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A Robust Data Compression Engine Dedicated For FMCW Radar RDM

  • Zhiluo Zhang*
  • , Kai Liu
  • , Zhixin Yin
  • , Leilei Huang
  • , Chunqi Shi
  • , Jinghong Chen
  • , Runxi Zhang
  • *此作品的通讯作者
  • East China Normal University
  • University of Houston

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Time-domain signals are typically transformed using a 2D-FFT to generate the Range Doppler Map (RDM) in FMCW radar data processing. Subsequently, 2D-CFAR is applied to the RDM for target detection, while Direction of Arrival (DOA) estimation is utilized to obtain the angular information of the target, thus enabling the acquisition of the target's spatial information. As the demand for accurate target information increases, the volume of data in each RDM frame also increases. This escalation necessitates significant hardware resources and an area to store the RDM in on-chip SRAM or a large bandwidth to accommodate it in off-chip DDRs. Furthermore, DDR controllers require substantial on-chip resources. To address this challenge, we propose a compression algorithm named APFG, which comprises Amplitude-Phase Transformation (APT), Fix-to-Float (Fix2Float), and Exponential Sharing (ESH). Experimental results demonstrate that this algorithm is applicable across various scenarios, CFAR types, and CFAR configurations, achieving high compression ratios while ensuring the accuracy of CFAR and DOA estimates. Specifically, it achieves a compression ratio of less than 14% when Pce is below 1% and a compression ratio of nearly 30% when Pde is around 2%.

源语言英语
主期刊名ISCAS 2025 - IEEE International Symposium on Circuits and Systems, Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9798350356830
DOI
出版状态已出版 - 2025
活动2025 IEEE International Symposium on Circuits and Systems, ISCAS 2025 - London, 英国
期限: 25 5月 202528 5月 2025

出版系列

姓名Proceedings - IEEE International Symposium on Circuits and Systems
ISSN(印刷版)0271-4310

会议

会议2025 IEEE International Symposium on Circuits and Systems, ISCAS 2025
国家/地区英国
London
时期25/05/2528/05/25

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