Channel estimation method of steel penetration system

Patent metadata

Field	Value
Publication number	US-11153124-B2
Application number	US-202017265843-A
Country	US
Kind code	B2
Filing date	Jul 9, 2020
Priority date	Nov 29, 2019
Publication date	Oct 19, 2021
Grant date	Oct 19, 2021

Abstract

A channel estimation method of a steel penetration system is configured to reduce computational complexity and required memory. The method includes: reconstructing, at a receiving end, a channel estimation with a compressed-sensing sparse reconstruction algorithm according to a received pilot signal to obtain estimation values of a channel state response of the steel penetration system; and equalizing a received signal of the receiving end according to the estimation values of the channel state response to obtain an equalized signal.

First claim

What is claimed is:

1. A channel estimation method of a steel penetration system, comprising:
reconstructing, at a receiving end, a channel estimation with a compressed-sensing sparse reconstruction algorithm according to a received pilot signal to obtain estimation values of a channel state response of the steel penetration system; and
equalizing a received signal of the receiving end according to the estimation values of the channel state response to obtain an equalized signal;
wherein before the step of reconstructing, at the receiving end, the channel estimation with the compressed-sensing sparse reconstruction algorithm according to the received pilot signal to obtain the estimation values of the channel state response of the steel penetration system, the channel estimation method further comprises:
determining, at a transmitting end, an insertion mode and an insertion interval of a pilot frequency;
determining an insertion position of the pilot frequency according to the insertion mode and the insertion interval of the pilot frequency; and
inserting the pilot frequency into an orthogonal frequency division multiplexing signal of a transmitted signal according to the insertion position of the pilot frequency, and transmitting the orthogonal frequency division multiplexing signal with the pilot frequency;
wherein when the insertion mode and the insertion interval of the pilot frequency are determined to obtain a pilot-frequency selection matrix, the pilot-frequency selection matrix has a restricted isometry property after multiplied by a Fourier transformation matrix;
the pilot-frequency selection matrix, the transmitted signal, and the received signal have the following relationship:
PXFh=Φ h=PY;

wherein P represents the pilot-frequency selection matrix;
Y represents the received signal;
X represents the transmitted signal;
PX represents a transmitted pilot signal;
PY represents the received pilot signal;
F represents the Fourier transformation matrix, wherein the Fourier transformation matrix is a sparse matrix for varying a channel state response value h from a time domain to a frequency domain H; and
Φ represents a sensing matrix;
wherein the step of reconstructing, at the receiving end, the channel estimation with the compressed-sensing sparse reconstruction algorithm according to the received pilot signal to obtain the estimation values of the channel state response of the steel penetration system comprises:
A1, calculating inner products of the sensing matrix Φ and the received pilot signal PY, and selecting first L inner products in a descending order, wherein L has a value between 1 and a maximum sparsity K;
A2, representing the received pilot signal PY by y: y=Φh, forming a matrix Φ t by columns of the sensing matrix corresponding to the L inner products, and obtaining an estimation value of the channel state response value h using a least square principle: ĥ t =(Φ t T Φ t ) −1 Φ t T y, wherein a superscript T represents a matrix transposition, and a subscript t represents a current iteration number;
A3, determining a residual error r t , wherein r t is represented as: r t =y−Φ t (Φ t T Φ t ) −1 Φ t T y; and
A4, judging whether the current iteration number t is less than the maximum sparsity K, if the current iteration number t is less than the maximum sparsity K, returning to step A1 to continue execution, and changing step A1 into a step of calculating the inner products of the sensing matrix Φ and the residual error r t if the current iteration number t is more than or equal to the maximum sparsity K, reconstructing an obtained h, wherein the obtained h is ĥ t obtained by current iteration, and obtaining the estimation values of the channel state response H utilizing H=Fĥ;
wherein the step of equalizing the received signal of the receiving end according to the estimation values of the channel state response to obtain the equalized signal comprises:
equalizing the received signal of the receiving end according to the formula Y′=Y×H to obtain the equalized signal Y′, wherein Y represents the received signal, and H represents the estimation values of the channel state response;
wherein the channel state response value H(n+1) at an (n+1)th iteration is represented as:
H ( n+ 1)= H ( n )+μ× e×Y′,

wherein H(n) represents the channel state response value at an nth iteration; μ represents a learning rate; e represents a deviation, e=Y−Y′.

2. The channel estimation method according to claim 1 , wherein the steel penetration system comprises:
a transmitting-end signal processing module, wherein a transmitting-end ultrasonic transducer connected with the transmitting-end signal processing module, a metal plate connected with the transmitting-end ultrasonic transducer, a receiving-end ultrasonic transducer connected with the metal plate, and a receiving-end signal processing module connected with the receiving-end ultrasonic transducer;
the ultrasonic transducers are stuck to the metal plate with a coupling agent;
the transmitting-end ultrasonic transducer and the receiving-end ultrasonic transducer are mounted coaxially and symmetrically at two sides of the metal plate.

3. The channel estimation method according to claim 2 , further comprising:
performing a frequency sweeping test on a channel propagation model of the steel penetration system, and determining sizes of the transmitting-end ultrasonic transducer, the receiving-end ultrasonic transducer, the coupling agent and the metal plate according to a test result.

4. The channel estimation method according to claim 3 , further comprising:
building the channel propagation model of the steel penetration system based on material characteristics of the transmitting-end ultrasonic transducer, the receiving-end ultrasonic transducer, the coupling agent, and the metal plate.

Assignees

• Univ Beijing Science & Technology

Inventors

• Liu Tao
• Zhang Hongwei
• Liu Jiajia

Classifications

• H04L25/022 Primary

  of frequency response · CPC title

• H04L25/0224 Primary

  using sounding signals · CPC title

• H04L25/0242

  using matrix methods · CPC title

• H04L25/0226

  sounding signals per se · CPC title

• H04B17/391

  Modelling the propagation channel · CPC title