Title :
Efficient fault protection of block gradient-based adaptive filters
Author :
Lin, Liangkung ; Redinbo, G. Robert
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Davis, CA, USA
Abstract :
Adaptive FIR filters are important in modern digital signal processing applications, and many situations require significant computational power attainable only through multi-processor configurations. Various block processing techniques have been proposed as viable alternatives to the sequential implementations to achieve the high throughput rate and reduce the effect of finite word length. While there are algorithm-based fault-tolerant techniques for protecting general digital signal processing systems against temporary/permanent failures, the specific features and requirements of the adaptive filtering systems have been largely ignored in the fault tolerance literature. By identifying common operations among different block adaptive filtering algorithms, however most operations of a particular algorithm can be protected with reasonably low-cost. We present a fine-grained approach, a highly efficient implementation of the well-known checksum encoding scheme, for protecting block adaptive filters. Through properly partitioning the input data, checksums for a parallel adaptive FIR filter can be calculated with reduced complexity. Computational and hardware overhead of the proposed scheme are analyzed, and shown to be proportional to the total number of partitioned submatrices
Keywords :
FIR filters; adaptive filters; computational complexity; encoding; fault tolerant computing; signal processing; FIR filters; block adaptive filtering algorithms; block gradient-based adaptive filters; block processing techniques; checksums; complexity; computational power; digital signal processing applications; encoding scheme; fault protection; fault-tolerant techniques; fine-grained approach; finite word length; sequential implementations; Adaptive filters; Digital signal processing; Encoding; Fault tolerant systems; Filtering algorithms; Finite impulse response filter; Partitioning algorithms; Power system protection; Signal processing algorithms; Throughput;
Conference_Titel :
Parallel and Distributed Systems, 1996. Proceedings., 1996 International Conference on
Conference_Location :
Tokyo
Print_ISBN :
0-8186-7267-6
DOI :
10.1109/ICPADS.1996.517583