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
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
  • [1] Recursion in tree-based genetic programming
    Alexandros Agapitos
    Michael O’Neill
    Ahmed Kattan
    Simon M. Lucas
    [J]. Genetic Programming and Evolvable Machines, 2017, 18 : 149 - 183
  • [2] Recursion in tree-based genetic programming
    Agapitos, Alexandros
    O'Neill, Michael
    Kattan, Ahmed
    Lucas, Simon M.
    [J]. GENETIC PROGRAMMING AND EVOLVABLE MACHINES, 2017, 18 (02) : 149 - 183
  • [3] Memory with Memory in Tree-Based Genetic Programming
    Poli, Riccardo
    McPhee, Nicholas F.
    Citi, Luca
    Crane, Ellery
    [J]. GENETIC PROGRAMMING, 2009, 5481 : 25 - +
  • [4] On the Architecture and Implementation of Tree-based Genetic Programming in HeuristicLab
    Kommenda, Michael
    Kronberger, Gabriel
    Wagner, Stefan
    Winkler, Stephan
    Affenzeller, Michael
    [J]. PROCEEDINGS OF THE FOURTEENTH INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTATION COMPANION (GECCO'12), 2012, : 101 - 108
  • [5] Tag-based Modularity in Tree-based Genetic Programming
    Spector, Lee
    Harrington, Kyle
    Helmuth, Thomas
    [J]. PROCEEDINGS OF THE FOURTEENTH INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2012, : 815 - 822
  • [6] Bottom-Up Tree Evaluation in Tree-Based Genetic Programming
    Li, Geng
    Zeng, Xiao-Jun
    [J]. ADVANCES IN SWARM INTELLIGENCE, PT 1, PROCEEDINGS, 2010, 6145 : 513 - 522
  • [7] An analysis of depth of crossover points in tree-based Genetic Programming
    Xie, Huayang
    Zhang, Mengjie
    Andreae, Peter
    [J]. 2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS, 2007, : 4561 - 4568
  • [8] Tree-based software quality classification using genetic programming
    Liu, Y
    Khoshgoftaar, T
    [J]. NINTH ISSAT INTERNATIONAL CONFERENCE ON RELIABILITY AND QUALITY IN DESIGN, 2003 PROCEEDINGS, 2003, : 183 - 188
  • [9] On the limiting distribution of program sizes in tree-based genetic programming
    Poli, Riccardo
    Langdon, William B.
    Dignum, Stephen
    [J]. GENETIC PROGRAMMING, PROCEEDINGS, 2007, 4445 : 193 - +
  • [10] Efficient tree traversal to reduce code growth in tree-based genetic programming
    Bart Wyns
    Luc Boullart
    [J]. Journal of Heuristics, 2009, 15 : 77 - 104