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Li WZ, Han X, Zhu GJ, Yin JW. Time domain turbo equalization based on vector approximate message passing for multiple-input multiple-output underwater acoustic communications. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2024; 155:854-866. [PMID: 38310609 DOI: 10.1121/10.0024608] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Accepted: 01/09/2024] [Indexed: 02/06/2024]
Abstract
This paper proposes a high-performance receiver for underwater acoustic communications based on time reversal processing for multiple-input multiple-output (MIMO) systems. The receiver employs the vector approximate message passing (VAMP) algorithm as a soft equalizer in turbo equalization. By performing self-iteration between the inner soft slicer and the inner soft equalizer, the VAMP algorithm achieves near-optimal performance. Furthermore, an iterative channel-estimation-based soft successive interference cancellation method is incorporated to suppress co-channel interference in the MIMO system. Additionally, the introduction of passive time reversal technology can combine multiple channels into a single channel, which greatly reduces the computational complexity of the MIMO system, especially for large MIMO systems. The effectiveness of the proposed receiver is verified using experimental data collected in Songhua Lake, China in 2019. The results demonstrate that the proposed receiver significantly reduces the complexity of the traditional parallel-VAMP receiver without sacrificing performance and outperforms other receivers of the same type. Moreover, our experimental results also verify that the VAMP-turbo outperforms the generalized approximate message passing (GAMP)-turbo in terms of bit error rate and convergence performance.
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Affiliation(s)
- Wei-Zhe Li
- National Key Laboratory of Underwater Acoustic Technology, Harbin Engineering University, Harbin 150001, China
- College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin 150001, China
| | - Xiao Han
- National Key Laboratory of Underwater Acoustic Technology, Harbin Engineering University, Harbin 150001, China
- Key Laboratory for Polar Acoustics and Application of Ministry of Education, Harbin Engineering University, Ministry of Education, Harbin 150001, China
| | - Guang-Jun Zhu
- National Key Laboratory of Underwater Acoustic Technology, Harbin Engineering University, Harbin 150001, China
- College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin 150001, China
| | - Jing-Wei Yin
- National Key Laboratory of Underwater Acoustic Technology, Harbin Engineering University, Harbin 150001, China
- College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin 150001, China
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Liu L, Liu W, Teng D, Xiang Y, Xuan FZ. A multiscale residual U-net architecture for super-resolution ultrasonic phased array imaging from full matrix capture data. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2023; 154:2044-2054. [PMID: 37782121 DOI: 10.1121/10.0021171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 09/12/2023] [Indexed: 10/03/2023]
Abstract
Ultrasonic phased array imaging using full-matrix capture (FMC) has raised great interest among various communities, including the nondestructive testing community, as it makes full use of the echo space to provide preferable visualization performance of inhomogeneities. The conventional way of FMC data postprocessing for imaging is through beamforming approaches, such as delay-and-sum, which suffers from limited imaging resolution and contrast-to-noise ratio. To tackle these difficulties, we propose a deep learning (DL)-based image forming approach, termed FMC-Net, to reconstruct high-quality ultrasonic images directly from FMC data. Benefitting from the remarkable capability of DL to approximate nonlinear mapping, the developed FMC-Net automatically models the underlying nonlinear wave-matter interactions; thus, it is trained end-to-end to link the FMC data to the spatial distribution of the acoustic scattering coefficient of the inspected object. Specifically, the FMC-Net is an encoder-decoder architecture composed of multiscale residual modules that make local perception at different scales for the transmitter-receiver pair combinations in the FMC data. We numerically and experimentally compared the DL imaging results to the total focusing method and wavenumber algorithm and demonstrated that the proposed FMC-Net remarkably outperforms conventional methods in terms of exceeding resolution limit and visualizing subwavelength defects. It is expected that the proposed DL approach can benefit a variety of ultrasonic array imaging applications.
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Affiliation(s)
- Lishuai Liu
- Shanghai Key Laboratory of Intelligent Sensing and Detection Technology, School of Mechanical and Power Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Wen Liu
- Shanghai Key Laboratory of Intelligent Sensing and Detection Technology, School of Mechanical and Power Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Da Teng
- Shanghai Key Laboratory of Intelligent Sensing and Detection Technology, School of Mechanical and Power Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Yanxun Xiang
- Shanghai Key Laboratory of Intelligent Sensing and Detection Technology, School of Mechanical and Power Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Fu-Zhen Xuan
- Shanghai Key Laboratory of Intelligent Sensing and Detection Technology, School of Mechanical and Power Engineering, East China University of Science and Technology, Shanghai 200237, China
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Yin J, Ge W, Han X, Guo L. Frequency-domain equalization with interference rejection combining for single carrier multiple-input multiple-output underwater acoustic communications. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2020; 147:EL138. [PMID: 32113331 DOI: 10.1121/10.0000711] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Accepted: 01/19/2020] [Indexed: 06/10/2023]
Abstract
This paper describes a three-step frequency-domain equalization scheme for multiple-input multiple-output (MIMO) underwater acoustic communication. First, an iterative least-squares channel estimation method is developed to enhance the accuracy of channel estimation in MIMO communication. The interference rejection combining method is then adopted to suppress co-channel interference based on the estimated MIMO channels. This technique exploits the correlation between the interference received through different channels. Finally, a decision feedback equalizer embedded with a digital phase-lock loop is cascaded before the final determination of equalized symbols to compensate the phase rotation. Experimental results show that the bit error rates of the proposed scheme can be several orders of magnitude lower than those of conventional frequency-domain equalization schemes.
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Affiliation(s)
- Jingwei Yin
- Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin 150001, , , ,
| | - Wei Ge
- Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin 150001, , , ,
| | - Xiao Han
- Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin 150001, , , ,
| | - Longxiang Guo
- Acoustic Science and Technology Laboratory, Harbin Engineering University, Harbin 150001, , , ,
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Song HC. Equivalence of adaptive time reversal and least squares for cross talk mitigation. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2014; 135:EL154-EL158. [PMID: 24606309 DOI: 10.1121/1.4865839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
A recent paper [H. C. Song et al., J. Acoust. Soc. Am. 127, EL19-EL22 (2010)] demonstrated adaptive time reversal (ATR) using at-sea experimental data which significantly suppressed the cross talk among users (or transmitters) over conventional time reversal. In this letter, the ATR approach is shown essentially equivalent to the least squares solution to an over-determined system.
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Affiliation(s)
- H C Song
- Scripps Institution of Oceanography, University of California, San Diego, La Jolla, California 92093-0238
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MIMO Underwater Acoustic Communications in Ports and Shallow Waters at Very High Frequency. JOURNAL OF SENSOR AND ACTUATOR NETWORKS 2013. [DOI: 10.3390/jsan2040700] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Cho SE, Song HC, Hodgkiss WS. Multiuser acoustic communications with mobile users. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2013; 133:880-890. [PMID: 23363106 DOI: 10.1121/1.4773267] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
A multiuser receiver is developed that is capable of separating receptions from independent, mobile users whose transmissions overlap in both time and frequency. With respect to any one user's Doppler corrected signal, the other communication signals appear as multiple-access interference distributed across the Doppler dimension. A previously developed receiver composed of an adaptive time-reversal processor embedded within a successive interference cancellation framework is limited to stationary users. This paper extends the receiver to properly remove the interference from moving sources by modeling the effects of Doppler through the interference cancellation receiver. The combined receiver has the ability to remove interference in both the temporal and spatial domains, and this property is shown to be preserved even when users are in motion. When applied to data collected during a recent shallow water experiment (KAM11), the receiver is shown to be capable of separating packets in a two user system where one user is moving while the other is stationary.
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Affiliation(s)
- S E Cho
- Department of Electrical and Computer Engineering, University of California, San Diego, La Jolla, California 92093-0407, USA.
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Zeng WJ, Jiang X. Time reversal communication over doubly spread channels. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2012; 132:3200-3212. [PMID: 23145604 DOI: 10.1121/1.4754524] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Conventional time reversal can mitigate multipath delay dispersion by temporal focusing. But it is not applicable to time-varying channels with a Doppler spread. Although recently time reversal communication has been adapted to time-variant channels, the modified technique requires frequent channel updates to track channel variations and cannot handle large Doppler spread, which means that it cannot achieve frequency focusing. In this paper, two time reversal receivers for underwater acoustic communications over doubly spread channels are proposed. The proposed approach, which can be interpreted as time-frequency channel matching, is based on the channel spreading function rather than impulse response adopted by the existing techniques; this leads to much less frequent channel updates. Unlike existing methods that only correct a single Doppler shift, the proposed approach uses a rake-like structure to compensate for multiple Doppler shifts and hence can eliminate severe Doppler spread induced by temporal channel variations. Simulation results verify the effectiveness of the proposed approach, indicating that it can simultaneously counteract delay and Doppler spreads, achieving both temporal and frequency focusing.
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Affiliation(s)
- Wen-Jun Zeng
- Department of Electronic Engineering, City University of Hong Kong, Kowloon, Hong Kong.
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