Pawel Pelka

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 24

Top Topics

Exponential Smoothing

Load Forecasting

Top Venues

IEEE Trans. Neural Networks Learn. Syst.

Publications

Slawek Smyl, Boris N. Oreshkin, Pawel Pelka, Grzegorz Dudek
Any-Quantile Probabilistic Forecasting of Short-Term Electricity Demand. CoRR (2024)
Slawek Smyl, Grzegorz Dudek, Pawel Pelka
ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting. IEEE Trans. Neural Networks Learn. Syst. 35 (8) (2024)
Slawek Smyl, Grzegorz Dudek, Pawel Pelka
Contextually enhanced ES-dRNN with dynamic attention for short-term load forecasting. Neural Networks 169 (2024)
Slawek Smyl, Grzegorz Dudek, Pawel Pelka
Forecasting Cryptocurrency Prices Using Contextual ES-adRNN with Exogenous Variables. ICCS (1) (2023)
Grzegorz Dudek, Slawek Smyl, Pawel Pelka
Recurrent Neural Networks for Forecasting Time Series with Multiple Seasonality: A Comparative Study. CoRR (2022)
Slawek Smyl, Grzegorz Dudek, Pawel Pelka
Contextually Enhanced ES-dRNN with Dynamic Attention for Short-Term Load Forecasting. CoRR (2022)
Grzegorz Dudek, Pawel Pelka, Slawek Smyl
A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting. IEEE Trans. Neural Networks Learn. Syst. 33 (7) (2022)
Slawek Smyl, Grzegorz Dudek, Pawel Pelka
ES-dRNN with Dynamic Attention for Short-Term Load Forecasting. CoRR (2022)
Slawek Smyl, Grzegorz Dudek, Pawel Pelka
ES-dRNN with Dynamic Attention for Short-Term Load Forecasting. IJCNN (2022)
Grzegorz Dudek, Pawel Pelka
Pattern similarity-based machine learning methods for mid-term load forecasting: A comparative study. Appl. Soft Comput. 104 (2021)
Slawek Smyl, Grzegorz Dudek, Pawel Pelka
ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting. CoRR (2021)
Grzegorz Dudek, Pawel Pelka
Ensembles of Randomized NNs for Pattern-based Time Series Forecasting. CoRR (2021)
Grzegorz Dudek, Pawel Pelka
Ensembles of Randomized Neural Networks for Pattern-Based Time Series Forecasting. ICONIP (3) (2021)
Pawel Pelka
Pattern-based Forecasting of Monthly Electricity Demand using Support Vector Machine. IJCNN (2021)
Pawel Pelka, Grzegorz Dudek
Pattern-based Long Short-term Memory for Mid-term Electrical Load Forecasting. CoRR (2020)
Pawel Pelka, Grzegorz Dudek
Pattern-based Long Short-term Memory for Mid-term Electrical Load Forecasting. IJCNN (2020)
Boris N. Oreshkin, Grzegorz Dudek, Pawel Pelka
N-BEATS neural network for mid-term electricity load forecasting. CoRR (2020)
Grzegorz Dudek, Pawel Pelka, Slawek Smyl
A Hybrid Residual Dilated LSTM end Exponential Smoothing Model for Mid-Term Electric Load Forecasting. CoRR (2020)
Grzegorz Dudek, Pawel Pelka
Pattern Similarity-based Machine Learning Methods for Mid-term Load Forecasting: A Comparative Study. CoRR (2020)
Pawel Pelka, Grzegorz Dudek
Ensemble Forecasting of Monthly Electricity Demand Using Pattern Similarity-Based Methods. ICAISC (1) (2020)
Pawel Pelka, Grzegorz Dudek
Ensemble Forecasting of Monthly Electricity Demand using Pattern Similarity-based Methods. CoRR (2020)
Grzegorz Dudek, Pawel Pelka, Slawek Smyl
3ETS+RD-LSTM: A New Hybrid Model for Electrical Energy Consumption Forecasting. ICONIP (3) (2020)
Pawel Pelka, Grzegorz Dudek
Pattern-Based Forecasting Monthly Electricity Demand Using Multilayer Perceptron. ICAISC (1) (2019)
Pawel Pelka, Grzegorz Dudek
Neuro-Fuzzy System for Medium-Term Electric Energy Demand Forecasting. ISAT (1) (2017)