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Open access Oct 2026

Machine Learning‐Based Prediction of Polypropylene Molecular Weight Distribution for Film Capacitor Applications

This study proposes a machine learning‐based model for predicting the molecular weight distribution (MWD) of polypropylene, aiming to optimize the performance of dielectric materials for film capacitors. A database was established by collecting 233 sets of experimental data from published literature, with 10 influe...

J. Liao, Zeng-Xi Wei, Tao Yang et al. · 0 citations
Aug 2026

Orchestrating Charge‐Trap and Oxygen‐Barrier Synergy in XLPE via Grafting Voltage Stabilizer: A Multiscale Blueprint for Multi‐Stress‐Resistant Dielectrics

Crosslinked polyethylene (XLPE) is the benchmark insulation for high‐voltage direct‐current (HVDC) cables, yet its amorphous phase remains the Achilles' heel—vulnerable to space charge accumulation, oxygen permeation, and thermo‐oxidative degradation that synergistically trigger premature failure. Here, we report a...

Liang Zhang, Guolei Su, J. Liao et al. · 0 citations

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