ANFIS
ANFIS: adaptive-network-based fuzzy inference system. The architecture and learning procedure underlying ANFIS (adaptive-network-based fuzzy inference system) is presented, which is a fuzzy inference system implemented in the framework of adaptive networks. By using a hybrid learning procedure, the proposed ANFIS can construct an input-output mapping based on both human knowledge (in the form of fuzzy if-then rules) and stipulated input-output data pairs. In the simulation, the ANFIS architecture is employed to model nonlinear functions, identify nonlinear components on-line in a control system, and predict a chaotic time series, all yielding remarkable results. Comparisons with artificial neural networks and earlier work on fuzzy modeling are listed and discussed. Other extensions of the proposed ANFIS and promising applications to automatic control and signal processing are also suggested.
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References in zbMATH (referenced in 204 articles )
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- Khuntia, Swasti R.; Panda, Sidhartha: ANFIS approach for SSSC controller design for the improvement of transient stability performance (2013)
- Liu, Peilin; Leng, Wenhao; Fang, Wei: Training ANFIS model with an improved quantum-behaved particle swarm optimization algorithm (2013)