Get started
Author

Paweł Pełka

Observed names: Pawel Pelka, Paweł PELKA, Pełka, Paweł
ORCID: 0000-0002-2609-811X
Observed ORCID: 0000-0002-2609-811X
OpenAlex ID: A5082473388
N-BEATS neural network for mid-term electricity load forecasting
2021 · Boris N. Oreshkin, Grzegorz Dudek, et al. · Applied Energy · 302
PDF
A Hybrid Residual Dilated LSTM and Exponential Smoothing Model for Midterm Electric Load Forecasting
2021 · Grzegorz Dudek, Pawel Pelka, et al. · IEEE Transactions on Neural Networks and Learning Systems · 256
PDF
ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting
2023 · Slawek Smyl, Grzegorz Dudek, et al. · IEEE Transactions on Neural Networks and Learning Systems · 114
PDF
Analysis and Forecasting of Monthly Electricity Demand Time Series Using Pattern-Based Statistical Methods
2023 · Paweł Pełka · Energies · 61
PDF
Pattern similarity-based machine learning methods for mid-term load forecasting: A comparative study
2021 · Grzegorz Dudek, Paweł Pełka · Applied Soft Computing · 60
PDF
Pattern-based Long Short-term Memory for Mid-term Electrical Load Forecasting
2020 · Pawel Pelka, Grzegorz Dudek · International Joint Conference on Neural Networks (IJCNN) · 33
PDF
Contextually enhanced ES-dRNN with dynamic attention for short-term load forecasting
2023 · Slawek Smyl, Grzegorz Dudek, et al. · Neural Networks · 32
Enhanced N-BEATS for mid-term electricity demand forecasting
2025 · Mateusz Kasprzyk, Paweł Pełka, et al. · Applied Soft Computing · 31
Pattern-Based Forecasting Monthly Electricity Demand Using Multilayer Perceptron
2019 · Paweł Pełka, Grzegorz Dudek · Lecture notes in computer science · 28
Medium-term electric energy demand forecasting using Nadaraya-Watson estimator
2017 · Grzegorz Dudek, Pawel Pelka · International Scientific Conference on Electric Power Engineering · 19
Pattern-based Forecasting of Monthly Electricity Demand using Support Vector Machine
2021 · Pawel Pelka · International Joint Conference on Neural Networks (IJCNN) · 18
Neuro-Fuzzy System for Medium-Term Electric Energy Demand Forecasting
2017 · Paweł Pełka, Grzegorz Dudek · Advances in intelligent systems and computing · 16
ES-dRNN with Dynamic Attention for Short-Term Load Forecasting
2022 · Slawek Smyl, Grzegorz Dudek, et al. · International Joint Conference on Neural Networks (IJCNN) · 15
PDF
Recurrent Neural Networks for Forecasting Time Series with Multiple Seasonality: A Comparative Study
2023 · Grzegorz Dudek, Slawek Smyl, et al. · Contributions to statistics · 10
PDF
Medium-Term Electric Energy Demand Forecasting Using Generalized Regression Neural Network
2018 · Paweł Pełka, Grzegorz Dudek · Advances in intelligent systems and computing · 9
Any-Quantile Probabilistic Forecasting of Short-Term Electricity Demand
2024 · Slawek Smyl, Boris N. Oreshkin, et al. · SSRN Electronic Journal · 8
PDF
Prediction of monthly electric energy consumption using pattern-based fuzzy nearest neighbour regression
2017 · Paweł Pełka, Grzegorz Dudek · ITM Web of Conferences · 8
PDF
Multivariate forecasting of bitcoin volatility with gradient boosting: Deterministic, probabilistic, and feature importance perspectives
2025 · Grzegorz Dudek, Mateusz Kasprzyk, et al. · Expert Systems with Applications · 6
PDF
3ETS+RD-LSTM: A New Hybrid Model for Electrical Energy Consumption Forecasting
2020 · Grzegorz Dudek, Paweł Pełka, et al. · Lecture notes in computer science · 6
Forecasting Cryptocurrency Prices Using Contextual ES-adRNN with Exogenous Variables
2023 · Slawek Smyl, Grzegorz Dudek, et al. · Lecture notes in computer science · 4
PDF
Ensemble Forecasting of Monthly Electricity Demand Using Pattern Similarity-Based Methods
2020 · Paweł Pełka, Grzegorz Dudek · Lecture notes in computer science · 4
PDF
Contextually Enhanced ES-dRNN with Dynamic Attention for Short-Term Load Forecasting
2023 · Slawek Smyl, Grzegorz Dudek, et al. · SSRN Electronic Journal · 3
Contextually Enhanced ES-dRNN with Dynamic Attention for Short-Term Load Forecasting
2022 · Smyl, Slawek, Dudek, Grzegorz, et al. · arXiv (Cornell University) · 3
PDF
Ensembles of Randomized Neural Networks for Pattern-Based Time Series Forecasting
2021 · Grzegorz Dudek, Paweł Pełka · Lecture notes in computer science · 3
PDF
Przegląd metod wykorzystywanych do średnioterminowego prognozowania obciążeń elektroenergetycznych
2019 · Paweł PELKA · PRZEGLĄD ELEKTROTECHNICZNY · 1
Works count: 30
Citation count: 1,059
H-index: 13
I10-index: 14
Year
Topic
Type