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Synthesis of two-dimensional fractional brownian motion via circulant embedding

机译:通过循环嵌入来合成二维分数褐色运动

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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)是一种代表各种自然现象的有用模型,其综合是文学中感兴趣的话题。本文介绍了一种基于循环嵌入方法产生二维FBM的算法。虽然在模拟一维FBM时已经证明了这种方法,但其分为二维的延伸并不直接。为了解决问题,我们使用循环嵌入作为合成FBM的二阶增量的精确方法,并通过频域中集成恢复所需的FBM。使用二阶增量的优点是它的直接可扩展性与任何维度。实验结果表明,与FBM的理论统计相比,该方法有效地快速快速速度,提供可接受的结果。

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