Generalized multiple attractor cellular automata (GMACA) model for associative memory

被引:14
|
作者
Ganguly, N [1 ]
Maji, P [1 ]
Sikdar, BK [1 ]
Chaudhuri, PP [1 ]
机构
[1] IISWBM, Ctr Comp, Kolkata 700073, W Bengal, India
关键词
cellular automata; GA; edge of chaos; pattern recognition;
D O I
10.1142/S0218001402001988
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper reports an efficient technique of evolving Cellular Automata (CA) as an associative memory model. The evolved CA termed as GMACA (Generalized Multiple Attractor Cellular Automata), acts as a powerful pattern recognizer. Detailed analysis of GMACA rules establishes the fact that the rule subspace of the pattern recognizing CA lies at the edge of chaos - believed to be capable of executing complex computation.
引用
收藏
页码:781 / 795
页数:15
相关论文
共 50 条
  • [1] On Characterization of Attractor Basins of Fuzzy Multiple Attractor Cellular Automata
    Maji, Pradipta
    [J]. FUNDAMENTA INFORMATICAE, 2008, 86 (1-2) : 143 - 168
  • [2] Use of Multiple Attractor Cellular Automata for Dimension Reduction
    Peldek, Serkan
    Becerikli, Yesar
    [J]. 2017 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), 2017, : 775 - 780
  • [3] Multiple attractor cellular automata for hierarchical diagnosis of VLSI circuits
    Sikdar, BK
    Ganguly, N
    Karmakar, A
    Chowdhury, SS
    Chaudhuri, PP
    [J]. 10TH ASIAN TEST SYMPOSIUM, PROCEEDINGS, 2001, : 385 - 390
  • [4] Theory and application of multiple attractor cellular automata for fault diagnosis
    Paul, K
    Roy, A
    Nandi, PK
    Roy, BN
    Purkayastha, MD
    Chattopadhyay, S
    Chaudhuri, PP
    [J]. SEVENTH ASIAN TEST SYMPOSIUM (ATS'98), PROCEEDINGS, 1998, : 388 - 392
  • [5] Error correcting capability of cellular automata based associative memory
    Maji, P
    Ganguly, N
    Chaudhuri, PP
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2003, 33 (04): : 466 - 480
  • [6] Fuzzy Cellular Automata based associative memory for pattern recognition
    Maji, P
    Chaudhuri, PP
    [J]. 2005 INTERNATIONAL CONFERENCE ON INTELLIGENT SENSING AND INFORMATION PROCESSING, PROCEEDINGS, 2005, : 284 - 289
  • [7] Capacity of optical associative memory using a terminal attractor model
    Lin, X
    Ohtsubo, J
    Mori, M
    [J]. OPTICS COMMUNICATIONS, 1998, 146 (1-6) : 49 - 54
  • [9] Design and characterization of cellular automata based associative memory for pattern recognition
    Ganguly, N
    Maji, P
    Sikdar, BK
    Chaudhuri, PP
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (01): : 672 - 679
  • [10] On the Undecidability of Attractor Properties for Cellular Automata
    Di Lena, Pietro
    Margara, Luciano
    [J]. FUNDAMENTA INFORMATICAE, 2012, 115 (01) : 75 - 85