Global Research Performance on the Design and Applications of Type-2 Fuzzy Logic Systems: A Bibliometric Analysis
DOI:
https://doi.org/10.31258/Jamt.1.1.20-30Keywords:
Type – 2 Fuzzy Logic System, Type – 2 Fuzzy Logic Controller, Type -2 Fuzzy Set, Bibliometrics, CitationAbstract
There has been a significant contribution to scientific literature in the design and applications of Type-2 fuzzy logic systems (T2FLS). The T2FLSs found applications in many aspects of our daily lives, such as engineering, pure science, medicine and social sciences. The online web of science was searched to identify the 100 most frequently cited papers published on the design and application of T2FLS from 1980 to 2016. The articles were analyzed based on authorship, source title, country of origin, institution, document type, web of science category, and year of publication. The correlation between the average citation per year (ACY) and the total citation (TC) was analyzed. It was found that there is a strong relationship between the ACY and TC (r = 0.91643, P<0.01), based on the papers consider in this research. The “Type -2 fuzzy sets made simple” authored by Mendel and John (2002), published in IEEE Transactions on Fuzzy Systems received the highest TC as well as the ACY. The future trend in this research domain was also analyzed. The present analysis may serve as a guide for selecting qualitative literature especially to the beginners in the field of T2FLS.
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J. M. Mendel. (2007, Type-2 fuzzy sets and systems: an overview. Computational Intelligence Magazine, IEEE 2(1), 20-29. Available: http://ieeexplore.ieee.org/ielx5/10207/4155616/04197699.pdf?tp=&arnumber=4197699&isnumber=4155616
L. A. Zadeh, The concept of a linguistic variable and its application to approximate reasoning: Springer, 1974.
L. A. Zadeh. (1965, Fuzzy sets. Information and control 8(3), 338-353.
M. F. Hamza, H. J. Yap, and I. A. Choudhury, "Genetic Algorithm and Particle Swarm Optimization Based Cascade Interval Type 2 Fuzzy PD Controller for Rotary Inverted Pendulum System," Mathematical Problems in Engineering, vol. 2015, 2015.
J. M. Mendel, R. I. John, and L. Feilong. (2006, Interval Type-2 Fuzzy Logic Systems Made Simple. Fuzzy Systems, IEEE Transactions on 14(6), 808-821.
R. E. Bellman and L. A. Zadeh. (1970, Decision-making in a fuzzy environment. Management science 17(4), B-141-B-164.
R. Kalaivani, P. Lakshmi, and K. Rajeswari, "An improved type-2 fuzzy logic approach based sliding mode controller for vehicle active suspension system," Journal of Vibrational Engineering and Technologies, vol. 3, pp. 431-446, 2015.
O. Castillo, P. Melin, J. Kacprzyk, and W. Pedrycz, "Type-2 fuzzy logic: theory and applications," in Granular Computing, 2007. GRC 2007. IEEE International Conference on, 2007, pp. 145-145.
J. M. Mendel and R. I. B. John. (2002, Type-2 fuzzy sets made simple. Fuzzy Systems, IEEE Transactions on 10(2), 117-127.
L. Qilian and J. M. Mendel. (2000, Interval type-2 fuzzy logic systems: theory and design. Fuzzy Systems, IEEE Transactions on 8(5), 535-550.
N. N. Karnik, J. M. Mendel, and L. Qilian. (1999, Type-2 fuzzy logic systems. Fuzzy Systems, IEEE Transactions on 7(6), 643-658.
N. N. Karnik and J. M. Mendel, "Introduction to type-2 fuzzy logic systems," in Fuzzy Systems Proceedings, 1998. IEEE World Congress on Computational Intelligence., The 1998 IEEE International Conference on, 1998, pp. 915-920 vol.2.
J. M. Mendel. (2014, Oct). General Type-2 Fuzzy Logic Systems Made Simple: A Tutorial. Ieee Transactions on Fuzzy Systems 22(5), 1162-1182. Available: ://WOS:000344751200010
http://ieeexplore.ieee.org/ielx7/91/6915776/06656868.pdf?tp=&arnumber=6656868&isnumber=6915776
M. Ghaemi and M.-R. Akbarzadeh-Totonchi, "Indirect Adaptive Interval Type-2 Fuzzy PI Sliding Mode Control for a Class of Uncertain Nonlinear Systems," Iranian Journal of Fuzzy Systems, vol. 11, pp. 1-21, 2014.
S. Larguech, S. Aloui, A. El Hajjaji, and A. Chaari, "Adaptive Type-2 Fuzzy Sliding Mode Control for MIMO nonlinear systems: Application to a Turbocharged Diesel Engine," in Control and Automation (MED), 2015 23th Mediterranean Conference on, 2015, pp. 203-210.
M. M. Zirkohi and T.-C. Lin, "Interval type-2 fuzzy-neural network indirect adaptive sliding mode control for an active suspension system," Nonlinear Dynamics, vol. 79, pp. 513-526, 2015.
F. Shabaniniai, N. Etedali, and A. Ghadamyari, "Type-2 fuzzy sliding mode control for deployment of a robotic team," Nonlinear Studies, vol. 21, pp. 569-578, 2014.
T. Ramesh, A. Panda, and S. S. Kumar, "Type-1 and type-2 fuzzy logic and sliding-Mode based speed control of direct torque and flux control induction motor drives–a comparative study," International Journal of Emerging Electric Power Systems, vol. 14, pp. 385-400, 2013.
M. F. Hamza, H. J. Yap, and I. A. Choudhury, "Recent advances on the use of meta-heuristic optimization algorithms to optimize the type-2 fuzzy logic systems in intelligent control," Neural Computing and Applications, pp. 1-21, 2015.
M. F. Hamza, H. J. Yap, and I. A. Choudhury, "Advances on the Use of Meta-Heuristic Algorithms to Optimize Type-2 Fuzzy Logic Systems for Prediction, Classification, Clustering and Pattern Recognition," Journal of Computational and Theoretical Nanoscience, vol. 13, pp. 96-109, 2016.
Y. Y. Lin, J. Y. Chang, and C. T. Lin, "A TSK-Type-Based Self-Evolving Compensatory Interval Type-2 Fuzzy Neural Network (TSCIT2FNN) and Its Applications," Ieee Transactions on Industrial Electronics, vol. 61, pp. 447-459, Jan 2014.
P. Kundu, S. Kar, and M. Maiti, "Fixed charge transportation problem with type-2 fuzzy variables," Information Sciences, vol. 255, pp. 170-186, Jan 2014.
O. Castillo and P. Melin. (2012, Optimization of type-2 fuzzy systems based on bio-inspired methods: A concise review. Information Sciences 205, 1-19.
Y. H. Chang and W. S. Chan, "Adaptive Dynamic Surface Control for Uncertain Nonlinear Systems With Interval Type-2 Fuzzy Neural Networks," Ieee Transactions on Cybernetics, vol. 44, pp. 293-304, Feb 2014.
Sayyad, M. M. Ismail, and N. Ale Ebrahim, "Trend of 100 Top-Cited Articles on Agricultural Risk," in 2nd Kuala Lumpur International Agriculture, Forestry & Plantation Conference (KLIAFP 2016), Hotel Putra, Kuala Lumpur, Malaysia, 2016.
F. G. De Bakker, P. Groenewegen, and F. Den Hond, "A bibliometric analysis of 30 years of research and theory on corporate social responsibility and corporate social performance," Business & Society, vol. 44, pp. 283-317, 2005.
O. Persson, R. Danell, and J. W. Schneider, "How to use Bibexcel for various types of bibliometric analysis," Celebrating scholarly communication studies: A Festschrift for Olle Persson at his 60th Birthday, pp. 9-24, 2009.
D. Wu, "A brief Tutorial on Interval type-2 fuzzy sets and systems," University of Southern California, USA2012, 2010.
D. Wu, "On the fundamental differences between interval type-2 and type-1 fuzzy logic controllers," IEEE Transactions on Fuzzy Systems, vol. 20, pp. 832-848, 2012.
N. N. Karnik, J. M. Mendel, and Q. Liang, "Type-2 fuzzy logic systems," IEEE transactions on Fuzzy Systems, vol. 7, pp. 643-658, 1999.
T. Kumbasar, "Robust Stability Analysis and Systematic Design of Single-Input Interval Type-2 Fuzzy Logic Controllers," IEEE Transactions on Fuzzy Systems, vol. 24, pp. 675-694, 2016.
D. Wu and W. W. Tan, "Interval type-2 fuzzy PI controllers: Why they are more robust," in Granular Computing (GrC), 2010 IEEE International Conference on, 2010, pp. 802-807.
E. A. Jammeh, M. Fleury, C. Wagner, H. Hagras, and M. Ghanbari, "Interval type-2 fuzzy logic congestion control for video streaming across IP networks," IEEE Transactions on Fuzzy Systems, vol. 17, pp. 1123-1142, 2009.
R. Martínez-Soto, O. Castillo, and L. T. Aguilar. (2014, Type-1 and Type-2 fuzzy logic controller design using a Hybrid PSO–GA optimization method. Information Sciences 285, 35-49. Available: http://ac.els-cdn.com/S0020025514007026/1-s2.0-S0020025514007026-main.pdf?_tid=e099e094-d9b9-11e4-b648-00000aacb35f&acdnat=1428035488_95f8e03d7abf65261d910a6f165ec3b6
K. E. O'Sullivan, J. C. Kelly, and J. P. Hurley, "The 100 most cited publications in cardiac surgery: a bibliometric analysis," Ir J Med Sci, vol. 184, pp. 91-9, Mar 2015.
M. Rakhshandehroo, M. J. M. Yusof, N. A. Ebrahim, A. Sharghi, and R. Arabi, "100 Most Cited Articles in Urban Green and Open Spaces: A Bibliometric Analysis," Current World Environment, vol. 10, p. 445, 2015.
N. N. Karnik and J. M. Mendel, "Applications of type-2 fuzzy logic systems to forecasting of time-series," Information Sciences, vol. 120, pp. 89-111, Nov 1999.
H. Y. Li, X. J. Sun, L. G. Wu, and H. K. Lam, "State and Output Feedback Control of Interval Type-2 Fuzzy Systems With Mismatched Membership Functions," Ieee Transactions on Fuzzy Systems, vol. 23, pp. 1943-1957, Dec 2015.
J. M. Mendel and R. I. John, "Type-2 fuzzy sets made simple," Ieee Transactions on Fuzzy Systems, vol. 10, pp. 117-127, Apr 2002.
W. Z. Wang, X. W. Liu, and Y. Qin, "Multi-attribute group decision making models under interval type-2 fuzzy environment," Knowledge-Based Systems, vol. 30, pp. 121-128, Jun 2012.
O. Castillo, P. Melin, and W. Pedrycz, "Design of interval type-2 fuzzy models through optimal granularity allocation," Applied Soft Computing, vol. 11, pp. 5590-5601, Dec 2011.
J. M. Mendel, R. I. John, and F. L. Liu, "Interval type-2 fuzzy logic systems made simple," Ieee Transactions on Fuzzy Systems, vol. 14, pp. 808-821, Dec 2006.
D. R. Wu, "Approaches for Reducing the Computational Cost of Interval Type-2 Fuzzy Logic Systems: Overview and Comparisons," Ieee Transactions on Fuzzy Systems, vol. 21, pp. 80-99, Feb 2013.
D. R. Wu and J. M. Mendel, "Linguistic Summarization Using IF-THEN Rules and Interval Type-2 Fuzzy Sets," Ieee Transactions on Fuzzy Systems, vol. 19, pp. 136-151, Feb 2011.
Q. L. Liang and J. M. Mendel, "Interval type-2 fuzzy logic systems: Theory and design," Ieee Transactions on Fuzzy Systems, vol. 8, pp. 535-550, Oct 2000.
T. Dereli, A. Baykasoglu, K. Altun, A. Durmusoglu, and I. B. Turksen, "Industrial applications of type-2 fuzzy sets and systems: A concise review," Computers in Industry, vol. 62, pp. 125-137, Feb 2011.
B. I. Choi and F. C. H. Rhee, "Interval type-2 fuzzy membership function generation methods for pattern recognition," Information Sciences, vol. 179, pp. 2102-2122, Jun 2009.
H. A. Hagras, "A hierarchical type-2 fuzzy logic control architecture for autonomous mobile robots," Ieee Transactions on Fuzzy Systems, vol. 12, pp. 524-539, Aug 2004.
D. R. Wu, J. M. Mendel, and S. Coupland, "Enhanced Interval Approach for Encoding Words Into Interval Type-2 Fuzzy Sets and Its Convergence Analysis," Ieee Transactions on Fuzzy Systems, vol. 20, pp. 499-513, Jun 2012.
M. H. F. Zarandi, B. Rezaee, I. B. Turksen, and E. Neshat, "A type-2 fuzzy rule-based expert system model for stock price analysis," Expert Systems with Applications, vol. 36, pp. 139-154, Jan 2009.
N. N. Karnik, J. M. Mendel, and Q. L. Liang, "Type-2 fuzzy logic systems," Ieee Transactions on Fuzzy Systems, vol. 7, pp. 643-658, Dec 1999.
S. M. Chen and C. Y. Wang, "Fuzzy decision making systems based on interval type-2 fuzzy sets," Information Sciences, vol. 242, pp. 1-21, Sep 2013.
M. Biglarbegian, W. Melek, and J. Mendel, "On the robustness of Type-1 and Interval Type-2 fuzzy logic systems in modeling," Information Sciences, vol. 181, pp. 1325-1347, Apr 2011.
J. M. Mendel, "Type-2 fuzzy sets and systems: An overview," Ieee Computational Intelligence Magazine, vol. 2, pp. 20-29, Feb 2007.
Q. L. Liang and J. M. Mendel, "Equalization of nonlinear time-varying channels using type-2 fuzzy adaptive filters," Ieee Transactions on Fuzzy Systems, vol. 8, pp. 551-563, Oct 2000.
X. Y. Du and H. Ying, "Derivation and Analysis of the Analytical Structures of the Interval Type-2 Fuzzy-PI and PD Controllers," Ieee Transactions on Fuzzy Systems, vol. 18, pp. 802-814, Aug 2010.
N. N. Karnik and J. M. Mendel, "Centroid of a type-2 fuzzy set," Information Sciences, vol. 132, pp. 195-220, Feb 2001.
R. H. Abiyev and O. Kaynak, "Type 2 Fuzzy Neural Structure for Identification and Control of Time-Varying Plants," Ieee Transactions on Industrial Electronics, vol. 57, pp. 4147-4159, Dec 2010.
J. M. Mendel, "Advances in type-2 fuzzy sets and systems," Information Sciences, vol. 177, pp. 84-110, Jan 2007.
J. M. Mendel, "Computing derivatives in interval type-2 fuzzy logic systems," Ieee Transactions on Fuzzy Systems, vol. 12, pp. 84-98, Feb 2004.
D. R. Wu and J. M. Mendel, "On the Continuity of Type-1 and Interval Type-2 Fuzzy Logic Systems," Ieee Transactions on Fuzzy Systems, vol. 19, pp. 179-192, Feb 2011.
O. Castillo and P. Melin, "A review on the design and optimization of interval type-2 fuzzy controllers," Applied Soft Computing, vol. 12, pp. 1267-1278, Apr 2012.
R. I. John and S. Coupland, "Type-2 fuzzy logic: A historical view," Ieee Computational Intelligence Magazine, vol. 2, pp. 57-62, Feb 2007.
[H. Hagras and C. Wagner, "Towards the Wide Spread Use of Type-2 Fuzzy Logic Systems in Real World Applications," Ieee Computational Intelligence Magazine, vol. 7, pp. 14-24, Aug 2012.
P. Melin and O. Castillo, "A review on the applications of type-2 fuzzy logic in classification and pattern recognition," Expert Systems with Applications, vol. 40, pp. 5413-5423, Oct 2013.
C. F. Juang, R. B. Huang, and W. Y. Cheng, "An Interval Type-2 Fuzzy-Neural Network With Support-Vector Regression for Noisy Regression Problems," Ieee Transactions on Fuzzy Systems, vol. 18, pp. 686-699, Aug 2010.
H. Hagras, "Type-2 FLCs: A new generation of fuzzy controllers," Ieee Computational Intelligence Magazine, vol. 2, pp. 30-43, Feb 2007.
H. K. Lam and L. D. Seneviratne, "Stability analysis of interval type-2 fuzzy-model-based control systems," Ieee Transactions on Systems Man and Cybernetics Part B-Cybernetics, vol. 38, pp. 617-628, Jun 2008.
J. M. Mendel and F. L. Liu, "Super-exponential convergence of the Karnik-Mendel algorithms for computing the centroid of an interval type-2 fuzzy set," Ieee Transactions on Fuzzy Systems, vol. 15, pp. 309-320, Apr 2007.
R. Martinez, O. Castillo, and L. T. Aguilar, "Optimization of interval type-2 fuzzy logic controllers for a perturbed autonomous wheeled mobile robot using genetic algorithms," Information Sciences, vol. 179, pp. 2158-2174, Jun 2009.
D. R. Wu and W. W. Tan, "Genetic learning and performance evaluation of interval type-2 fuzzy logic controllers," Engineering Applications of Artificial Intelligence, vol. 19, pp. 829-841, Dec 2006.
J. Zeng and Z. Q. Liu, "Type-2 fuzzy hidden Markov models and their application to speech recognition," Ieee Transactions on Fuzzy Systems, vol. 14, pp. 454-467, Jun 2006.
C. Wagner and H. Hagras, "Toward General Type-2 Fuzzy Logic Systems Based on zSlices," Ieee Transactions on Fuzzy Systems, vol. 18, pp. 637-660, Aug 2010.
C. H. Wang, C. S. Cheng, and T. T. Lee, "Dynamical optimal training for interval type-2 fuzzy neural network (T2FNN)," Ieee Transactions on Systems Man and Cybernetics Part B-Cybernetics, vol. 34, pp. 1462-1477, Jun 2004.
R. Hosseini, S. D. Qanadli, S. Barman, M. Mazinani, T. Ellis, and J. Dehmeshki, "An Automatic Approach for Learning and Tuning Gaussian Interval Type-2 Fuzzy Membership Functions Applied to Lung CAD Classification System," Ieee Transactions on Fuzzy Systems, vol. 20, pp. 224-234, Apr 2012.
N. N. Karnik and J. M. Mendel, "Operations on type-2 fuzzy sets," Fuzzy Sets and Systems, vol. 122, pp. 327-348, Sep 2001.
D. Y. Zhai and J. M. Mendel, "Uncertainty measures for general Type-2 fuzzy sets," Information Sciences, vol. 181, pp. 503-518, Feb 2011.
P. Melin, O. Mendoza, and O. Castillo, "Face Recognition With an Improved Interval Type-2 Fuzzy Logic Sugeno Integral and Modular Neural Networks," Ieee Transactions on Systems Man and Cybernetics Part a-Systems and Humans, vol. 41, pp. 1001-1012, Sep 2011.
Y. Maldonado, O. Castillo, and P. Melin, "Particle swarm optimization of interval type-2 fuzzy systems for FPGA applications," Applied Soft Computing, vol. 13, pp. 496-508, Jan 2013.
M. A. Khanesar, E. Kayacan, M. Teshnehlab, and O. Kaynak, "Extended Kalman Filter Based Learning Algorithm for Type-2 Fuzzy Logic Systems and Its Experimental Evaluation," Ieee Transactions on Industrial Electronics, vol. 59, pp. 4443-4455, Nov 2012.
C. F. Juang, R. B. Huang, and Y. Y. Lin, "A Recurrent Self-Evolving Interval Type-2 Fuzzy Neural Network for Dynamic System Processing," Ieee Transactions on Fuzzy Systems, vol. 17, pp. 1092-1105, Oct 2009.
F. L. Liu, "An efficient centroid type-reduction strategy for general type-2 fuzzy logic system," Information Sciences, vol. 178, pp. 2224-2236, May 2008.
D. R. Wu, "On the Fundamental Differences Between Interval Type-2 and Type-1 Fuzzy Logic Controllers," Ieee Transactions on Fuzzy Systems, vol. 20, pp. 832-848, Oct 2012.
J. M. Mendel and H. W. Wu, "New results about the centroid of an interval type-2 fuzzy set, including the centroid of a fuzzy granule," Information Sciences, vol. 177, pp. 360-377, Jan 2007.
M. Biglarbegian, W. W. Melek, and J. M. Mendel, "On the Stability of Interval Type-2 TSK Fuzzy Logic Control Systems," Ieee Transactions on Systems Man and Cybernetics Part B-Cybernetics, vol. 40, pp. 798-818, Jun 2010.
R. Sepulveda, O. Montiel, O. Castillo, and P. Melin, "Embedding a high speed interval type-2 fuzzy controller for a real plant into an FPGA," Applied Soft Computing, vol. 12, pp. 988-998, Mar 2012.
Q. L. Liang, N. N. Karnik, and J. M. Mendel, "Connection admission control in ATM networks using survey-based type-2 fuzzy logic systems," Ieee Transactions on Systems Man and Cybernetics Part C-Applications and Reviews, vol. 30, pp. 329-339, Aug 2000.
J. M. Mendel, F. L. Liu, and D. Y. Zhai, "alpha-Plane Representation for Type-2 Fuzzy Sets: Theory and Applications," Ieee Transactions on Fuzzy Systems, vol. 17, pp. 1189-1207, Oct 2009.
R. A. Aliev, W. Pedrycz, B. G. Guirimov, R. R. Aliev, U. Ilhan, M. Babagil, et al., "Type-2 fuzzy neural networks with fuzzy clustering and differential evolution optimization," Information Sciences, vol. 181, pp. 1591-1608, May 2011.
R. Sepulveda, O. Castillo, P. Melin, and O. Montiel, "An efficient computational method to implement type-2 fuzzy logic in control applications," in Analysis and Design of Intelligent Systems Using Soft Computing Techniques. vol. 41, P. Melin, O. Castillo, E. G. Ramirez, J. Kacprzyk, and W. Pedrycz, Eds., ed Berlin: Springer-Verlag Berlin, 2007, pp. 45-52.
J. R. Castro, O. Castillo, P. Melin, and A. Rodriguez-Diaz, "A hybrid learning algorithm for a class of interval type-2 fuzzy neural networks," Information Sciences, vol. 179, pp. 2175-2193, Jun 2009.
M. Biglarbegian, W. W. Melek, and J. M. Mendel, "Design of Novel Interval Type-2 Fuzzy Controllers for Modular and Reconfigurable Robots: Theory and Experiments," Ieee Transactions on Industrial Electronics, vol. 58, pp. 1371-1384, Apr 2011.
S. K. Oh, H. J. Jang, and W. Pedrycz, "A comparative experimental study of type-1/type-2 fuzzy cascade controller based on genetic algorithms and particle swarm optimization," Expert Systems with Applications, vol. 38, pp. 11217-11229, Sep 2011.
C. Hwang and F. C. H. Rhee, "Uncertain fuzzy clustering: Interval type-2 fuzzy approach to C-means," Ieee Transactions on Fuzzy Systems, vol. 15, pp. 107-120, Feb 2007.
T. C. Lin, S. W. Chang, and C. H. Hsu, "ROBUST ADAPTIVE FUZZY SLIDING MODE CONTROL FOR A CLASS OF UNCERTAIN DISCRETE-TIME NONLINEAR SYSTEMS," International Journal of Innovative Computing Information and Control, vol. 8, pp. 347-359, Jan 2012.
D. Y. Zhai and J. M. Mendel, "Computing the Centroid of a General Type-2 Fuzzy Set by Means of the Centroid-Flow Algorithm," Ieee Transactions on Fuzzy Systems, vol. 19, pp. 401-422, Jun 2011.
H. W. Wu and J. M. Mendel, "Uncertainty bounds and their use in the design of interval type-2 fuzzy logic systems," Ieee Transactions on Fuzzy Systems, vol. 10, pp. 622-639, Oct 2002.
F. J. Lin and P. H. Chou, "Adaptive Control of Two-Axis Motion Control System Using Interval Type-2 Fuzzy Neural Network," Ieee Transactions on Industrial Electronics, vol. 56, pp. 178-193, Jan 2009.
D. Hidalgo, O. Castillo, and P. Melin, "Type-1 and type-2 fuzzy inference systems as integration methods in modular neural networks for multimodal biometry and its optimization with genetic algorithms," Information Sciences, vol. 179, pp. 2123-2145, Jun 2009.
O. Castillo and P. Melin, "Optimization of type-2 fuzzy systems based on bio-inspired methods: A concise review," Information Sciences, vol. 205, pp. 1-19, Nov 2012.
O. Castillo, P. Melin, A. Alanis, O. Montiel, and R. Sepulveda, "Optimization of interval type-2 fuzzy logic controllers using evolutionary algorithms," Soft Computing, vol. 15, pp. 1145-1160, Jun 2011.
O. Uncu and I. B. Turksen, "Discrete interval type 2 fuzzy system models using uncertainty in learning parameters," Ieee Transactions on Fuzzy Systems, vol. 15, pp. 90-106, Feb 2007.
C. Cornelis, G. Deschrijver, and E. E. Kerre, "Implication in intuitionistic fuzzy and interval-valued fuzzy set theory: construction, classification, application," International Journal of Approximate Reasoning, vol. 35, pp. 55-95, Jan 2004.
S. S. Gilan, M. H. Sebt, and V. Shahhosseini, "Computing with words for hierarchical competency based selection of personnel in construction companies," Applied Soft Computing, vol. 12, pp. 860-871, Feb 2012.
S. Greenfield, F. Chiclana, R. John, and S. Coupland, "The sampling method of defuzzification for type-2 fuzzy sets: Experimental evaluation," Information Sciences, vol. 189, pp. 77-92, Apr 2012.
R. Sepulveda, O. Castillo, P. Melin, A. Rodriguez-Diaz, and O. Montiel, "Experimental study of intelligent controllers under uncertainty using type-1 and type-2 fuzzy logic," Information Sciences, vol. 177, pp. 2023-2048, May 2007.
M. Y. Hsiao, T. H. S. Li, J. Z. Lee, C. H. Chao, and S. H. Tsai, "Design of interval type-2 fuzzy sliding-mode controller," Information Sciences, vol. 178, pp. 1696-1716, Mar 2008.
C. Leal-Ramirez, O. Castillo, P. Melin, and A. Rodriguez-Diaz, "Simulation of the bird age-structured population growth based on an interval type-2 fuzzy cellular structure," Information Sciences, vol. 181, pp. 519-535, Feb 2011.
S. Coupland and R. I. John, "Geometric type-1 and type-2 fuzzy logic systems," Ieee Transactions on Fuzzy Systems, vol. 15, pp. 3-15, Feb 2007.
C. Y. Yeh, W. H. R. Jeng, and S. J. Lee, "An Enhanced Type-Reduction Algorithm for Type-2 Fuzzy Sets," Ieee Transactions on Fuzzy Systems, vol. 19, pp. 227-240, Apr 2011.
T. C. Lin, H. L. Liu, and M. J. Kuo, "Direct adaptive interval type-2 fuzzy control of multivariable nonlinear systems," Engineering Applications of Artificial Intelligence, vol. 22, pp. 420-430, Apr 2009.
O. Castillo and P. Melin, "A review on interval type-2 fuzzy logic applications in intelligent control," Information Sciences, vol. 279, pp. 615-631, Sep 2014.
P. Melin, O. Mendoza, and O. Castillo, "An improved method for edge detection based on interval type-2 fuzzy logic," Expert Systems with Applications, vol. 37, pp. 8527-8535, Dec 2010.
O. Linda and M. Manic, "Interval Type-2 fuzzy voter design for fault tolerant systems," Information Sciences, vol. 181, pp. 2933-2950, Jul 2011.
C. S. Lee, M. H. Wang, and H. Hagras, "A Type-2 Fuzzy Ontology and Its Application to Personal Diabetic-Diet Recommendation," Ieee Transactions on Fuzzy Systems, vol. 18, pp. 374-395, Apr 2010.
Khosravi, S. Nahavandi, D. Creighton, and D. Srinivasan, "Interval Type-2 Fuzzy Logic Systems for Load Forecasting: A Comparative Study," Ieee Transactions on Power Systems, vol. 27, pp. 1274-1282, Aug 2012.
R. H. Abiyev, O. Kaynak, T. Alshanableh, and F. Mamedov, "A type-2 neuro-fuzzy system based on clustering and gradient techniques applied to system identification and channel equalization," Applied Soft Computing, vol. 11, pp. 1396-1406, Jan 2011.
D. Hidalgo, P. Melin, and O. Castillo, "An optimization method for designing type-2 fuzzy inference systems based on the footprint of uncertainty using genetic algorithms," Expert Systems with Applications, vol. 39, pp. 4590-4598, Mar 2012.
C. F. Juang and C. H. Hsu, "Reinforcement Interval Type-2 Fuzzy Controller Design by Online Rule Generation and Q-Value-Aided Ant Colony Optimization," Ieee Transactions on Systems Man and Cybernetics Part B-Cybernetics, vol. 39, pp. 1528-1542, Dec 2009.
H. K. Lam, H. Y. Li, C. Deters, E. L. Secco, H. A. Wurdemann, and K. Althoefer, "Control Design for Interval Type-2 Fuzzy Systems Under Imperfect Premise Matching," Ieee Transactions on Industrial Electronics, vol. 61, pp. 956-968, Feb 2014.
O. Linda and M. Manic, "Uncertainty-Robust Design of Interval Type-2 Fuzzy Logic Controller for Delta Parallel Robot," Ieee Transactions on Industrial Informatics, vol. 7, pp. 661-670, Nov 2011.
J. M. Mendel, "Uncertainty, fuzzy logic, and signal processing," Signal Processing, vol. 80, pp. 913-933, Jun 2000.
S. Greenfield, F. Chiclana, S. Coupland, and R. John, "The collapsing method of defuzzification for discretised interval type-2 fuzzy sets," Information Sciences, vol. 179, pp. 2055-2069, Jun 2009.
Z. M. Zhang and S. H. Zhang, "A novel approach to multi attribute group decision making based on trapezoidal interval type-2 fuzzy soft sets," Applied Mathematical Modelling, vol. 37, pp. 4948-4971, Apr 2013.
S. Coupland and R. I. John, "A Fast Geometric Method for Defuzzification of Type-2 Fuzzy Sets," Ieee Transactions on Fuzzy Systems, vol. 16, pp. 929-941, Aug 2008.
C. F. Juang and Y. W. Tsao, "A Self-Evolving Interval Type-2 Fuzzy Neural Network With Online Structure and Parameter Learning," Ieee Transactions on Fuzzy Systems, vol. 16, pp. 1411-1424, Dec 2008.
N. R. Cazarez-Castro, L. T. Aguilar, and O. Castillo, "Fuzzy logic control with genetic membership function parameters optimization for the output regulation of a servomechanism with nonlinear backlash," Expert Systems with Applications, vol. 37, pp. 4368-4378, Jun 2010.
O. Castillo, L. Aguilar, N. Cazarez, and S. Cardenas, "Systematic design of a stable type-2 fuzzy logic controller," Applied Soft Computing, vol. 8, pp. 1274-1279, Jun 2008.
F. Gaxiola, P. Melin, F. Valdez, and O. Castillo, "Interval type-2 fuzzy weight adjustment for backpropagation neural networks with application in time series prediction," Information Sciences, vol. 260, pp. 1-14, Mar 2014.
J. M. Mendel and X. W. Liu, "Simplified Interval Type-2 Fuzzy Logic Systems," Ieee Transactions on Fuzzy Systems, vol. 21, pp. 1056-1069, Dec 2013.
Q. L. Liang and J. M. Mendel, "MPEG VBR video traffic modeling and classification using fuzzy technique," Ieee Transactions on Fuzzy Systems, vol. 9, pp. 183-193, Feb 2001.
D. R. Wu and J. M. Mendel, "Uncertainty measures for interval type-2 fuzzy sets," Information Sciences, vol. 177, pp. 5378-5393, Dec 2007.
J. T. Cao, P. Li, and H. H. Liu, "An Interval Fuzzy Controller for Vehicle Active Suspension Systems," Ieee Transactions on Intelligent Transportation Systems, vol. 11, pp. 885-895, Dec 2010.
C. F. Juang and Y. W. Tsao, "A Type-2 Self-Organizing Neural Fuzzy System and Its FPGA Implementation," Ieee Transactions on Systems Man and Cybernetics Part B-Cybernetics, vol. 38, pp. 1537-1548, Dec 2008.
K. R. Sudha and R. V. Santhi, "Robust decentralized load frequency control of interconnected power system with Generation Rate Constraint using Type-2 fuzzy approach," International Journal of Electrical Power & Energy Systems, vol. 33, pp. 699-707, Mar 2011.
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Copyright (c) 2019 Mukhtar Fatihu Hamza, Gaddafi Sani Shehu, Mustapha Mukhtar Umar, Abdulbasid Ismail
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