Looking for breakthrough ideas for innovation challenges? Try Patsnap Eureka!

Meshless DOA estimation method based on sparse linear array and interpolation virtual transformation technology

A virtual transformation and gridless technology, applied in the field of signal processing, can solve the problems of unacceptable computing cost, estimation deviation affecting estimation performance, etc., and achieve the effect of ensuring resolution, computing efficiency and stable estimation performance

Pending Publication Date: 2022-08-09
XIDIAN UNIV
View PDF0 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

In fact the positions of the target signal sources lie in a continuous infinite set of angles, so the assumption only holds when the size of the set tends to infinity, which leads to an unacceptable computational cost
Therefore, the sparse DOA estimation method will inevitably bring estimation bias and affect the estimation performance to a large extent.

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Meshless DOA estimation method based on sparse linear array and interpolation virtual transformation technology
  • Meshless DOA estimation method based on sparse linear array and interpolation virtual transformation technology
  • Meshless DOA estimation method based on sparse linear array and interpolation virtual transformation technology

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0052] For the application of DOA (Direct of Arrival, direction of arrival) estimation in practical systems, the sparse aperture array has the same high resolution of direction finding and higher resolution than the dense array of the same aperture due to the widening of the spacing of the array elements. The advantage of low complexity has attracted the attention of many scholars. However, due to improper design of the sparse array, it will bring about high spatial side lobes and grating lobes, which will cause the performance of the direction finding method to degrade or even fail completely. Although the traditional gridless DOA estimation method has the advantages that the direction finding accuracy is not affected by the grid accuracy and the direction finding speed is fast, but it is usually based on a uniform dense array under ideal conditions, and its practical application to a sparse array is still limited. To be studied.

[0053] See figure 1 , figure 1 It is a sc...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention discloses a meshless DOA (Direction of Arrival) estimation method by combining a sparse linear array with an interpolation virtual transformation technology, which comprises the following steps of: establishing an array signal model of the sparse linear array by a receiving end by adopting array type arrangement of the sparse linear array; calculating according to the array signal model to obtain a first receiving data covariance matrix R of the array; performing interpolation virtual transformation on the first received data covariance matrix R to obtain a virtual covariance matrix, and performing nuclear norm minimization solution on the virtual covariance matrix to obtain an interpolation virtual array covariance matrix T (u); vandermonde decomposition is carried out on the interpolation virtual array covariance matrix T (u) to obtain an estimation frequency F, and a direction-of-arrival estimation value is obtained according to the estimation frequency F. According to the method, the optimization problem is designed based on the idea of interpolation virtual array signal covariance matrix T reconstruction, space grid points do not need to be defined in advance in the optimization problem design process, grid-free direction of arrival estimation is achieved, and meanwhile the resolution and calculation efficiency of direction of arrival estimation are guaranteed.

Description

technical field [0001] The invention belongs to the technical field of signal processing, and in particular relates to a gridless DOA estimation method using a sparse linear array combined with an interpolation virtual transformation technology. Background technique [0002] Facing the needs of accurate estimation of the direction of arrival of radiation sources in complex electromagnetic environments, the sparse aperture array has the advantage of lower complexity compared with the dense array of the same aperture due to the widening of the distance between the array elements. , which has attracted the attention of many scholars. However, due to improper design of the sparse array, it will bring about high spatial side lobes and grating lobes, which will cause the performance of the direction finding method to degrade or even fail completely. Although the traditional gridless DOA estimation method has the advantages that the direction finding accuracy is not affected by th...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
IPC IPC(8): G01S3/14G06F17/16
CPCG01S3/14G06F17/16Y02D30/70
Inventor 曾操杨茹张玉洪李世东陶海红许京伟王正海
Owner XIDIAN UNIV
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Patsnap Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Patsnap Eureka Blog
Learn More
PatSnap group products