Author

L. Pham

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Oct 2026

Phase-aware photovoltaic forecasting with multi-basis quantum covariance graphs

Short-horizon photovoltaic forecasting without future weather information requires effective use of periodic, phase-sensitive, and rapidly changing patterns in recent power histories. This study proposes PhaseQCov-GNet, a hybrid quantum–classical model that converts four phase-sensitive spectral tokens into a sample-de...

L. Pham · Physica Scripta · 0 citations

Open access 2026

Beyond Benchmark Scores: An Analysis of Resolution, Spatial Structure, Illumination, and Seed Sensitivity in Training-Free Industrial Anomaly Localization on MVTec AD 2

Training-free industrial anomaly localization avoids category-specific model training, but benchmark scores alone provide limited evidence about operational reliability. We present a fixed-protocol study on all eight MVTec AD 2 categories, comparing five variants across three families: three DINO configurations that jo...

Vi-Long Vo, L. Pham, Thai Duy Pham et al. · IEEE Access · 0 citations