Echo State Networks: Novel reservoir selection and hyperparameter optimization model for time series forecasting
Author:
Publisher
Elsevier BV
Subject
Artificial Intelligence,Cognitive Neuroscience,Computer Science Applications
Reference68 articles.
1. Akdeniz, Fulya, and Yaşar Becerikli. 2019. “Performance Comparison of Support Vector Machine, K-Nearest-Neighbor, Artificial Neural Networks, and Recurrent Neural Networks in Gender Recognition from Voice Signals.” In 2019 3rd International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT), 1–4.DOI:10.1109/ISMSIT.2019.8932818.
2. Lemayian, Joel Poncha, and Jehad M Hamamreh. 2020. “Recurrent Neural Network-Based Channel Prediction in MMIMO for Enhanced Performance in Future Wireless Communication.” In 2020 International Conference on UK-China Emerging Technologies (UCET), 1–4. DOI:10.1109/UCET51115.2020.9205452.
3. Tan, Ning, Peng Yu, Fenglei Ni, and Zhenglong Sun. 2021. “Trajectory Tracking of Soft Continuum Robots with Unknown Models Based on Varying Parameter Recurrent Neural Networks.” In 2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 1035–41. DOI:10.1109/SMC52423.2021.9659281.
4. Kamanditya, Bharindra, and Benyamin Kusumoputro. 2020. “Elman Recurrent Neural Networks Based Direct Inverse Control for Quadrotor Attitude and Altitude Control.” In 2020 International Conference on Intelligent Engineering and Management (ICIEM), 39–43. DOI:10.1109/ICIEM48762.2020.9160191.
5. Usman, Muhammad et al. 2019. “Data Analytics for Short Term Price and Load Forecasting in Smart Grids Using Enhanced Recurrent Neural Network.” In 2019 Sixth HCT Information Technology Trends (ITT), , 84–88. DOI:10.1109/ITT48889.2019.9075065.
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