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Author

Jisheng Xing

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Open access Aug 2026

Validation-Protected Physics-Consistent Probabilistic Neural Speed Estimation for Sensorless Permanent Magnet Synchronous Motor Drives

Mechanical speed sensors increase cost and may reduce the reliability of permanent magnet synchronous motor (PMSM) drives under harsh conditions. This paper proposes a validation-protected physics-consistent probabilistic neural estimator for sensorless PMSM speed estimation using only online-deployable signals: the pr...

Ji-Sheng Xing, Nai-Xing Li, Xin Fang et al. · 0 citations

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