Design and Implementation of FPGA based System for Object Detection and Range Estimation used in ADAS Applications utilizing FMCW Radar

被引:0
作者
Khan, Mujeev [2 ]
Mahajan, Pranjal [1 ]
Khan, Gani Nawaz [2 ]
Chaudhary, Devansh [2 ]
Benny, Jewel [1 ]
Wajid, Mohd [2 ]
Srivastava, Abhishek [1 ]
机构
[1] IHT Hyderabad, Ctr VLSI & Embedded Syst Technol CVEST, Hyderabad, Telangana, India
[2] ZHCET Aligarh Muslim Univ, Dept Elect Engn, Aligarh, Uttar Pradesh, India
来源
2024 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, ISCAS 2024 | 2024年
关键词
ADAS; FFT; FMCW Radar; FPGA; range-estimation; Object-detection;
D O I
10.1109/ISCAS58744.2024.10558003
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents the design and implementation of a hardware system for real-time object detection and range estimation utilizing Frequency-Modulated Continuous Wave (FMCW) millimeter wave radar signals, which are commonly used in Advance Driver Assistance Systems (ADAS) and robotic applications. The proposed system utilizes the Fast Fourier Transform (FFT) algorithm to process the FMCW radar signal for estimating the range of an object. For developing a resource-efficient and low latency range-estimation hardware, this paper also presents a comparative analysis for the implementation of three popular FFT architectures (iterative Radix-2, iterative Radix-2(2), and pipelined Radix-2) on FPGA. Based on the presented analysis the lowest latency range-estimation architecture has been chosen for FFT implementation and a system prototype is developed as a proof-of-concept by integrating the commercially available Texas Instruments' 77 GHz AWR1642BOOST FMCW radar module with a FPGA to host the chosen FFT architecture. Measurement results of the proposed system hardware are also presented in this paper, which shows > 99.21% range-estimation accuracy.
引用
收藏
页数:5
相关论文
共 30 条
  • [21] Design and Implementation of Raw Data Compression System for Subsurface Detection SAR Based on FPGA
    Zhang, Jing
    Sang, Liu
    Li, Xuepeng
    Wang, Hui
    Li, Yunsong
    JOURNAL OF GEOVISUALIZATION AND SPATIAL ANALYSIS, 2020, 4 (01)
  • [22] Design and Implementation of Raw Data Compression System for Subsurface Detection SAR Based on FPGA
    Jing Zhang
    Liu Sang
    Xuepeng Li
    Hui Wang
    Yunsong Li
    Journal of Geovisualization and Spatial Analysis, 2020, 4
  • [23] The implementation of contour-based object orientation estimation algorithm in FPGA-based on-board vision system
    Alpatov, Boris
    Babayan, Pavel
    Ershov, Maksim
    Strotov, Valery
    HIGH-PERFORMANCE COMPUTING IN GEOSCIENCE AND REMOTE SENSING VI, 2016, 10007
  • [24] Design and implementation of an anomaly-based network intrusion detection system utilizing the DNA model
    Mahdy, Riham
    Saeb, Magdy
    PROCEEDINGS OF THE 9TH WSEAS INTERNATIONAL CONFERENCE ON MATHEMATICAL AND COMPUTATIONAL METHODS IN SCIENCE AND ENGINEERING (MACMESE '07)/ DNCOCO '07, 2007, : 470 - 476
  • [25] Design and implementation of a high speed interface system over Gigabit Ethernet based on FPGA for use on radar acquisition systems
    Rojas, John
    Verastegui, Joaquin
    Milla, Marco
    PROCEEDINGS OF THE 2017 ELECTRONIC CONGRESS (E-CON UNI), 2017,
  • [26] Design and Implementation of a Configurable Real-Time FPGA-Based TM-CFAR Processor for Radar Target Detection
    Alsuwailem, Abdullah M.
    Alshebeili, Saleh A.
    Alamar, Mohammed
    JOURNAL OF ACTIVE AND PASSIVE ELECTRONIC DEVICES, 2008, 3 (3-4): : 241 - 256
  • [27] Design and implementation of real-time object detection system based on single-shoot detector and OpenCV
    Wahab, Fazal
    Ullah, Inam
    Shah, Anwar
    Khan, Rehan Ali
    Choi, Ahyoung
    Anwar, Muhammad Shahid
    FRONTIERS IN PSYCHOLOGY, 2022, 13
  • [28] FPGA implementation of parallel pipelined multiplier less FFT architecture based system-on-chip design targetting multimedia applications
    Sreejaa, B. S.
    Jayanthy, T.
    Logashanmugam, E.
    2007 INTERNATIONAL CONFERENCE OF SIGNAL PROCESSING, COMMUNICATIONS AND NETWORKING, VOLS 1 AND 2, 2006, : 592 - +
  • [29] The Modelling, Simulation and FPGA-Based Implementation for Stepper Motor Wide Range Speed Closed-Loop Drive System Design
    Lai, Chiu-Keng
    Ciou, Jhang-Shan
    Tsai, Chia-Che
    MACHINES, 2018, 6 (04)
  • [30] FPGA-Based Real-Time Implementation of Distributed System CA-CFAR and Clutter MAP-CFAR with Noncoherent Integration for Radar Detection
    Eddine, Benseddik Houssem
    Brahim, Cherki
    M'hamed, Hamadouche
    Abdelhakim, Khouas
    2012 INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS (ICMCS), 2012, : 1093 - +