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Signal Reconstruction from Frame and Sampling Erasures

机译:从帧和采样擦除中重建信号

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摘要

We give some new methods for perfect reconstruction from frame and sampling erasures in a small number of steps. By bridging an erasure set we mean replacing the erased Fourier coefficients of a function with respect to a frame by appropriate linear combinations of the non-erased coefficients. We prove that if a minimal redundancy condition is satisfied bridging can always be done to make the reduced error operator nilpotent of index 2 using a bridge set of indices no larger than the cardinality of the erasure set. This results in perfect reconstruction of the erased coefficients. We also obtain a new formula for the inverse of an invertible partial reconstruction operator. This leads to a second method of perfect reconstruction from frame and sampling erasures in a small number of steps. This gives an alternative to the bridging method for many (but not all) cases. The methods we use employ matrix techniques only of the order of the cardinality of the erasure set, and are applicable to rather large finite erasure sets for infinite frames and sampling schemes as well as for finite frame theory. These methods are usually more efficient than inverting the frame operator for the remaining coefficients because the size of the erasure set is usually much smaller than the dimension of the underlying Hilbert space. Some new classification theorems for frames are obtained and some new methods of measuring redundancy are introduced based on our bridging theory.
机译:我们提供了一些新的方法,可通过少量步骤从帧擦除和采样擦除中完美重建。通过桥接擦除集,我们的意思是用未擦除系数的适当线性组合替换函数相对于帧的已擦除傅立叶系数。我们证明,如果满足最小冗余条件,则始终可以使用不大于擦除集的基数的索引桥集来进行桥接,以使索引2的减小的误差算符成为零。这导致擦除系数的完美重建。我们还获得了可逆部分重构算子的逆的新公式。这导致了第二种从帧和采样擦除中以很少的步骤进行完美重建的方法。这为许多(但不是全部)情况提供了一种桥接方法的替代方法。我们使用的方法仅采用擦除集基数顺序的矩阵技术,并且适用于无穷帧和采样方案以及有限帧理论的相当大的有限擦除集。这些方法通常比针对剩余系数求帧算符更有效,因为擦除集的大小通常比基础希尔伯特空间的尺寸小得多。根据我们的桥接理论,获得了一些新的框架分类定理,并介绍了一些测量冗余度的新方法。

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