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10th Pacific Rim International Symposium on Dependable Computing (PRDC'04)
Protecting Wavelet Lifting Transforms
Papeete, Tahiti, French Polynesia
March 03-March 05
ISBN: 0-7695-2076-6
G. Robert Redinbo, University of California at Davis
Cung Nguyen, University of California at Davis
Wavelet transforms are the central to many applications in image processing and data compression. They have banks of multi-rate filters that are difficult to protect from computer-induced numerical errors. An efficient algorithm-based fault tolerance approach is proposed for detecting arithmetic errors in the output data. Concurrent weighted parity values are designed to detect the effects of a single numerical error within the transform structure. The parity calculations use weighted sums of data, where the input parity weighting is related to the weighting used on the output data. Each parity computation is properly viewed as an inner product between weighting values and the data motivating the use of dual space functionals related to the error gain matrices that describe error propagations to the output. The parity weighting values are defined by a combination of dual space functionals. An iterative procedure for evaluating the design of the parity weights has been incorporated in Matlab code.
Index Terms:
Wavelet transforms, concurrent error detection, weighted sum parity, real number codes, algorithm-based fault tolerance, error gain matrices, dual space functionals, bi-orthogonality.
Citation:
G. Robert Redinbo, Cung Nguyen, "Protecting Wavelet Lifting Transforms," prdc, pp.227-236, 10th Pacific Rim International Symposium on Dependable Computing (PRDC'04), 2004
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