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Synthesis of two-dimensional fractional brownian motion via circulant embedding

机译:通过循环嵌入合成二维分数布朗运动

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Fractional Brownian motion (fBm) is a useful model to represent various natural phenomena and its synthesis has been a topic of interest in literature. This paper presents an algorithm to generate two-dimensional fBm based on circulant embedding method. Although this method has been proven in simulating one-dimensional fBm, its extension into two-dimensional is not straightforward. To solve the problem, we use circulant embedding as an exact method to synthesize the second-order increments of fBm, and recover the desired fBm via integration in frequency domain. The advantage of using second-order increments is its direct extensibility to any dimension. Experimental results show that the proposed method works efficiently fast and offers acceptable results when compared to the theoretical statistics of fBm.
机译:分数布朗运动(fBm)是表示各种自然现象的有用模型,其合成已成为文学界关注的话题。提出了一种基于循环嵌入的二维fBm生成算法。尽管此方法已在模拟一维fBm中得到了证明,但将其扩展为二维并不是一件容易的事。为了解决这个问题,我们使用循环嵌入作为一种精确的方法来合成fBm的二阶增量,并通过频域积分来恢复所需的fBm。使用二阶增量的优点是可以直接扩展到任何维度。实验结果表明,与fBm的理论统计相比,该方法工作效率高,结果令人满意。

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