Journal on Communications ›› 2015, Vol. 36 ›› Issue (2): 186-192.doi: 10.11959/j.issn.1000-436x.2015047

• Academic papers • Previous Articles     Next Articles

Mergeable adaptive tile coding method

Meng-yu SHI1,Quan LIU1,2,Qi-ming FU1   

  1. 1 School of Computer Science and Technology,Soochow University,Suzhou 215006,China
    2 Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education,Jilin University,Changchun 130012,China
  • Online:2015-02-25 Published:2017-06-27
  • Supported by:
    The National Natural Science Foundation of China;The National Natural Science Foundation of China;The National Science Foundation of Jiangsu Province

Abstract:

In order to solve many unnecessary division,mergence supported adaptive tile coding algorithm was presented which would eliminate the unnecessary division.Simulation is conducted on mountain car problem with discrete actions and continuous state space Results show that the proposed method can eliminate the influence of false division in the traditional tile coding method and achieve a more accurate adaptive partition of continuous state space.A higher convergence rate is achieved at the same time.

Key words: continuous space, discretization, reinforcement learning, adaptive; tile coding

No Suggested Reading articles found!