Determination of fuzzy logic membership functions using genetic algorithms: application to structure-odor modeling

被引：9
|
作者：
Kissi, M
Ramdani, M
Tollabi, M
Zakarya, D
机构：
[1] Fac Sci & Tech, Syst Informat Reactifs & Ingn Syst Iintelligents, Mohammadia 20650, Morocco
[2] Fac Sci & Tech, UFR Chim Appl, Mohammadia 20650, Morocco
[3] UPMC, LIP6, F-75015 Paris, France
来源：
JOURNAL OF MOLECULAR MODELING | 2004年 / 10卷 / 5-6期
关键词：
fuzzy logic; structure-activity relationship; olfaction; genetic algorithms;
D O I：
10.1007/s00894-004-0200-2
中图分类号：
Q5 [生物化学]; Q7 [分子生物学];
学科分类号：
071010 ; 081704 ;
摘要：
Fuzzy logic has been used as a tool in structure-camphoraceous odor relationships. The data base studied included 99 molecules. The rules used to discriminate between camphor and non camphor molecules lead to 77% correct discrimination. Such rules account for the shape and the size of the molecule. Their adjustment by means of genetic algorithms led to 84% correct discrimination between camphor and non-camphor molecules.
引用
下载
收藏
页码：335 / 341
页数：7
相关论文
共 50 条
  • [41] Using genetic algorithms in fine-tuning of fuzzy logic controller
    Yu, JZ
    Ye, Z
    Guo, C
    1997 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT PROCESSING SYSTEMS, VOLS 1 & 2, 1997, : 597 - 601
  • [42] Tuning of a fuzzy logic power system stabilizer using genetic algorithms
    Abido, MA
    AbdelMagid, YL
    PROCEEDINGS OF 1997 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION (ICEC '97), 1997, : 595 - 599
  • [43] Genetic algorithms with variable mutation rates: Application to fuzzy logic controller design
    Pham, DT
    Karaboga, D
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART I-JOURNAL OF SYSTEMS AND CONTROL ENGINEERING, 1997, 211 (02) : 157 - 167
  • [44] Fuzzy logic control of aggregate production planning using genetic algorithms
    Hsu, HM
    Lin, YJ
    INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING-THEORY APPLICATIONS AND PRACTICE, 1999, 6 (04): : 325 - 333
  • [45] Using a hybrid genetic algorithm and fuzzy logic for metabolic modeling
    Yen, J
    Lee, B
    Liao, JC
    PROCEEDINGS OF THE THIRTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE, VOLS 1 AND 2, 1996, : 743 - 749
  • [46] Using fuzzy logic and a hybrid genetic algorithm for metabolic modeling
    Yen, J
    Lee, B
    Liao, JC
    FUZZ-IEEE '96 - PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, 1996, : 220 - 225
  • [47] Recognizing Odor Mixtures Using Optimized Fuzzy Neural Network Through Genetic Algorithms
    Kusumoputro, Benyamin
    Arsyad, Teguh P.
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2005, 9 (03) : 290 - 296
  • [48] Multidimensional membership functions in T-S fuzzy models for modelling and identification of nonlinear multivariable systems using genetic algorithms
    Miguel Adanez, Jose
    Mohammed Al-Hadithi, Basil
    Jimenez, Agustin
    APPLIED SOFT COMPUTING, 2019, 75 : 607 - 615
  • [49] Learning the membership function contexts for mining fuzzy association rules by using genetic algorithms
    Alcala-Fdez, Jesus
    Alcala, Rafael
    Jose Gacto, Maria
    Herrera, Francisco
    FUZZY SETS AND SYSTEMS, 2009, 160 (07) : 905 - 921
  • [50] Financial modelling and prediction of interest rate using fuzzy logic and genetic algorithms
    Kingham, M
    Mohammadian, M
    ANZIIS 96 - 1996 AUSTRALIAN NEW ZEALAND CONFERENCE ON INTELLIGENT INFORMATION SYSTEMS, PROCEEDINGS, 1996, : 233 - 236
12345