Fuzzy logic - A modern perspective

被引：67

作者：

Yen, J ^{[1
]}

机构：

[1] Texas A&M Univ, Dept Comp Sci, College Stn, TX 77843 USA

来源：

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING | 1999年 / 11卷 / 01期

基金：

美国国家科学基金会;

关键词：

fuzzy logic; artificial intelligence; approximate reasoning; possibility theory; reasoning under uncertainty; fuzzy rules; function approximation; model identification; soft computing;

D O I：

10.1109/69.755624

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Traditionally, fuzzy logic (FL) has been viewed in the artificial intelligence (Al) community as an approach for managing uncertainty. In the 1990s, however, fuzzy logic has emerged as a paradigm for approximating a functional mapping. This complementary modern view about the technology offers new insights about the foundation of fuzzy logic, as well as new challenges regarding the identification of fuzzy models. In this paper, we will first review some of the major milestones in the history of developing fuzzy logic technology. After a short summary of major concepts in fuzzy logic, we discuss a modern view about the foundation of two types of fuzzy rules. Finally, we review some of the research in addressing various challenges regarding automated identification of fuzzy rule-based models.

引用

页码：153 / 165

页数：13

共 50 条

[1] Fuzzy logic-a personal perspective
Zadeh, Lotfi A.
FUZZY SETS AND SYSTEMS, 2015, 281 : 4 - 20
[2] Application of Fuzzy Logic in Modern Landfills
Abdallah, Mohamed
Petriu, Emil
Kennedy, Kevin
Narbaitz, Roberto
Warith, Mostafa
2011 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE FOR MEASUREMENT SYSTEMS AND APPLICATIONS (CIMSA), 2011, : 23 - 28
[3] Fuzzy logic programming
Ebrahim, R
FUZZY SETS AND SYSTEMS, 2001, 117 (02) : 215 - 230
[4] Modern log wood boiler with fuzzy logic control
Hasler, P
BIOMASS FOR ENERGY AND INDUSTRY, 1998, : 1441 - 1444
[5] Unmanned vehicle navigation and control: A fuzzy logic perspective
Valavanis, Kimon P.
2006 INTERNATIONAL SYMPOSIUM ON EVOLVING FUZZY SYSTEMS, PROCEEDINGS, 2006, : 200 - 207
[6] Description of Quantum Physics from the Perspective of Fuzzy Logic
Kochan, Metin
HITIT THEOLOGY JOURNAL, 2024, 23 (01): : 300 - 335
[7] A MODERN APPROACH FOR INTELLIGENT INTERSECTION TRAFFIC CONTROL WITH FUZZY LOGIC
Zendehdel, Nadia
Pishkoohi, Abolfazl Ahmadi
ADVANCES AND APPLICATIONS IN MATHEMATICAL SCIENCES, 2018, 17 (06): : 429 - 443
[8] A power quality perspective to system operational diagnosis using fuzzy logic and adaptive techniques
Ibrahim, WRA
Morcos, MM
IEEE TRANSACTIONS ON POWER DELIVERY, 2003, 18 (03) : 903 - 909
[9] Soft computing, fuzzy logic, and artificial intelligence
D. Dubois
H. Prade
Soft Computing, 1998, 2 (1) : 7 - 11
[10] Integration of Fuzzy Logic in Analogical Reasoning: A Prototype
Colombo, Moreno
D'Onofrio, Sara
Portmann, Edy
2020 IEEE 16TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTER COMMUNICATION AND PROCESSING (ICCP 2020), 2020, : 5 - 11

← 1 2 3 4 5 →