Abstract
It is well-known that the traditional Chinese remainder theorem (CRT) is not robust in the sense that a small error in a remainder may cause a large reconstruction error. A robust CRT was recently proposed for a special case when the greatest common divisor (gcd) of all the moduli is more than 1 and the remaining integers factorized by the gcd are co-prime. It basically says that the reconstruction error is upper bounded by the remainder error level τ if τ is smaller than a quarter of the gcd of all the moduli. In this paper, we consider the robust reconstruction problem for a general set of moduli. We first present a necessary and sufficient condition on the remainder errors with a general set of moduli and also a corresponding robust reconstruction method. This can be thought of as a single-stage robust CRT. We then propose a two-stage robust CRT by grouping the moduli into several groups as follows. First, the single-stage robust CRT is applied to each group. Then, with these robust reconstructions from all the groups, the single-stage robust CRT is applied again across the groups. This is easily generalized to multi-stage robust CRT. With this two-stage robust CRT, the robust reconstruction holds even when the remainder error level τ is above the quarter of the gcd of all the moduli, and an algorithm on how to group a set of moduli for a better reconstruction robustness is proposed in some special cases.
| Original language | English |
|---|---|
| Article number | 6856156 |
| Pages (from-to) | 4772-4785 |
| Number of pages | 14 |
| Journal | IEEE Transactions on Signal Processing |
| Volume | 62 |
| Issue number | 18 |
| DOIs | |
| Publication status | Published - 15 Sept 2014 |
| Externally published | Yes |
Keywords
- Chinese remainder theorem
- frequency estimation from undersamplings
- greatest common divisor
- moduli
- robustness
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