Author

Vladimír Szomosi

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Open access Oct 2026

From Linear Regression to Temporal Fusion Transformers: Benchmarking Electricity Price Forecasting Models in Markets with Different Renewable Energy Shares

Rising renewable penetration increases wholesale price volatility and challenges traditional forecasting approaches. This paper benchmarks three methods—adaptive linear regression, Random Forest (RF), and the Temporal Fusion Transformer (TFT)—on hourly day-ahead prices in four European markets with contrasting generati...

J. Zbojovský, Marek Pavlík, Diana Hozová et al. · Electricity · 0 citations

Open access Aug 2026

A Lightweight Support-Vector-Machine-Based Infrared Image Processing Workflow for Photovoltaic Module Thermal Anomaly Screening

Deep networks dominate photovoltaic (PV) thermographic fault detection but need large annotated datasets and resist interpretation. We present a lightweight, interpretable infrared workflow combining support-vector-machine (SVM) module/background segmentation from four handcrafted features with an adaptive grid analysi...

Vladimír Szomosi, Stanislav Baňački, Július Šimčák et al. · Solar · 0 citations