AI Article Synopsis

  • The estimation of slowness vectors for infrasound waves is important for determining arrival direction, but topographical changes can introduce biases if sensor heights are ignored.
  • The study introduces an unbiased 3D estimation method that reduces bias but increases variance, and using a priori constraints on the slowness vector can help lower this variance while maintaining acceptable bias levels.
  • Simulations with synthetic and real data demonstrate that this constrained 3D estimator achieves an optimal balance between bias and variance, especially when accurate information about wave speed is available.

Article Abstract

The estimation of the slowness vector of infrasound waves propagating across an array is a critical process leading to the determination of parameters of interest such as the direction of arrival. The sensors of an array are often considered to be located in a horizontal plane. However, due to topography, the altitudes of the sensors are not identical and introduce a bias on the estimate if neglected. However, the unbiased 3D estimation procedure, while suppressing the bias, leads to an increase of the variance. Accounting for an a priori constraint on the slowness vector significantly reduces the variance and could therefore improve the performance of the estimation if the introduced bias by incorrect a priori information remains negligible. This study focuses on measuring the benefits of this approach with a thorough investigation of the bias and variance of the constrained 3D estimator, which is not available in the existing literature. This contribution provides such computations based on an asymptotic Gaussian approximation. Simulations are carried out to assess the theoretical results both with synthetic and real data. Thus, a constrained 3D estimator is proposed yielding the best bias/variance compromise if good knowledge of the propagation wave speed is accessible.

Download full-text PDF

Source
http://dx.doi.org/10.1121/1.4939112DOI Listing

Publication Analysis

Top Keywords

slowness vector
12
estimation slowness
8
constrained estimator
8
local propagation
4
propagation speed
4
speed constrained
4
estimation
4
constrained estimation
4
vector non-planar
4
non-planar array
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!