Pawel Pelka

发表

Pattern Similarity-based Machine Learning Methods for Mid-term Load Forecasting: A Comparative Study pdf

Grzegorz Dudek, Pawel Pelka, 2020, ArXiv.

Pattern-Based Forecasting Monthly Electricity Demand Using Multilayer Perceptron

Grzegorz Dudek, Pawel Pelka, Grzegorz Dudek, 2019, ICAISC.

3ETS+RD-LSTM: A New Hybrid Model for Electrical Energy Consumption Forecasting

Grzegorz Dudek, Pawel Pelka, Slawek Smyl, 2020, ICONIP.

Ensemble Forecasting of Monthly Electricity Demand using Pattern Similarity-based Methods

Grzegorz Dudek, Pawel Pelka, 2020, ICAISC.

Neuro-Fuzzy System for Medium-Term Electric Energy Demand Forecasting

Grzegorz Dudek, Pawel Pelka, 2017, ISAT.

Pattern-based Long Short-term Memory for Mid-term Electrical Load Forecasting

Grzegorz Dudek, Pawel Pelka, 2020, 2020 International Joint Conference on Neural Networks (IJCNN).

Medium-term electric energy demand forecasting using Nadaraya-Watson estimator

Grzegorz Dudek, Pawel Pelka, 2017, 2017 18th International Scientific Conference on Electric Power Engineering (EPE).

A Hybrid Residual Dilated LSTM end Exponential Smoothing Model for Mid-Term Electric Load Forecasting

Grzegorz Dudek, Pawel Pelka, Slawek Smyl, 2020, ArXiv.

N-BEATS neural network for mid-term electricity load forecasting pdf

Grzegorz Dudek, Pawel Pelka, Boris N. Oreshkin, 2020, ArXiv.

Pattern-based Forecasting of Monthly Electricity Demand using Support Vector Machine

Pawel Pelka, 2021, 2021 International Joint Conference on Neural Networks (IJCNN).

Ensembles of Randomized NNs for Pattern-based Time Series Forecasting pdf

Grzegorz Dudek, Pawel Pelka, 2021, ArXiv.

ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting pdf

Grzegorz Dudek, Pawel Pelka, Slawek Smyl, 2021, IEEE transactions on neural networks and learning systems.