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| 1 | Parameter Optimization of Interval Type-2 Fuzzy Neural Networks Based on PSO and BBBC Methods显示文摘Interval type-2 fuzzy neural networks(IT2FNNs)can be seen as the hybridization of interval type-2 fuzzy systems(IT2FSs) and neural networks(NNs). Thus, they naturally inherit the merits of both IT2 FSs and NNs. Although IT2 FNNs have more advantages in processing uncertain, incomplete, or imprecise information compared to their type-1 counterparts, a large number of parameters need to be tuned in the IT2 FNNs,which increases the difficulties of their design. In this paper,big bang-big crunch(BBBC) optimization and particle swarm optimization(PSO) are applied in the parameter optimization for Takagi-Sugeno-Kang(TSK) type IT2 FNNs. The employment of the BBBC and PSO strategies can eliminate the need of backpropagation computation. The computing problem is converted to a simple feed-forward IT2 FNNs learning. The adoption of the BBBC or the PSO will not only simplify the design of the IT2 FNNs, but will also increase identification accuracy when compared with present methods. The proposed optimization based strategies are tested with three types of interval type-2 fuzzy membership functions(IT2FMFs) and deployed on three typical identification models. Simulation results certify the effectiveness of the proposed parameter optimization methods for the IT2 FNNs. | Jiajun Wang Tufan Kumbasar | 2019 | IEEE/CAA Journal of Automatica Sinica2019，6，1： | 14 |
| 2 | Seroprevalence of hepatitis B:Do blood do-nors represent the general population显示文摘 | Kumbasar KH | 2012 | J Infect Dev Ctries2012，6，2： | 1 |
| 3 | Effects of alkali proteases on dyeing properties of various proteinous materials with natural dyes显示文摘 | Kumbasar E P A Atav R Bahtiyari M I | 2009 | Textile Res J2009，79，6： | 1 |
| 4 | Better wavelet packet tree structures for PAPR reduction in WOFDM systems 显示文摘 | Volkan Kumbasar Oguz Kucur | 2008 | Digital Signal Processing2008，18，6： | 1 |
| 5 | Microscopic polyangiitis with unusual lung involvement显示文摘 | Gulbay BE Celik G Kumbasar O | 2005 | Respirology2005，10，5： | 1 |
| 6 | Compressive Behaviour of Carbon Fibre Composite Jacketed Concrete with Circular and Non-circular Cross-Sections显示文摘 | Ilki A Kumbasar N | 2003 | Journal of Earthquake Engineering2003，7，3： | 1 |
| 7 | Studies on extraction of chromium ( VI)from acidic solutions containing variousmetal ions by emul-sion liquid membrane using Alamine 336 as extractant 显示文摘 | KUMBASAR R A | 2008 | Journal of Membrane Science2008，325，1： | 1 |
| 8 | Depression,anxiety,life satisfaction and affective expression levels in psoriasis patients显示文摘 | Devrimci-Ozguven H Kundakci TN Kumbasar H | 2000 | J Eur Acad Dematol Venereol2000，14，4： | 1 |
| 9 | Better wavelet packet tree structures for PAPR reduction in WOFDM systems显示文摘 | KUMBASAR V KUCUR O | 2008 | Digital Signal Processing2008，18，6： | 1 |
| 10 | Reactive dye printing with mixed thick- eners on viscose显示文摘 | KUMBASAR E P A BIDE M | 2000 | Dyes and Pigments2000，47，： | 1 |
| 11 | Assessment of left ventricular diastolic function with Doppler tissue imaging: effects of preload and place of measurements 显示文摘 | Dincer I Kumbasar D Nergisoglu G | 2002 | Int J Cardiovasc Imaging2002，18，3： | 1 |
| 12 | Depression, anxiety, life satisfaction and affective expression levels in psoriasis patients 显示文摘 | DEVRIMCI-OZGUVEN H KUNDAKCI TN KUMBASAR H | 2000 | J Eur Acad Dermatol Venereol2000，14，4： | 1 |
| 13 | The cell-surface heparan sulfate proteoglycan glypiean 1 regulates growth factor action in pancreatic carcinoma cells and is overexpressed in human pancreatic eaneer显示文摘 | Kleeff J Ishiwata T Kumbasar A | 1998 | J eli n Invest1998，102，9： | 1 |
| 14 | Microscopic polyangiitis with unusual lung involvement 显示文摘 | Gtilbay BE Celik G Kumbasar O | 2005 | Respirology2005，10，5： | 1 |
| 15 | Carcinoma of esophagus radiologic diagnosisand staging显示文摘 | Kumbasar B | 2002 | Eur J Radiol2002，42，3： | 1 |
| 16 | Reactive dye printing with mixed thick- eners on viscose显示文摘 | KUMBASAR E P A BIDE M | 2000 | Dyes and Pigments2000，47，： | 1 |
| 17 | Extraction and concentration study of cadmium from zinc plant leach solutions by emulsion liquid membrane using tri-octylamine as extractant 显示文摘 | KUMBASAR R A | 2009 | Hydrometallurgy2009，95，34： | 1 |
| 18 | Contraceptive effects of onosmaarmeniaeum on embryo implantation in rats显示文摘 | Salman S Kumbasar S Ozgen U | 2009 | Cell Membranes and Free Radical Research2009，1，： | 1 |
| 19 | Periodic magnetic focusing of sheet electron beams显示文摘 | Booske J H Basten M A Kumbasar A H | 1994 | Phys Plasmas1994，1，5： | 1 |
| 20 | Imaging of neuroendocrine tumors: accuracy of helical CT versus SRS显示文摘 | B. Kumbasar I. R. Kamel A. Tekes J. Eng E. K. Fishman R. L. Wahl | 2004 | Abdominal Imaging2004，，6： | 1 |
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