FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2783998967> ?p ?o ?g. }

• W2783998967 endingPage "2784" @default.
• W2783998967 startingPage "2774" @default.
• W2783998967 abstract "Evolving fuzzy systems (EFSs) are now well developed and widely used, thanks to their ability to self-adapt both their structures and parameters online. Since the concept was first introduced two decades ago, many different types of EFSs have been successfully implemented. However, there are only very few works considering the stability of the EFSs, and these studies were limited to certain types of membership functions with specifically predefined parameters, which largely increases the complexity of the learning process. At the same time, stability analysis is of paramount importance for control applications and provides the theoretical guarantees for the convergence of the learning algorithms. In this paper, we introduce the stability proof of a class of EFSs based on data clouds, which are grounded at the AnYa type fuzzy systems and the recently introduced empirical data analytics (EDA) methodological framework. By employing data clouds, the class of EFSs of AnYa type considered in this paper avoids the traditional way of defining membership functions for each input variable in an explicit manner and its learning process is entirely data driven. The stability of the considered EFS of AnYa type is proven through the Lyapunov theory, and the proof of stability shows that the average identification error converges to a small neighborhood of zero. Although, the stability proof presented in this paper is specially elaborated for the considered EFS, it is also applicable to general EFSs. The proposed method is illustrated with Box–Jenkins gas furnace problem, one nonlinear system identification problem, Mackey–Glass time series prediction problem, eight real-world benchmark regression problems as well as a high-frequency trading prediction problem. Compared with other EFSs, the numerical examples show that the considered EFS in this paper provides guaranteed stability as well as a better approximation accuracy." @default.
• W2783998967 created "2018-01-26" @default.
• W2783998967 creator A5011299753 @default.
• W2783998967 creator A5011872726 @default.
• W2783998967 creator A5033905708 @default.
• W2783998967 creator A5039480864 @default.
• W2783998967 date "2018-10-01" @default.
• W2783998967 modified "2023-09-29" @default.
• W2783998967 title "Stability of Evolving Fuzzy Systems Based on Data Clouds" @default.
• W2783998967 cites W1517464268 @default.
• W2783998967 cites W1570834090 @default.
• W2783998967 cites W1984208092 @default.
• W2783998967 cites W2019207321 @default.
• W2783998967 cites W2020804487 @default.
• W2783998967 cites W2021347076 @default.
• W2783998967 cites W2028188257 @default.
• W2783998967 cites W2045544997 @default.
• W2783998967 cites W2052345845 @default.
• W2783998967 cites W2057974719 @default.
• W2783998967 cites W2093347696 @default.
• W2783998967 cites W2093768254 @default.
• W2783998967 cites W2107082000 @default.
• W2783998967 cites W2126598074 @default.
• W2783998967 cites W2127283736 @default.
• W2783998967 cites W2129013743 @default.
• W2783998967 cites W2132093718 @default.
• W2783998967 cites W2136340804 @default.
• W2783998967 cites W2149668177 @default.
• W2783998967 cites W2151863350 @default.
• W2783998967 cites W2152161790 @default.
• W2783998967 cites W2153196467 @default.
• W2783998967 cites W2157166487 @default.
• W2783998967 cites W2159265133 @default.
• W2783998967 cites W2162635690 @default.
• W2783998967 cites W2170262723 @default.
• W2783998967 cites W2408360949 @default.
• W2783998967 cites W2431330580 @default.
• W2783998967 cites W2605339749 @default.
• W2783998967 cites W2698658463 @default.
• W2783998967 cites W2750707029 @default.
• W2783998967 cites W4233391551 @default.
• W2783998967 cites W4250859275 @default.
• W2783998967 doi "https://doi.org/10.1109/tfuzz.2018.2793258" @default.
• W2783998967 hasPublicationYear "2018" @default.
• W2783998967 type Work @default.
• W2783998967 sameAs 2783998967 @default.
• W2783998967 citedByCount "23" @default.
• W2783998967 countsByYear W27839989672018 @default.
• W2783998967 countsByYear W27839989672019 @default.
• W2783998967 countsByYear W27839989672020 @default.
• W2783998967 countsByYear W27839989672021 @default.
• W2783998967 countsByYear W27839989672022 @default.
• W2783998967 countsByYear W27839989672023 @default.
• W2783998967 crossrefType "journal-article" @default.
• W2783998967 hasAuthorship W2783998967A5011299753 @default.
• W2783998967 hasAuthorship W2783998967A5011872726 @default.
• W2783998967 hasAuthorship W2783998967A5033905708 @default.
• W2783998967 hasAuthorship W2783998967A5039480864 @default.
• W2783998967 hasBestOaLocation W27839989672 @default.
• W2783998967 hasConcept C112972136 @default.
• W2783998967 hasConcept C119857082 @default.
• W2783998967 hasConcept C154945302 @default.
• W2783998967 hasConcept C195975749 @default.
• W2783998967 hasConcept C41008148 @default.
• W2783998967 hasConcept C58166 @default.
• W2783998967 hasConceptScore W2783998967C112972136 @default.
• W2783998967 hasConceptScore W2783998967C119857082 @default.
• W2783998967 hasConceptScore W2783998967C154945302 @default.
• W2783998967 hasConceptScore W2783998967C195975749 @default.
• W2783998967 hasConceptScore W2783998967C41008148 @default.
• W2783998967 hasConceptScore W2783998967C58166 @default.
• W2783998967 hasFunder F4320321001 @default.
• W2783998967 hasIssue "5" @default.
• W2783998967 hasLocation W27839989671 @default.
• W2783998967 hasLocation W27839989672 @default.
• W2783998967 hasOpenAccess W2783998967 @default.
• W2783998967 hasPrimaryLocation W27839989671 @default.
• W2783998967 hasRelatedWork W135622916 @default.
• W2783998967 hasRelatedWork W1995558919 @default.
• W2783998967 hasRelatedWork W2078014999 @default.
• W2783998967 hasRelatedWork W2101701383 @default.
• W2783998967 hasRelatedWork W2376233468 @default.
• W2783998967 hasRelatedWork W2382392407 @default.
• W2783998967 hasRelatedWork W2386774947 @default.
• W2783998967 hasRelatedWork W2392609527 @default.
• W2783998967 hasRelatedWork W2738546080 @default.
• W2783998967 hasRelatedWork W2896926254 @default.
• W2783998967 hasVolume "26" @default.
• W2783998967 isParatext "false" @default.
• W2783998967 isRetracted "false" @default.
• W2783998967 magId "2783998967" @default.
• W2783998967 workType "article" @default.