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Ying-Ren Chien

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Open access Sep 2026

Intelligent UHF Sensor-Based Partial Discharge Fault Diagnosis in GIS Using a Temporal-Frequency Dual-Branch Stochastic Configuration Network

Gas-insulated switchgear (GIS) is an important component of power transmission systems. Accurate partial discharge (PD) pattern recognition is a key requirement for identifying internal insulation defects within the equipment. However, ultra-high-frequency (UHF) PD pulse sequences produced by different insulation defec...

Ming-Yuan Hu, Jing-Wen Liu, Bao-Long Yu et al. · 0 citations
Open access 2026

HyMIR: A BI-Inspired Hybrid Intermediate Representation for Schema-Agnostic Text-to-SQL

This work revisits generation-target IRs under the BIRD regime and proposes HyMIR, a typed JSON IR designed for enterprise-scale schemas, indicating comparable representational coverage across the two benchmarks and quantifying a hard upper bound on attainable model performance under this IR and compiler stack.

Weihou Chen, Ying-Ren Chien · 0 citations

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