SELF-ORGANIZING SENSORY MAPS IN ODOR CLASSIFICATION MIMICKING

被引:16
作者
DAVIDE, FAM [1 ]
DINATALE, C [1 ]
DAMICO, A [1 ]
机构
[1] UNIV ROMA TOR VERGATA,DIPARTIMENTO INGN ELETTRON,I-00133 ROME,ITALY
关键词
ARTIFICIAL OLFACTION; SELF-ORGANIZING MAP; VLSI NEURAL NETWORKS; HYBRID NEUROCOMPUTING; OPTICS AND MICROMACHINING;
D O I
10.1016/0956-5663(95)96807-B
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
A system for artificial olfaction is introduced, which is composed of a sensor array for gas sensing and a self-organising artificial neural network. A detailed reformulation of the most effective Self-Organising sensory Map (SOM)-based algorithms for odour classification and other applications is provided. An opto-electronic micromachined implementation of the neural network is introduced, which employs a novel hybrid mechanism for activating neural groups, avoiding fabricated cloning templates hardware.
引用
收藏
页码:203 / 218
页数:16
相关论文
共 27 条
[1]  
AKERS LA, 1990, INTRO NEURAL ELECTRO
[2]   THE CNN PARADIGM [J].
CHUA, LO ;
ROSKA, T .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1993, 40 (03) :147-156
[3]  
DAVIDE F, 1993, SEP P INT WORKSH NEW
[4]   SELF-ORGANIZING MULTISENSOR SYSTEMS FOR ODOR CLASSIFICATION - INTERNAL CATEGORIZATION, ADAPTATION AND DRIFT REJECTION [J].
DAVIDE, FAM ;
DINATALE, C ;
DAMICO, A .
SENSORS AND ACTUATORS B-CHEMICAL, 1994, 18 (1-3) :244-258
[5]   ACQUISITION AND RETENTION OF VERBAL ASSOCIATIONS TO OLFACTORY AND ABSTRACT VISUAL-STIMULI OF VARYING SIMILARITY [J].
DAVIS, RG .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN LEARNING AND MEMORY, 1977, 3 (01) :37-51
[6]  
EDELMAN G, 1990, SIGNAL SENSE LOCAL G
[7]   SELF-ORGANIZING MAPS - STATIONARY STATES, METASTABILITY AND CONVERGENCE RATE [J].
ERWIN, E ;
OBERMAYER, K ;
SCHULTEN, K .
BIOLOGICAL CYBERNETICS, 1992, 67 (01) :35-45
[8]   A CLASS-MODELING TECHNIQUE BASED ON POTENTIAL FUNCTIONS [J].
FORINA, M ;
ARMANINO, C ;
LEARDI, R ;
DRAVA, G .
JOURNAL OF CHEMOMETRICS, 1991, 5 (05) :435-453
[9]  
GEFEN Y, 1981, DISORDERED SYSTEMS L
[10]  
Glesner M., 1994, NEUROCOMPUTERS