An Efficient Conflict-Free 2-D FFT for FMCW Radar Imaging on DSP

被引:0
作者
Ye, Hong [1 ]
Dai, Yiming [2 ]
Zheng, Hui [1 ]
Jia, Zhaohong [1 ]
Liang, Dong [1 ]
Tang, Jun [3 ]
Wang, Ke [1 ]
机构
[1] Anhui Univ, Sch Internet, Hefei 230039, Peoples R China
[2] Hefei Univ Technol, Sch Instrument Sci & Optoelect Engn, Hefei 230009, Peoples R China
[3] Anhui Univ, Sch Elect Informat, Hefei 230601, Peoples R China
基金
中国国家自然科学基金;
关键词
Runtime; System performance; Signal processing algorithms; Imaging; Radar detection; Digital signal processing; Radar imaging; Real-time systems; Radar signal processing; VLIW; 2D-FFT; digital signal processing (DSP); frequency-modulated continuous-wave (FMCW); millimeter-wave (MMW); modulus addressing; single-instruction multiple-data (SIMD); very long instruction word (VLIW); ALGORITHM;
D O I
10.1109/TIM.2024.3476605
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This article proposes an efficient 2D-FFT method based on the digital signal processing (DSP) platform, suitable for frequency-modulated continuous-wave (FMCW) radar systems. Given the real-time detection and imaging requirements of FMCW radar, enhancing system efficiency is of paramount importance. As a crucial step in fast algorithms for FMCW radar imaging, improving the calculation speed of 2D-FFT can significantly optimize system performance. As 2D-FFT is a data-intensive application with strided memory access patterns, traditional schemes cannot fully exploit the computing and storage performance of the DSP processor. Moreover, instruction and data parallelization often lead to memory access conflicts. This article introduces a multistage merged and conflict-free modulo addressing scheme called the CF2D-FFT algorithm, which reduces memory access operations and effectively resolves parallel memory conflicts. The proposed scheme is implemented and optimized on the HXDSP104x DSP platform, and the enhanced algorithm achieves a 1.24x improvement over the theoretical runtime. The performance improvement of the proposed algorithm was validated through comparative experiments and imaging experiments.
引用
收藏
页数:11
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