Fernando Gomide

Prof. Dr. Fernando Gomide

orcid

Research Focus & Metrics

Academic Career Length

40Years (1987-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

View All Publications
18 February 2012 in Evolving Systems
Verified
Journal Article
Closed access
PDF file
Daniel LeiteDaniel Leite
Daniel Leite
RBRosangela Ballini
Rosangela Ballini
PCPyramo Costa
Pyramo Costa
Fernando GomideFernando Gomide
Fernando Gomide

10 March 2016 in Granular Computing
Verified
Journal Article
Closed access
PDF file
LMLeandro Maciel
Leandro Maciel
RBRosangela Ballini
Rosangela Ballini
Fernando GomideFernando Gomide
Fernando Gomide

16 March 2020 in Evolving Systems
Verified
Journal Article
Closed access
PDF file
Daniel LeiteDaniel Leite
Daniel Leite
ISIgor Skrjanc
Igor Skrjanc
Fernando GomideFernando Gomide
Fernando Gomide

15 April 2019 in IEEE Transactions on Fuzzy Systems
Verified
Journal Article
Closed access
Daniel LeiteDaniel Leite
Daniel Leite
GAGoran Andonovski
Goran Andonovski
ISIgor Skrjanc
Igor Skrjanc
Fernando GomideFernando Gomide
Fernando Gomide
We introduce an incremental learning method for the optimal construction of rule-based granular systems from numerical data streams. The method is developed within a multiobjective optimization framework considering the specificity of information, model compactness, and variability and granular coverage of the data. We use $\alpha$ -level sets over Gaussian membership functions to set model granularity and operate with hyperrectangular forms of granules in nonstationary environments. The resulting rule-based systems are formed in a formal and systematic fashion. They can be useful in time series modeling, dynamic system identification, predictive analytics, and adaptive control. Precise estimates and enclosures are given by linear piecewise and inclusion functions related to optimal granular mappings.

1 December 2011 in Evolving Systems
Verified
Journal Article
Closed access
PDF file
LMLeandro Maciel
Leandro Maciel
ALAndre Lemos
Andre Lemos
Fernando GomideFernando Gomide
Fernando Gomide
RBRosangela Ballini
Rosangela Ballini