A Distributed and Parallel Accelerator Design for 3-D Acoustic Imaging on FPGA-Based Systems
文献类型：期刊论文
| 作者 | Zhao, Dongdong3; Mao, Weibo3; Chen, Peng3; Hu, Yingtian2; Liang, Haoran3; Dang, Yuanjie3; Liang, Ronghua3; Guo, Xinxin1
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| 刊名 | IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS
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| 出版日期 | 2024-05-01 |
| 卷号 | 43期号:5页码:1401-1414 |
| 关键词 | Imaging Sonar Array signal processing Ultra wideband technology Computer architecture Transducers Acoustic beams 3-D acoustic imaging algorithm-hardware co-designed distributed and parallel architecture fieldprogrammable gate array (FPGA)-based accelerator |
| ISSN号 | 0278-0070 |
| DOI | 10.1109/TCAD.2023.3340128 |
| 英文摘要 | 3-D imaging sonar is crucial in the exploration of marine resources, and the development of portable device with high-imaging quality and high-real-time performance is the general trend. However, traditional framework methods are limited by the huge amount of computation brought by high-quality imaging, making it difficult to implement in engineering. To address this issue, we develop 3-D real-time sonar system in an algorithm-hardware co-designed way. An ultrawideband distributed and parallel subarray beamforming algorithm (UWB-DPS) is proposed for 3-D acoustic imaging. This is a multistage array time-frequency beamforming method under a distributed parallel computing architecture. Based on this, we propose field-programmable gate array (FPGA)-based accelerator. It divides a large sonar receiving planar array into multiple parallel subarrays, and complete the beamforming in two stages, which can reduce the calculation load and speeds up 3-D imaging. For engineering implementation, we optimized the sparseness of the planar transducer array, with a sparse rate as high as 97.7%. The experimental results show that the calculation amount of the proposed UWB-DPS algorithm is reduced to 1/5.7 of the traditional framework algorithm, the imaging performance is effectively improved, and the FPGA-based accelerator outperforms the CPU software implementation by 935 $\times $ . |
| WOS关键词 | SPARSE ARRAYS ; DATA-FLOW ; SONAR ; OPTIMIZATION ; ARCHITECTURE |
| 资助项目 | National Science Foundation of China |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:001225897600007 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 资助机构 | National Science Foundation of China |
| 源URL | [http://ir.idsse.ac.cn/handle/183446/11036]  |
| 专题 | 深海工程技术部_深海信息技术研究室 |
| 通讯作者 | Chen, Peng |
| 作者单位 | 1.Chinese Acad Sci, Inst Deep Sea Sci & Engn, Sanya 572000, Hainan, Peoples R China 2.Zhejiang Univ Technol, Coll Informat Engn, Hangzhou 310023, Zhejiang, Peoples R China 3.Zhejiang Univ Technol, Coll Comp Sci & Technol, Hangzhou 310023, Zhejiang, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhao, Dongdong,Mao, Weibo,Chen, Peng,et al. A Distributed and Parallel Accelerator Design for 3-D Acoustic Imaging on FPGA-Based Systems[J]. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS,2024,43(5):1401-1414. |
| APA | Zhao, Dongdong.,Mao, Weibo.,Chen, Peng.,Hu, Yingtian.,Liang, Haoran.,...&Guo, Xinxin.(2024).A Distributed and Parallel Accelerator Design for 3-D Acoustic Imaging on FPGA-Based Systems.IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS,43(5),1401-1414. |
| MLA | Zhao, Dongdong,et al."A Distributed and Parallel Accelerator Design for 3-D Acoustic Imaging on FPGA-Based Systems".IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS 43.5(2024):1401-1414. |
入库方式： OAI收割
来源：深海科学与工程研究所
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