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Multiresolution data modelling for irregular data fields based on wavelets

机译:基于小波的不规则数据域多分辨率数据建模

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In many applications of scientific visualization, the data fields are so large that they are very expensive to store, transmit and render. Multiresolution offers a promising new approach for addressing these difficulties on a simple, unified way. Wavelets provide an extremely useful mathematical toolkit for hierarchically decomposing functions in ways that are both efficient and theoretically sound. This paper focuses on extension of wavelet based multiresolution to arbitrary topological data grid. Using wavelet transform, the method proposed here obtains a unique shape description of an irregular data field. A biorthogonal volume wavelet is constructed. Recursive subdivision is applied to irregular data field and leads to a collection of refinable scaling functions and hence to a sequence of nested linear spaces, as required by multiresolution. In order to overcome the subdivision connectivity restriction, an applicable method is presented to convert the completely arbitrary data field to multiresolution so that the technique for creating multiresolution can be used.
机译:在科学可视化的许多应用中,数据字段是如此之大,以至于存储,传输和渲染非常昂贵。多分辨率为以简单,统一的方式解决这些难题提供了一种有希望的新方法。小波为以高效且理论上合理的方式对函数进行层次分解提供了极为有用的数学工具包。本文着重于将基于小波的多分辨率扩展到任意拓扑数据网格。使用小波变换,此处提出的方法获得了不规则数据字段的唯一形状描述。构造双正交体小波。递归细分应用于不规则数据字段,并导致可精简的缩放函数的集合,并因此产生了多分辨率要求的一系列嵌套线性空间。为了克服细分连接的限制,提出了一种将完全任意的数据字段转换为多分辨率的适用方法,从而可以使用创建多分辨率的技术。

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