Recurrent neural supervised models for generating solar radiation synthetic series

Journal of Intelligent and Robotic Systems: Theory and Applications

Volumn 31, Issue 1-3, 2001, Pages 201-221

  Hontoria, L ^a   Aguilera, J ^a   Riesco, J ^b   Zufiria, P ^c  

^a UNIVERSITY OF JAÉN   (Spain)

^b UNIVERSITY OF EXTREMADURA   (Spain)

^c UNIVERSIDAD POLITÉCNICA DE MADRID   (Spain)

Author keywords

Multilayer perceptron; Neural networks; Solar radiation; Time series

Indexed keywords

COMPUTER SIMULATION; IRRADIATION; LEARNING ALGORITHMS; MULTILAYER NEURAL NETWORKS; PROBABILITY DENSITY FUNCTION; PROBABILITY DISTRIBUTIONS; SOLAR RADIATION;

NEURAL-BASED SYNTHETIC SERIES; RECURRENT NEURAL SUPERVISED MODEL;

RECURRENT NEURAL NETWORKS;

EID: 0035343061     PISSN: 09210296     EISSN: None     Source Type: Journal    
DOI: 10.1023/A:1012031827871     Document Type: Article

References (36)

1. A systematic classification of neural-network-based control
2. Statistical properties of hourly global radiation
3. TAG: A time-dependent autoregressive, Gaussian model for generating synthetic hourly radiation
4. Stochastic simulation model of hourly total solar radiation
5. Universal approximation bounds for superpositions of a sigmoidal function
6. Autocorrelation and stochastic modelling of insolation sequences
7. Approximation by superpositions of a sigmoidal function
8. On the approximate realisation of continuous mappings by neural networks
9. Stochastic modelling and forecasting of solar radiation data
10. A method to generate synthetic hourly solar radiation globally
11. Stochastic variation of hourly solar radiation over the day
12. t with application to global synthetic weather generation
13. A probability density function for the clearness index with applications
14. Improved generation of hourly solar irradiation artificial series using neural networks
15. Multilayer feedforward networks are universal approximators
16. Progress in supervised neural networks. What's new since Lippmann
17. A methodology for the synthesis of hourly weather data
18. Non-linear signal processing using neural networks: Prediction and system modelling
19. An introduction to computing with neural nets
20. The interrelationship and characteristics distribution of direct, diffuse and total solar radiation
21. Stochastic simulation of hourly global radiation sequences
22. Identification and control of dynamical systems using neural networks
23. Gradient methods for the optimisation of dynamical systems containing neural networks
24. A probability density model for hourly total and beam irradiance on arbitrarily oriented planes
25. Hourly solar radiation time series as first-order Markov chains
26. Learning internal representations by error backpropagation
27. Generación artificial de series de radiación solar mediante perceptrón multicapa
28. Back-propagation, weight-elimination and time series prediction
29. Beyond regression: New tools for prediction and analysis in the behavioural sciences
30. An overview of dynamic system control using neural networks
31. A neural network approach for generating solar irradiation artificial series