An observability-aware framework for estimating tradeable V2G capacity is proposed: each session is classified by its measurement boundary, channels, sampling, latency, and setpoint control, then mapped to the battery through uncertain conversion paths.
R. Štefko, Vladimír Szomosi, Marek Bobček et al.· Applied Sciences· 0 citations
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
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
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