A novel power-flow-embedded projection conic matrix completion method is introduced for low-observable distribution systems. This method offers more accurate state estimations in significantly less time than traditional approaches. By embedding linearized power flow constraints, the proposed model enhances accuracy while two acceleration strategies reduce computational time. Case studies demonstrate a 2-fold improvement in accuracy and up to 95% reduction in computational time compared to existing methods.
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