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
  • [11] Efficient tree traversal to reduce code growth in tree-based genetic programming
    Wyns, Bart
    Boullart, Luc
    [J]. JOURNAL OF HEURISTICS, 2009, 15 (01) : 77 - 104
  • [12] ANALYSIS OF THE EFFECTS OF ELITISM ON BLOAT IN LINEAR AND TREE-BASED GENETIC PROGRAMMING
    Poli, Riccardo
    McPhee, Nicholas F.
    Vanneschi, Leonardo
    [J]. GENETIC PROGRAMMING THEORY AND PRACTICE VI, 2009, : 91 - +
  • [13] Limiting Code Growth to Improve Robustness in Tree-based Genetic Programming
    Wyns, Bart
    Boullart, Luc
    De Smedt, Pieter Jan
    [J]. GECCO 2007: GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, VOL 1 AND 2, 2007, : 1763 - 1763
  • [14] Depth-control strategies for crossover in tree-based genetic programming
    Xie, Huayang
    Zhang, Mengjie
    [J]. SOFT COMPUTING, 2011, 15 (09) : 1865 - 1878
  • [15] An Analysis of the Distribution of Swapped Subtree Sizes in Tree-based Genetic Programming
    Xie, Huayang
    Zhang, Mengjie
    Andreae, Peter
    [J]. 2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 2859 - 2866
  • [16] Depth-control strategies for crossover in tree-based genetic programming
    Huayang Xie
    Mengjie Zhang
    [J]. Soft Computing, 2011, 15 : 1865 - 1878
  • [17] Tree-based Grammar Genetic Programming to Evolve Particle Swarm Algorithms
    Miranda, Pericles B. C.
    Prudencio, Ricardo B. C.
    [J]. PROCEEDINGS OF 2016 5TH BRAZILIAN CONFERENCE ON INTELLIGENT SYSTEMS (BRACIS 2016), 2016, : 25 - 30
  • [18] A Memetic Genetic Programming with Decision Tree-based Local Search for Classification Problems
    Wang, Pu
    Tang, Ke
    Tsang, Edward P. K.
    Yao, Xin
    [J]. 2011 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2011, : 917 - 924
  • [19] Compositional kernel learning using tree-based genetic programming for Gaussian process regression
    Jin, Seung-Seop
    [J]. STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2020, 62 (03) : 1313 - 1351
  • [20] Compositional kernel learning using tree-based genetic programming for Gaussian process regression
    Seung-Seop Jin
    [J]. Structural and Multidisciplinary Optimization, 2020, 62 : 1313 - 1351
12345