A parallel VLSI architecture of Kalman-filter-based algorithms for signal reconstruction

Authors
Citation
D. Massicotte, A parallel VLSI architecture of Kalman-filter-based algorithms for signal reconstruction, INTEGRATION, 28(2), 1999, pp. 185-196
Citations number
15
Categorie Soggetti
Computer Science & Engineering
Journal title
INTEGRATION-THE VLSI JOURNAL
ISSN journal
01679260 → ACNP
Volume
28
Issue
2
Year of publication
1999
Pages
185 - 196
Database
ISI
SICI code
0167-9260(199912)28:2<185:APVAOK>2.0.ZU;2-B
Abstract
The problem of improving the performance of the implementation in VLSI tech nology of Kalman-based algorithms for signal reconstruction in real time is discussed. A parallel approach is proposed to develop a systolic architect ure expressly for this specific application. We show that the autoregressiv e model of Kalman filtering for signal reconstruction is particularly adapt ed to parallel processing and is well suited for implementation. Although i ntended to improve signal reconstruction, other applications where a simila r autoregressive model of Kalman filtering is required are allowed. The per formance of the parallel architecture is validated by comparison with Motor ola's general-purpose DSP56002 digital signal for real-world spectrometric signal reconstruction. (C) 1999 Elsevier Science B.V. All rights reserved.