Parallel hardware implementation of cellular learning automata based evolutionary computing (CLA-EC) on FPGA

被引：0
|
作者：
Hariri, A [1 ]
Rastegar, R [1 ]
Zamani, MS [1 ]
Meybodi, MR [1 ]
机构：
[1] Amirkabir Univ Technol, Tehran, Iran
来源：
FCCM 2005: 13TH ANNUAL IEEE SYMPOSIUM ON FIELD-PROGRAMMABLE CUSTOM COMPUTING MACHINES, PROCEEDINGS | 2005年
关键词：
D O I：
暂无
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
The CLA-EC is a model obtained by combining the concepts of cellular learning automata and evolutionary algorithms. The parallel structure of the CLA-EC makes it suitable for hardware-based applications including evolvable hardware. In this paper, based on the SIMD model, a parallel architecture is proposed and implemented on FPGA. Simulation results show that the proposed architecture can solve optimization problems thousands times faster than the sequential implementations.
引用
收藏
页码：311 / 313
页数：3
相关论文
共 48 条
  • [21] BloomCA: A Memory Efficient Reservoir Computing Hardware Implementation Using Cellular Automata and Ensemble Bloom Filter
    Liang, Dehua
    Hashimoto, Masanori
    Awano, Hiromitsu
    [J]. PROCEEDINGS OF THE 2021 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION (DATE 2021), 2021, : 587 - 590
  • [22] A clustering algorithm using cellular learning automata based evolutionary algorithm
    Rastegar, R
    Rahmati, M
    Meybodi, MR
    [J]. ADAPTIVE AND NATURAL COMPUTING ALGORITHMS, 2005, : 144 - 150
  • [23] A New Evolutionary Model Based on Cellular Learning Automata and Chaos Theory
    Zarei, Bagher
    Meybodi, Mohammad Reza
    Masoumi, Behrooz
    [J]. NEW GENERATION COMPUTING, 2022, 40 (01) : 285 - 310
  • [24] A New Evolutionary Model Based on Cellular Learning Automata and Chaos Theory
    Bagher Zarei
    Mohammad Reza Meybodi
    Behrooz Masoumi
    [J]. New Generation Computing, 2022, 40 : 285 - 310
  • [25] FPGA Implementation of Random Vector Functional Link Networks based on Elementary Cellular Automata
    Moran, Alejandro
    Canals, Vincent
    Roca, Miquel
    Isern, Eugeni
    Rossello, Josep L.
    [J]. 2020 XXXV CONFERENCE ON DESIGN OF CIRCUITS AND INTEGRATED SYSTEMS (DCIS), 2020,
  • [26] Parallel Implementation of Triangular Cellular Automata for Computing Two-Dimensional Elastodynamic Response on Arbitrary Domains
    Leamy, Michael J.
    Springer, Adam C.
    [J]. VIBRATION PROBLEMS ICOVP 2011, 2011, 139 : 731 - 736
  • [27] Hardware Architecture and FPGA Implementation of a Parallel Elitism-based Compact Genetic Algorihm
    Jewajinda, Yutana
    Chongstitvatana, Prabhas
    [J]. TENCON 2009 - 2009 IEEE REGION 10 CONFERENCE, VOLS 1-4, 2009, : 1606 - +
  • [28] A parallel computing architecture based on cellular automata for hydraulic analysis of water distribution networks
    Suvizi, Ali
    Farghadan, Azim
    Zamani, Morteza Saheb
    [J]. JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2023, 178 (11-28) : 11 - 28
  • [29] A fuzzy clustering algorithm using cellular learning automata based evolutionary algorithm
    Rastegar, R
    Arasteh, AR
    Hariri, A
    Meybodi, MR
    [J]. HIS'04: FOURTH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS, PROCEEDINGS, 2005, : 310 - 314
  • [30] An associative memory-based learning model with an efficient hardware implementation in FPGA
    Ahmadi, Ali
    Mattausch, Hans Juergen
    Abedin, M. Anwarul
    Saeidi, Mahmoud
    Koide, Tetsushi
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (04) : 3499 - 3513
12345