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中文摘要：
针对自适应tile coding算法会产生多余划分的问题,提出一种支持合并的自适应tile coding算法——MATC。该算法能够消除传统自适应tile coding算法中产生的多余划分,进一步解决连续状态空间离散化的问题。将MATC算法应用于离散动作连续状态的Mountain Car问题上,实验结果表明,该算法在学习过程中能消除传统tile coding算法的误划分所产生的不良影响,更准确地自动调整划分的精度,并更快地收敛到最佳策略。
英文摘要：
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.
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