A Robust Data Compression Engine Dedicated For FMCW Radar RDM

  • Zhiluo Zhang*
  • , Kai Liu
  • , Zhixin Yin
  • , Leilei Huang
  • , Chunqi Shi
  • , Jinghong Chen
  • , Runxi Zhang
  • *Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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%.

Original languageEnglish
Title of host publicationISCAS 2025 - IEEE International Symposium on Circuits and Systems, Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350356830
DOIs
StatePublished - 2025
Event2025 IEEE International Symposium on Circuits and Systems, ISCAS 2025 - London, United Kingdom
Duration: 25 May 202528 May 2025

Publication series

NameProceedings - IEEE International Symposium on Circuits and Systems
ISSN (Print)0271-4310

Conference

Conference2025 IEEE International Symposium on Circuits and Systems, ISCAS 2025
Country/TerritoryUnited Kingdom
CityLondon
Period25/05/2528/05/25

Keywords

  • 2D-CFAR
  • 2D-FFT
  • FMCW Radar
  • Hardware
  • RDM compression

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