A comprehensive review on type 2 fuzzy logic applications: Past, present and future

被引:177
|
作者
Mittal, Kanika [1 ]
Jain, Amita [2 ]
Vaisla, Kunwar Singh [3 ]
Castillo, Oscar [4 ]
Kacprzyk, Janusz [5 ]
机构
[1] Bhagwan Parshuram Inst Technol, Delhi, India
[2] Ambedkar Inst Adv Commun Technol & Res, New Delhi, India
[3] Uttarakhand Tech Univ, Dehra Dun, Uttarakhand, India
[4] Tijuana Inst Technol, Tijuana, Mexico
[5] Polish Acad Sci, Warsaw, Poland
关键词
Type-2 fuzzy logic (T2FL); Type-2 fuzzy logic system (T2FLS); Interval type-2 fuzzy logic system (IT2FLS); Fuzzy Logic Controllers (FLC); Fuzzy sets (FS); Classification; Pattern recognition; Intelligent control; DYNAMIC PARAMETER ADAPTATION; NEURAL-NETWORKS; CONTROLLER-DESIGN; RESPONSE INTEGRATION; OPTIMIZATION; SETS; CLASSIFICATION; UNCERTAINTY; OPERATIONS; MANAGEMENT;
D O I
10.1016/j.engappai.2020.103916
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper a concise overview of the work that has been done by various researchers in the area of type-2 fuzzy logic is analyzed and discussed. Type-2 fuzzy systems have been widely applied in the fields of intelligent control, pattern recognition and classification, among others. The overview mainly focuses on past, present and future trends of type-2 fuzzy logic applications. Of utmost importance is the last part, outlining possible areas of applied research in type-2 FL in the future. The major contribution of the paper is briefing of the most relevant work in the area of type-2 fuzzy logic, including its theoretical and practical implications. As well as envisioning possible future works and trends in this area of research. We believe that this paper will provide a good platform for people interested in this area for their future research work.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] A review on the applications of type-2 fuzzy logic in classification and pattern recognition
    Melin, Patricia
    Castillo, Oscar
    EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (13) : 5413 - 5423
  • [2] A review on type-2 fuzzy logic applications in clustering, classification and pattern recognition
    Melin, Patricia
    Castillo, Oscar
    APPLIED SOFT COMPUTING, 2014, 21 : 568 - 577
  • [3] A comprehensive review on computational techniques for breast cancer: past, present, and future
    Rautela, Kamakshi
    Kumar, Dinesh
    Kumar, Vijay
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (31) : 76267 - 76300
  • [4] Fibromyalgia diagnosis: a review of the past, present and future
    Wang, Sheng-Min
    Han, Changsu
    Lee, Soo-Jung
    Patkar, Ashwin A.
    Masand, Prakash S.
    Pae, Chi-Un
    EXPERT REVIEW OF NEUROTHERAPEUTICS, 2015, 15 (06) : 667 - 679
  • [5] A Comprehensive Review on Multi-objective Optimization Techniques: Past, Present and Future
    Sharma, Shubhkirti
    Kumar, Vijay
    ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING, 2022, 29 (07) : 5605 - 5633
  • [6] A Comprehensive Review of Green Computing: Past, Present, and Future Research
    Paul, Showmick Guha
    Saha, Arpa
    Arefin, Mohammad Shamsul
    Bhuiyan, Touhid
    Biswas, Al Amin
    Reza, Ahmed Wasif
    Alotaibi, Naif M.
    Alyami, Salem A.
    Moni, Mohammad Ali
    IEEE ACCESS, 2023, 11 : 87445 - 87494
  • [7] A comprehensive review on solar pond research in India: Past, present and future
    Das, Ranjan
    Ganguly, Sayantan
    SOLAR ENERGY, 2022, 247 : 55 - 72
  • [8] A Comprehensive Review on Unveiling the Journey of Digoxin: Past, Present, and Future Perspectives
    Khandelwal Jr, Rahul
    Vagha, Jayant D.
    Meshram, Revat J.
    Patel, Ankita
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2024, 16 (03)
  • [9] Molecular logic gates: the past, present and future
    Erbas-Cakmak, Sundus
    Kolemen, Safacan
    Sedgwick, Adam C.
    Gunnlaugsson, Thorfinnur
    James, Tony D.
    Yoon, Juyoung
    Akkaya, Engin U.
    CHEMICAL SOCIETY REVIEWS, 2018, 47 (07) : 2228 - 2248
  • [10] A review on interval type-2 fuzzy logic applications in intelligent control
    Castillo, Oscar
    Melin, Patricia
    INFORMATION SCIENCES, 2014, 279 : 615 - 631