable energy sources; Adaptive; dc microgrid; fault detection; protection strategies; robust; statistical tool

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The dc microgrid is proposed as a proficient solution for evolving dc loads and their applications. The conventional protection schemes fail to meet the requirements of sensitivity and selectivity. A differential scheme with an advanced communication framework is proposed to overcome the limitations. An adaptive statistical fano factor tool-based scheme for fault detection and classification is presented, which is fast, effective, and immune to system disturbances.
The dc microgrid emerges as a proficient solution for anonymously evolving dc loads and their accompanying applications. Overcurrent-based relaying schemes cannot provide such systems with the desired sensitivity and selectivity. The differential scheme has become a prominent solution with an enriched data processing technique and advanced communication framework in real-grid scenarios. The faults may remain undetected with high fault impedance where the current direction does not change at fault inception in a differential scheme. The conventional local protection schemes result in limited performance with fixed relay settings. The threshold selection is multifaceted in various protection schemes and largely depends on system topology, leading to catastrophic failure with any system or operating conditions alteration. This article proposes an adaptive statistical fano factor tool-based scheme to detect and classify faults with enhanced sensor tolerance capability. The scheme utilizes the current data at line ends. The performance of the proposed method is tested under various operating scenarios, including instantaneous switching operations of sources or loads and an evolving case, where fault impedance varies during fault. The method is fast, effective with high impedance faults, and immune to system disturbances. Adaptability, robustness, sensitivity, and high efficacy are its strategic features even with different system topologies. The method's performance is tested using data obtained from PSCAD/EMTDC simulations for numerous cases.

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