On-line identification of computationally undemanding evolving fuzzy models
Fuzzy Sets and Systems
Application of evolving Takagi-Sugeno fuzzy model to nonlinear system identification
Applied Soft Computing
An improved fuzzy neural network based on T-S model
Expert Systems with Applications: An International Journal
Direct adaptive fuzzy control with a self-structuring algorithm
Fuzzy Sets and Systems
An improved algorithm for online identification of evolving TS fuzzy models
FS'07 Proceedings of the 8th Conference on 8th WSEAS International Conference on Fuzzy Systems - Volume 8
Online fuzzy logic crack detection of a cantilever beam
International Journal of Knowledge-based and Intelligent Engineering Systems
Evolving fuzzy classifiers using different model architectures
Fuzzy Sets and Systems
Journal of Intelligent and Robotic Systems
Evolving Fuzzy Modeling of an Uncalibrated Visual Servoing System
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
International Journal of Knowledge-based and Intelligent Engineering Systems
Hybrid robust approach for TSK fuzzy modeling with outliers
Expert Systems with Applications: An International Journal
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ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
Data-driven fuzzy modeling for Takagi-Sugeno-Kang fuzzy system
Information Sciences: an International Journal
Ant colony optimization incorporated with fuzzy Q-learning for reinforcement fuzzy control
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
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Adaptive fuzzy filtering in a deterministic setting
IEEE Transactions on Fuzzy Systems
Clustering: A neural network approach
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TaSe, a Taylor series-based fuzzy system model that combines interpretability and accuracy
Fuzzy Sets and Systems
Nonlinear identification and adaptive control based on self-structuring fuzzy systems
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Online identification of a neuro-fuzzy model through indirect fuzzy clustering of data space
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
SOFMLS: online self-organizing fuzzy modified least-squares network
IEEE Transactions on Fuzzy Systems
An evolving fuzzy neural network based on the mapping of similarities
IEEE Transactions on Fuzzy Systems
International Journal of Applied Mathematics and Computer Science - Special Section: Robot Control Theory Cezary Zielinski
Gustafson-Kessel algorithm for evolving data stream clustering
CompSysTech '09 Proceedings of the International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing
Evolving takagi sugeno modelling with memory for slow processes
International Journal of Knowledge-based and Intelligent Engineering Systems
A modified gradient-based neuro-fuzzy learning algorithm and its convergence
Information Sciences: an International Journal
On-line design of takagi-sugeno models
IFSA'03 Proceedings of the 10th international fuzzy systems association World Congress conference on Fuzzy sets and systems
On-line evolving image classifiers and their application to surface inspection
Image and Vision Computing
Evolving fuzzy systems based on the eTS learning algorithm for the valuation of residential premises
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Adaptive inferential sensors based on evolving fuzzy models
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
eFSM: a novel online neural-fuzzy semantic memory model
IEEE Transactions on Neural Networks
A locally recurrent fuzzy neural network with support vector regression for dynamic-system modeling
IEEE Transactions on Fuzzy Systems
A BCM theory of meta-plasticity for online self-reorganizing fuzzy-associative learning
IEEE Transactions on Neural Networks
Load forecasting using wavelet fuzzy neural network
International Journal of Knowledge-based and Intelligent Engineering Systems
Engineering Applications of Artificial Intelligence
An interval type-2 fuzzy-neural network with support-vector regression for noisy regression problems
IEEE Transactions on Fuzzy Systems
An evolving-onstruction scheme for fuzzy systems
IEEE Transactions on Fuzzy Systems
On reducing computational overhead in multi-objective genetic Takagi-Sugeno fuzzy systems
Applied Soft Computing
Observer design for nonlinear systems represented by Takagi-Sugeno models
WSEAS TRANSACTIONS on SYSTEMS
Granular approach for evolving system modeling
IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty
Online self-reorganizing neuro-fuzzy reasoning in interval-forecasting for financial time-series
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
Handling drifts and shifts in on-line data streams with evolving fuzzy systems
Applied Soft Computing
A Generalized Ellipsoidal Basis Function Based Online Self-constructing Fuzzy Neural Network
Neural Processing Letters
Investigation of evolving fuzzy systems methods FLEXFIS and eTS on predicting residential prices
WILF'11 Proceedings of the 9th international conference on Fuzzy logic and applications
A new systematic design for Habitually Linear Evolving TS Fuzzy Model
Expert Systems with Applications: An International Journal
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On-line adaptive clustering for process monitoring and fault detection
Expert Systems with Applications: An International Journal
International Journal of Approximate Reasoning
Thermal modeling of power transformers using evolving fuzzy systems
Engineering Applications of Artificial Intelligence
On employing fuzzy modeling algorithms for the valuation of residential premises
Information Sciences: an International Journal
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Applied Soft Computing
Adaptive fault detection and diagnosis using an evolving fuzzy classifier
Information Sciences: an International Journal
Information Sciences: an International Journal
eT2FIS: An Evolving Type-2 Neural Fuzzy Inference System
Information Sciences: an International Journal
Local model network identification for online engine modelling
Information Sciences: an International Journal
Online extraction of main linear trends for nonlinear time-varying processes
Information Sciences: an International Journal
Online activity recognition using evolving classifiers
Expert Systems with Applications: An International Journal
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SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty Management
Evolving Takagi-Sugeno fuzzy model based on switching to neighboring models
Applied Soft Computing
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Neural Networks
Local and global optimization for Takagi-Sugeno fuzzy system by memetic genetic programming
Expert Systems with Applications: An International Journal
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International Journal of Computer Applications in Technology
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International Journal of Computer Applications in Technology
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Journal of Intelligent and Robotic Systems
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Journal of Intelligent and Robotic Systems
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Applied Soft Computing
Water leakage forecasting: the application of a modified fuzzy evolving algorithm
Applied Soft Computing
Multiple sensor fault diagnosis by evolving data-driven approach
Information Sciences: an International Journal
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Signal Processing
Generalized dynamical fuzzy model for identification and prediction
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
kENFIS: kNN-based evolving neuro-fuzzy inference system for computer worms detection
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Adaptive fuzzy system to forecast financial time series volatility
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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An approach to the online learning of Takagi-Sugeno (TS) type models is proposed in the paper. It is based on a novel learning algorithm that recursively updates TS model structure and parameters by combining supervised and unsupervised learning. The rule-base and parameters of the TS model continually evolve by adding new rules with more summarization power and by modifying existing rules and parameters. In this way, the rule-base structure is inherited and up-dated when new data become available. By applying this learning concept to the TS model we arrive at a new type adaptive model called the Evolving Takagi-Sugeno model (ETS). The adaptive nature of these evolving TS models in combination with the highly transparent and compact form of fuzzy rules makes them a promising candidate for online modeling and control of complex processes, competitive to neural networks. The approach has been tested on data from an air-conditioning installation serving a real building. The results illustrate the viability and efficiency of the approach. The proposed concept, however, has significantly wider implications in a number of fields, including adaptive nonlinear control, fault detection and diagnostics, performance analysis, forecasting, knowledge extraction, robotics, behavior modeling.