High-Performance Implementation of Wideband Coherent Signal-Subspace (CSS)-Based DOA Algorithm on FPGA
Coherent Signal-Subspace (CSS) is a technique to separate the wide frequency band into narrowband components which can be applied in many applications such as smart antennas for wireless communications and radar. However, CSS is computationally intensive and may not achieve the real-time requirement...
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| Published in | Journal of circuits, systems, and computers Vol. 30; no. 11; p. 2150196 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Singapore
World Scientific Publishing Company
15.09.2021
World Scientific Publishing Co. Pte., Ltd |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0218-1266 1793-6454 |
| DOI | 10.1142/S0218126621501966 |
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| Summary: | Coherent Signal-Subspace (CSS) is a technique to separate the wide frequency band into narrowband components which can be applied in many applications such as smart antennas for wireless communications and radar. However, CSS is computationally intensive and may not achieve the real-time requirement. Therefore, this work aims to propose an efficient implementation of the CSS method on Field-Programmable Gate Array (FPGA) to achieve the desired performance. Different parallelization and optimization techniques such as loop unrolling, loop pipelining, dataflow, and loop flattening are adopted and applied to explore the opportunities of any computation and storage that could be eliminated in order to achieve high efficiency. The results of the proposed optimized implementation achieve the highest performance compared with other related implementations. |
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| Bibliography: | This paper was recommended by Regional Editor Tongquan Wei. ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ISSN: | 0218-1266 1793-6454 |
| DOI: | 10.1142/S0218126621501966 |