| N-BEATS neural network for mid-term electricity load forecasting BN Oreshkin, G Dudek, P Pełka, E Turkina Applied Energy 293, 116918, 2021 | 139 | 2021 |
| A hybrid residual dilated LSTM and exponential smoothing model for midterm electric load forecasting G Dudek, P Pełka, S Smyl IEEE Transactions on Neural Networks and Learning Systems 33 (7), 2879 - 2891, 2021 | 139 | 2021 |
| Pattern similarity-based machine learning methods for mid-term load forecasting: A comparative study G Dudek, P Pełka Applied Soft Computing 104, 107223, 2021 | 44 | 2021 |
| Pattern-based forecasting monthly electricity demand using multilayer perceptron P Pełka, G Dudek Artificial Intelligence and Soft Computing: 18th International Conference …, 2019 | 28 | 2019 |
| Pattern-based long short-term memory for mid-term electrical load forecasting P Pełka, G Dudek 2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020 | 19 | 2020 |
| Medium-term electric energy demand forecasting using Nadaraya-Watson estimator G Dudek, P Pelka 2017 18th International Scientific Conference on Electric Power Engineering …, 2017 | 19 | 2017 |
| ES-dRNN: a hybrid exponential smoothing and dilated recurrent neural network model for short-term load forecasting S Smyl, G Dudek, P Pełka IEEE transactions on neural networks and learning systems, 2023 | 18 | 2023 |
| Neuro-fuzzy system for medium-term electric energy demand forecasting P Pełka, G Dudek Information Systems Architecture and Technology: Proceedings of 38th …, 2018 | 17 | 2018 |
| Analysis and forecasting of monthly electricity demand time series using pattern-based statistical methods P Pełka Energies 16 (2), 827, 2023 | 16 | 2023 |
| Pattern-based forecasting of monthly electricity demand using support vector machine P Pełka 2021 International joint conference on neural networks (IJCNN), 1-8, 2021 | 15 | 2021 |
| Forecasting monthly electricity demand using k nearest neighbor method G Dudek, P Pełka Przeglad Elektrotechniczny 93 (4), 62-65, 2017 | 15* | 2017 |
| ES-dRNN with Dynamic Attention for Short-Term Load Forecasting S Smyl, G Dudek, P Pelka 2022 International Joint Conference on Neural Networks (IJCNN), 1-8, 2022 | 13 | 2022 |
| Contextually enhanced ES-dRNN with dynamic attention for short-term load forecasting S Smyl, G Dudek, P Pełka Neural Networks 169, 660-672, 2024 | 9 | 2024 |
| Medium-term electric energy demand forecasting using generalized regression neural network P Pełka, G Dudek Information Systems Architecture and Technology: Proceedings of 39th …, 2019 | 9 | 2019 |
| Prediction of monthly electric energy consumption using pattern-based fuzzy nearest neighbour regression P Pełka, G Dudek ITM Web of Conferences 15, 02005, 2017 | 8 | 2017 |
| 3ETS+ RD-LSTM: A new hybrid model for electrical energy consumption forecasting G Dudek, P Pełka, S Smyl International Conference on Neural Information Processing, 519-531, 2020 | 4 | 2020 |
| Recurrent Neural Networks for Forecasting Time Series with Multiple Seasonality: A Comparative Study G Dudek, S Smyl, P Pełka Valenzuela, O., Rojas, F., Herrera, L.J., Pomares, H., Rojas, I. (eds …, 2023 | 3 | 2023 |
| Ensemble forecasting of monthly electricity demand using pattern similarity-based methods P Pełka, G Dudek International Conference on Artificial Intelligence and Soft Computing, 712-723, 2020 | 3 | 2020 |
| Ensembles of randomized neural networks for pattern-based time series forecasting G Dudek, P Pełka International Conference on Neural Information Processing, 418-430, 2021 | 2 | 2021 |
| Przegląd metod wykorzystywanych do średnioterminowego prognozowania obciążeń elektroenergetycznych P Pełka Prz. Elektrotechniczny 95, 155-159, 2019 | 1 | 2019 |
