Research on Marine Photovoltaic Power Forecasting Based on Wavelet Transform and Echo State Network

1. Li, J.: Solar Energy Application and Prospects in Marine Power Plant, Ship & Ocean Engineering, Vol. 39, no. 4, pp. 70-72, 2010.Search in Google Scholar

2. Guo, C., Sun, Y., Yuan, C., Yan, X.: Research on power load flow calculation for photovoltaic-ship power system based on PSAT in International Conference on Renewable Energy Research and Applications, 2015.Search in Google Scholar

3. Klemchuk, P., Ezrin, M., Lavigne, G.: Investigation of the degradation and stabilization of EVA-based encapsulant in field-aged solar energy modules, Polymer Degradation & Stability, Vol. 55,no.3,pp.347-365,1997.10.1016/S0141-3910(96)00162-0Search in Google Scholar

4. Qiu, Y., Yuan, C., Sun, Y.: Review on the application and research progress of photovoltaics-ship power system, International Conference on Transportation Information and Safety, pp. 523-527, 2015.10.1109/ICTIS.2015.7232167Search in Google Scholar

5. Hirth, L.: Market value of solar power: Is photovoltaics costcompetitive, IET Renewable Power Generation, Vol. 39, no. 1, pp. 37-45, 2015.10.1049/iet-rpg.2014.0101Search in Google Scholar

6. Sun, Y., Yuan, C., Yan, X.: Theoretical model research on I-V characteristics of solar cell under the marine environment, International Conference on Transportation Information and Safety，pp. 877-882, 2015.10.1109/ICTIS.2015.7232163Search in Google Scholar

7. Kanemoto, T.: Dream of marine-topia: New technologies to utilize effectively renewable energies at offshore, Current Applied Physics, Vol. 10, no.2, pp. S4-S8, 2010.10.1016/j.cap.2009.11.006Search in Google Scholar

8. Green, M.A., Emery, K., Hishikawa, Y.: Solar cell efficiency tables, Progress in Photovoltaics: Research and Applications, Vol.36, no. 18, pp. 346-352, 2010.10.1002/pip.1021Search in Google Scholar

9. Li, W.C., Shi, Y.: Maximum power tracking photovoltaic power generation system and automatic tracking control research for ship, Ship Science and Technology,Vol.37,no .2,pp.136-139,2015.Search in Google Scholar

10. Mahela, O.P., Ola, S.R.: Impact of grid disturbances on the output of grid connected solar photovoltaic system in IEEE Students’ Conference on Electrical, Electronics and Computer Science, 2016.10.1109/SCEECS.2016.7509319Search in Google Scholar

11. Lou, X., Loparo, K.A.: Bearing fault diagnosis based on wavelet transform and fuzzy inference, Mechanical Systems & Signal Processing, Vol. 18, no.5, pp. 1077-1095, 2004.Search in Google Scholar

12. Lou, X., Loparo, K.K.: Bearing Fault Diagnosis Based on Wavelet Transform and Fuzzy Inference, Mechanical Systems and Signal Processing, Vol.18,no.5,pp. 1077-1095,2004.Search in Google Scholar

13. Shi, Z.W., Min, H.: Ridge regression learning in ESN for chaotic time series prediction, Control & Decision, Vol.22, no.3, pp. 258-257, 2007. Search in Google Scholar

14. Malik Z K, Hussain A, Wu Q J.: Multilayered Echo State Machine: A Novel Architecture and Algorithm., IEEE Trans Cybern, Vol.47.no.4,pp. 946-959,2016.10.1109/TCYB.2016.253354527337730Search in Google Scholar

15. Shi, G., Liu, D., Wei, Q.: Echo state network-based Q-learning method for optimalbattery control of offices combined with renewable energy, IET Control Theory & Applications, Vol.11,no.7, pp. 915-922,2017.10.1049/iet-cta.2016.0653Search in Google Scholar

16. Ji, L., Niu, D.X., Wu, H.M..: Daily Peak Load Forecasting Based on Bayesian Framework and Echo State Network, Power System Technology,Vol.36,no.11,pp. 82-86,2012.Search in Google Scholar

17. Jaeger H.: Tutorial on Training Recurrent Neural Networks, Covering BPTT, RTRL, EKF, and the “Echo State Network” Approach in German National Research Center for Information Technology, 2002.Search in Google Scholar

18. Wang S, Yang X J, Wei C J.: Harnessing Non-linearity by Sigmoid-wavelet Hybrid Echo State Networks (SWHESN) in Intelligent Control and Automation, 2006.10.1109/WCICA.2006.1712919Search in Google Scholar

19. Peng, Y., Wang, J.M., Peng, X.Y.: Researches on Time Series Prediction with Echo State Networks, Acta Electronica Sinica, Vol.38,no.b02,pp. 148-154,2010.Search in Google Scholar

20. Luo, X., Li J., Sun Z.Q.: Review on echo state networks, Journal of University of Science and Technology Beijing Vol.34,no.2,pp. 217-222,2012.Search in Google Scholar