Matched-Field Processing Performance Under the Stochastic and Deterministic Signal Models

计算机科学 算法 信号处理 随机过程 成对比较 高斯过程 计算 高斯分布 数学优化 数学 统计 人工智能 量子力学 电信 物理 雷达
作者
Yann Le Gall,François-Xavier Socheleau,Julien Bonnel
出处
期刊:IEEE Transactions on Signal Processing [Institute of Electrical and Electronics Engineers]
卷期号:62 (22): 5825-5838 被引量:18
标识
DOI:10.1109/tsp.2014.2360818
摘要

Matched-field processing (MFP) is commonly used in underwater acoustics to estimate source position and/or oceanic environmental parameters. Performance prediction of the multisnapshot and multifrequency MFP problem is of critical importance. To this end, two signal models are usually considered: the stochastic model, which assumes that the source signal is a stochastic process, and the deterministic model, which assumes that the source signal is a deterministic quantity. The Ziv-Zakai bound (ZZB) and the method of interval errors (MIE), which both rely on the computation of a so-called pairwise error probability, proved to be useful tools for MFP performance prediction. However, only the stochastic model has been considered so far. This paper provides a method that allows to compute the pairwise error probability, hence to use the ZZB and MIE, under both the stochastic and deterministic signal models. The proposed approach, based on recent results on quadratic forms in Gaussian variables, unifies the two models under the same formalism. The results are illustrated through the computation of the ZZB and MIE performance analysis. The Bayesian and the hybrid Cramèr-Rao bounds are also given for comparison.
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