Advanced search
Start date

Neural networks for engineering systems forecasting

Grant number: 13/03853-4
Support Opportunities:Regular Research Grants
Duration: November 01, 2013 - October 31, 2015
Field of knowledge:Engineering - Electrical Engineering - Power Systems
Principal Investigator:Anna Diva Plasencia Lotufo
Grantee:Anna Diva Plasencia Lotufo
Host Institution: Faculdade de Engenharia (FEIS). Universidade Estadual Paulista (UNESP). Campus de Ilha Solteira. Ilha Solteira , SP, Brazil


Knowing in advance the variables of the electrical power systems as well as other engineering systems is very important. The use of neural networks for problems that are difficult to model becomes an easier task. Recently the use o hybrid models with neural networks and ARIMA of Box&Jenkins brings good results exploring the advantages of one and other. This project intends to develop some software to predict load, stream flow and prices. Load forecasting is going to use ARIMA of Box&Jenkins (for linear part) and ART family neural network (for nonlinear part). The stream flow prediction will use an ART family neural network and the same one for the prices also including the GRNN from MATLAB. The results will be compared from benchmarks of the literature, as well as other results developed by the neural network group. (AU)

Articles published in Agência FAPESP Newsletter about the research grant:
Articles published in other media outlets (0 total):
More itemsLess items

Scientific publications
(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)
SANTOS, FRANCISCO L.; REIS, MARIA T.; FORTES, CONCEICAO J. E. M.; LOTUFO, ANNA D.; NEVES, DIOGO R. C. B.; POSEIRO, P.; MACIEL, GERALDO E.. Performance of a Fuzzy ARTMAP Artificial Neural Network in Characterizing the Wave Regime at the Port of Sines (Portugal). Journal of Coastal Research, v. 32, n. 6, p. 1362-1373, . (13/03853-4)
ABREU, THAYS; ALVES, UILIAN N. L. T.; MINUSSI, CARLOS R.; LOTUFO, ANNA DIVA P.; LOPES, MARA L. M.; IEEE. Residential Electric Load Curve Profile Based on Fuzzy Systems. 2015 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES LATIN AMERICA (ISGT LATAM), v. N/A, p. 6-pg., . (13/03853-4)

Please report errors in scientific publications list using this form.