EASEA Parallelization of Tree-Based Genetic Programming

被引：0
|
作者：
Maitre, Ogier [1 ]
Querry, Stephane [1 ]
Lachiche, Nicolas [1 ]
Collet, Pierre [1 ]
机构：
[1] Univ Strasbourg, LSIIT, Image Sci Comp Sci & Remote Sensing Lab, F-67400 Illkirch Graffenstaden, France
来源：
2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC) | 2010年
关键词：
GP;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
This paper introduces the implementation of Koza-style tree-based Genetic Programming on General Purpose Graphic Processing Units (GPGPU) using the EASEA language, and shows how a GP algorithm can be easily implemented using EASEA and CUDA. Performance is first discussed on a classical toy problem taken from one of Koza's books and then on a real world problem inspired from aeronautics, that extends the results to difficult problems with large data sets.
引用
收藏
页数：8
相关论文
共 50 条
  • [21] Compositional kernel learning using tree-based genetic programming for Gaussian process regression
    Seung-Seop Jin
    [J]. Structural and Multidisciplinary Optimization, 2020, 62 : 1313 - 1351
  • [22] Concurrent constraint programming and tree-based acoustic modelling
    Neugebauer, M
    [J]. LOGIC PROGRAMMING, PROCEEDINGS, 2004, 3132 : 467 - 468
  • [23] Work-in-Progress: Toward a Robust, Reconfigurable Hardware Accelerator for Tree-Based Genetic Programming
    Crary, Christopher
    Piard, Wesley
    Chesley, Britton
    Stitt, Greg
    [J]. 2022 INTERNATIONAL CONFERENCE ON COMPILERS, ARCHITECTURE, AND SYNTHESIS FOR EMBEDDED SYSTEMS (CASES 2022), 2022, : 17 - 18
  • [24] Using FPGA Devices to Accelerate Tree-Based Genetic Programming: A Preliminary Exploration with Recent Technologies
    Crary, Christopher
    Piard, Wesley
    Stitt, Greg
    Bean, Caleb
    Hicks, Benjamin
    [J]. GENETIC PROGRAMMING, EUROGP 2023, 2023, 13986 : 182 - 197
  • [25] Implement Tree-Based Genetic Operators in GEP
    Jiang, Hua
    Kang, Lishan
    Mo, Haifang
    [J]. PROGRESS IN INTELLIGENCE COMPUTATION AND APPLICATIONS, 2008, : 72 - 75
  • [26] A Tree-based Genetic Algorithm for Distributed Database
    Li, Hongxing
    Luo, Bingzhang
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2008, : 2614 - +
  • [27] Discovering biological motifs with genetic programming - Comparing linear and tree-based representations for unaligned protein sequences
    Seehuus, Rolv
    Tveit, Amund
    Edsberg, Ole
    [J]. GECCO 2005: GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, VOLS 1 AND 2, 2005, : 401 - 408
  • [28] Multi-Objective Memetic Algorithms with Tree-Based Genetic Programming and Local Search for Symbolic Regression
    Jiayu Liang
    Yu Xue
    [J]. Neural Processing Letters, 2021, 53 : 2197 - 2219
  • [29] Tree-based genetic programming approach to infer microphysical parameters of the DSDs from the polarization diversity measurements
    Islam, Tanvir
    Rico-Ramirez, Miguel A.
    Han, Dawei
    [J]. COMPUTERS & GEOSCIENCES, 2012, 48 : 20 - 30
  • [30] Generalisation of the Limiting Distribution of Program Sizes in Tree-based Genetic Programming and Analysis of its Effects on Bloat
    Dignum, Stephen
    Poli, Riccardo
    [J]. GECCO 2007: GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, VOL 1 AND 2, 2007, : 1588 - 1595
12345