ANFIS swMATH ID: 8730 Software Authors: Jang, J.-S.R. Description: 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. Homepage: http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=256541 Related Software: UCI-ml; Genocop; DENFIS; Matlab; HyFIS; Fuzzy Logic Toolbox; C4.5; ANCFIS; TSDL; TDSL; SparseFIS; ElemStatLearn; GenSoFNN; Fuzzy ARTMAP; PRMLT; TISEAN; Simulink; PANFIS; RSPOP; LIBSVM Referenced in: 204 Publications all top 5 Referenced by 415 Authors 10 Pedrycz, Witold 7 Oh, Sungkwun 5 Jain, Madhu 4 Li, Chunshien 4 Lin, ChengJian 3 Banakar, Ahmad 3 Dick, Scott 3 Lee, Ching-Hung 3 Sanga, Sudeep Singh 3 Simiński, Krzysztof 3 Yazdanbakhsh, Omolbanin 2 Adamy, Jürgen 2 Azeem, Mohammad Fazle 2 Chang, Baorong 2 Chen, Cheng-Hung 2 Chiang, Tai-Wei 2 Choi, Jeoung-Nae 2 Cordón, Oscar 2 Dalkilic, Turkan Erbay 2 Danesh, Sedigheh 2 Gómez-Skarmeta, Antonio F. 2 Herrera, Francisco 2 Holeňa, Martin 2 Hu, Yichung 2 Kisi, Ozgur 2 Lawry, Jonathan 2 Lee, E. Stanley 2 Mendel, Jerry Marc 2 Niskanen, Vesa A. 2 Özger, Mehmet 2 Panella, Massimo 2 Pratihar, Dilip Kumar 2 Razzaghnia, Tahereh 2 Roh, Seokbeom 2 Schwung, Andreas 2 Shtovba, S. D. 2 Tang, Yongchuan 2 Teng, Ching-Cheng 2 Türkşen, Ismail Burhan 2 Valdés, Mercedes 2 Wang, Ning 2 Xu, Yong-Ji 2 Yıldırım, Gürol 2 Yu, Wen 1 Abdelkareem, Mohammad Ali 1 Abdulshahed, Ali M. 1 Acampora, Giovanni 1 Ahuja, Anjali 1 Akib, Shatirah 1 Al-Jarrah, Omar 1 Aladağ, Çağdaş Hakan 1 Alci, Musa 1 Aliyari Shoorehdeli, Mahdi 1 Almansoori, Ali 1 Aminian, Manuchehr 1 Andersen, Hans Christian 1 Andújar, José Manuel 1 Antić, Andjela 1 Anuar, Nor Badrul 1 Apaydın, Ayşen 1 Ardiçlıoğlu, Mehmet 1 Arora, Ajat Shatru 1 Atsalaki, Ioanna G. 1 Atsalakis, George S. 1 Averkin, A. N. 1 Aznarte M., José Luis 1 Bagherpour, Morteza 1 Bakhtyar, R. 1 Baruch, Ieroham S. 1 Bellamine, F. H. 1 Benítez, José Manuel 1 Bilhan, Omer 1 Binaghi, Elisabetta 1 Bingham, Ella 1 Bodenhofer, Ulrich 1 Bodyanskij, E. V. 1 Bologna, Guido 1 Botía, Juan A. 1 Boutalis, Yiannis S. 1 Brdys, Mietek A. 1 Cao, Hui 1 Carvalho, João Paulo 1 Casillas, Jorge 1 Castelain, Jean Marie 1 Castellano, Giovanna 1 Castro, Juan Luis 1 Cejudo López, J. M. 1 Çelikyılmaz, Aslı 1 Chai, Joo-Siong 1 Chaibakhsh, Ali 1 Chang, Feng-Yu 1 Chao, Chun-Tang 1 Chawla, Ishan 1 Chen, Chengwu 1 Chen, XiaoQian 1 Chen, Yuwen 1 Cheng, Chi-Bin 1 Cheng, Ching-Hsue 1 Cheng, Kuo-Hsiang 1 Chiang, Wen-Li ...and 315 more Authors all top 5 Referenced in 69 Serials 33 Fuzzy Sets and Systems 15 Information Sciences 15 International Journal of Approximate Reasoning 15 Applied Mathematical Modelling 9 European Journal of Operational Research 8 Advances in Engineering Software 7 Applied Mathematics and Computation 5 Journal of the Franklin Institute 4 Computers & Mathematics with Applications 4 Mathematical and Computer Modelling 4 Cybernetics and Systems Analysis 4 Soft Computing 4 International Journal of Applied Mathematics and Computer Science 3 Journal of Computational and Applied Mathematics 3 Neural Networks 3 Mathematical Problems in Engineering 3 Computational & Mathematical Methods in Medicine 2 Computer Methods in Applied Mechanics and Engineering 2 Mathematics and Computers in Simulation 2 International Journal of Intelligent Systems 2 Nonlinear Dynamics 2 Computational Geosciences 2 Hacettepe Journal of Mathematics and Statistics 2 ISRN Applied Mathematics 2 International Journal of Applied and Computational Mathematics 1 Artificial Intelligence 1 Computers and Fluids 1 International Journal of Control 1 Journal of Mathematical Analysis and Applications 1 The Mathematical Gazette 1 Automatica 1 Kybernetika 1 Theoretical Computer Science 1 Insurance Mathematics & Economics 1 New Generation Computing 1 Computers & Operations Research 1 Journal of Economic Dynamics & Control 1 International Journal of Adaptive Control and Signal Processing 1 Automation and Remote Control 1 International Journal of Computer Mathematics 1 Pattern Recognition 1 Journal of Computer and Systems Sciences International 1 Engineering Analysis with Boundary Elements 1 Revista Investigación Operacional 1 Mechanism and Machine Theory 1 Mathematical and Computer Modelling of Dynamical Systems 1 Discrete Dynamics in Nature and Society 1 Communications in Nonlinear Science and Numerical Simulation 1 Journal of Biological Systems 1 Optimization and Engineering 1 International Journal of Nonlinear Sciences and Numerical Simulation 1 Archives of Computational Methods in Engineering 1 Proceedings of the National Academy of Sciences, India. Section A. Physical Sciences 1 Journal of Applied Mathematics 1 Sādhanā 1 Journal of Intelligent and Fuzzy Systems 1 Journal of Applied Logic 1 Fuzzy Optimization and Decision Making 1 Networks and Spatial Economics 1 Science in China. Series F 1 Journal of Zhejiang University. Science A 1 Journal of the Indian Society of Agricultural Statistics 1 Algorithms 1 Advances in Fuzzy Systems 1 Science China. Technological Sciences 1 Symmetry 1 Asian Journal of Control 1 JAMM. Journal of Advanced Mathematical Modeling 1 Journal of Computational and Theoretical Transport all top 5 Referenced in 24 Fields 83 Computer science (68-XX) 76 Systems theory; control (93-XX) 37 Statistics (62-XX) 36 Operations research, mathematical programming (90-XX) 25 Biology and other natural sciences (92-XX) 9 Mathematical logic and foundations (03-XX) 8 Fluid mechanics (76-XX) 8 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 7 Numerical analysis (65-XX) 5 Probability theory and stochastic processes (60-XX) 5 Mechanics of deformable solids (74-XX) 5 Geophysics (86-XX) 4 Information and communication theory, circuits (94-XX) 2 Real functions (26-XX) 2 Dynamical systems and ergodic theory (37-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 2 Mechanics of particles and systems (70-XX) 2 Optics, electromagnetic theory (78-XX) 1 Ordinary differential equations (34-XX) 1 Partial differential equations (35-XX) 1 Approximations and expansions (41-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Geometry (51-XX) 1 Statistical mechanics, structure of matter (82-XX) Referencing Publications by Year