• Title/Summary/Keyword: FMCW Radar System

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Application and Analysis of 1D FRI (Finite Rate of Innovation) Super-resolution Technique in FMCW Radar (FMCW 레이더에서의 1D FRI (Finite Rate of Innovation) 초고해상도 기법 적용 및 분석)

  • Yoo, Kyungwoo;Kong, Seung-Hyun
    • Transactions of the Korean Society of Automotive Engineers
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    • v.22 no.7
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    • pp.31-39
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    • 2014
  • Recently, as Intelligent Transportation System (ITS) and self-driving system become influential in the ground transportation system, automotive radar systems have been actively studied among the various radar systems to implement the vehicle collision detection system and distance measurement system between vehicles. Most of the automotive radars are Frequency Modulated Continuous Wave (FMCW) radar type which can calculate distance and velocity of target by estimating the frequency difference between the transmitted signal and received signal. Therefore, accurate frequency estimation is very important in the FMCW radar system. For this reason, to improve the measurement accuracy of the FMCW radar, Reverse Directional FRI (RD-FRI) Super-Resolution technique which has high frequency estimation accuracy is applied to the FMCW radar system. The feasibility of the proposed technique is evaluated with simulation results and compared with FFT and conventional Super-Resolution techniques. The simulation results show that the proposed technique estimates the frequency with high accuracy and the distance with centimeter accuracy.

Implementation and Road Test of Signal Processing Unit for FMCW vehicle Radar system (차량용 FMCW 레이더 신호처리부 개발 및 주행시험)

  • Oh, Woo-Jin;Lee, Jong-Hun
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.7
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    • pp.1565-1571
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    • 2010
  • FMCW(Frequency Modulation Continuous Wave) Radar is very useful for vehicle collision warning system because of the simplicity. In this work, a signal processing part of FMCW vehicle radar system is implemented with flexibility using DSP, FPGA, ADC, and DAC so that the system could adopt lots of algorithm and could be improved through road test. It is shown that the system meets basic requirements as designed, and finds some problems in road test. We briefly discuss the problem which are caused by shadow effect from overlapped target and the distortion of beat frequency from the nonlinearity of VCO and the RCS of vehicle.

Neural Network-based FMCW Radar System for Detecting a Drone (소형 무인 항공기 탐지를 위한 인공 신경망 기반 FMCW 레이다 시스템)

  • Jang, Myeongjae;Kim, Soontae
    • IEMEK Journal of Embedded Systems and Applications
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    • v.13 no.6
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    • pp.289-296
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    • 2018
  • Drone detection in FMCW radar system needs complex techniques because a drone beat frequency is highly dynamic and unpredictable. Therefore, the current static signal processing algorithms cannot show appropriate detection accuracy. With dynamic signal fluctuation and environmental clutters, it can fail to detect a drone or make false detection. It affects to the radar system integrity and safety. Constant false alarm rate (CFAR), one of famous static signal process algorithm is effective for static environment. But for drone detection, it shows low detection accuracy. In this paper, we suggest neural network based FMCW radar system for detecting a drone. We use recurrent neural network (RNN) because it is the effective neural network for signal processing. In our FMCW radar system, one transmitter emits FMCW signal and four-way fixed receivers detect reflected drone beat frequency. The coordinate of the drone can be calculated with four receivers information by triangulation. Therefore, RNN only learns and inferences reflected drone beat frequency. It helps higher learning and detection accuracy. With several drone flight experiments, RNN shows false detection rate and detection accuracy as 21.1% and 96.4%, respectively.

Signal Processing Algorithm of FMCW RADAR using DSP (DSP를 이용한 FMCW 레이다 신호처리 알고리즘)

  • 한성칠;박상진;강성민;구경헌
    • Proceedings of the IEEK Conference
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    • 2001.06a
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    • pp.425-428
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    • 2001
  • In this paper, FMCW radar signal processing technique for the vehicle detection system are studied. And FMCW radar sensor is used as a equipment for vehicle detection. To test the performance of developed algorithm, the evaluation of the algorithm is done by simulation for signal processing technique of vehicle detection system. RADAR signal of a driving vehicle is generated by using the Matlab. Distance and velocity of vehicles are calculated with developed a1gorithm. Also the signal processing procedure is done for the virtual data with FM-AM converted noise.

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The analysis of the detection probability of FMCW radar and implementation of signal processing part (차량용 FMCW 레이더의 탐지 성능 분석 및 신호처리부 개발)

  • Kim, Sang-Dong;Hyun, Eu-Gin;Lee, Jong-Hun;Choi, Jun-Hyeok;Park, Jung-Ho;Park, Sang-Hyun
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.12
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    • pp.2628-2635
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    • 2010
  • This paper analyzes the detection probability of FMCW (Frequency Modulated Continuous Wave) radar based on Doppler frequency and analog-digital converter bit and designs and implements signal processing part of FMCW radar. For performance evaluation, the FMCW radar system consists of a transmitted part and a received part and uses AWGN channel. The system model is verified through analysis and simulation. Frequency offset occurs in the received part caused by the mismatching between the received signal and the reference signal. In case of Doppler frequency less than about 38KHz, performance degradation of detection does not occur in FMCW radar with 75cm resolution The analog-digital converter needs at least 6 bit in order not to degrade the detection probability. And, we design and implement digital signal processing part based on DDS chip of digital transmitted signal generator for FMCW radar.

X-Band FMCW RADAR Signal Processing for small ship (소형선박용 X-Band FMCW 레이더 신호처리부 설계 및 구현)

  • Kim, Jeong-Yeon;Chong, Kil-To;Kim, Tae-Yeong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.10 no.11
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    • pp.3121-3129
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    • 2009
  • Conventional marine radar systems utilize pulse radar which is capable of high-power transmissions and is effective for remote detection purposes. A pulse radar is most commonly used on medium or large vessels due to its expensive installation and maintenance costs. I propose the use of a Frequency Modulated Continuous Wave (FMCW) radar system operated at low-power and high-resolution instead of the conventional pulse-radar based system. The transmitted and received signals of the FMCW radar system were theoretically analyzed and radar signal processing design and simulation experiments were performed to detect the range and speed. Intermediate Frequency (IF) signal mixed with virtual transmit and receive signals were generated to perform FMCW radar signal processing simulations where the IF signal underwent noise reduction through a lowpass filter. The maximum frequency was derived through the sample interval of the FFT size instead of using A/D converter. This maximum frequency was used to get the frequency range and frequency speed which were in turn used to calculate the range and speed. The virtual beat frequency generated using MATLAB is utilized to analyze the beat frequency used in the actual FMCW radar system signal processing. The differences in the range and speed of the beat frequency signals are processed and analyzed.

Design and Implementation of FMCW Radar Based on two-chip for Autonomous Driving Sensor (자율주행센서로서 개발한 2-chip 기반의 FMCW MIMO 레이다 설계 및 구현)

  • Choi, Junhyeok;Park, Shinmyong;Lee, Changhyun;Baek, Seungyeol;Lee, Milim
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.22 no.6
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    • pp.43-49
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    • 2022
  • FMCW(Frequency Modulated Continuous Wave) Radar is very useful for vehicle collision warning system and autonomous driving sensor. In this paper, the design and implementation of FMCW radar based on two chip MMIC developed as an autonomous driving sensor was described. Especially, generation of frame-based and chirp-based waveform generation and signal processing are mixed to have the strength of maximum detection speed and compensation of speed. This implemented system was analyzed for performance and commercialization potential through lab. test and driving test in K-city.

Design and Performance Analysis of Zoom-FFT Based FMCW Radar Level Meter (Zoom-FFT 기반 FMCW 레이더 레벨미터의 설계 및 성능분석)

  • Sanjeewa, Nuwan;Kim, Won-Ho
    • Journal of Satellite, Information and Communications
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    • v.9 no.2
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    • pp.38-44
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    • 2014
  • This paper presents design of a FMCW (Frequency Modulated Continuous Wave) level meter as well as simulation result of the designed system. The system is designed to measure maximum range of 20m since FMCW radar can be used for measuring short range distance. The distance is measured by analyzing the beat signal which is generated as result of mixing transmitting signal with the reflected received signal. The Fast Fourier Transform is applied to analyze the beat signal for calculating the displacement and Zoom FFT technique is used to minimize measurement error as well as increase the resolution of the measurement. The resolution of the measurement of the designed system in this paper is 2.2mm and bandwidth of 1.024GHz is used for simulation. Thus the simulation results are analyzed and compared in various conditions in order to get a comprehensive idea of frequency resolution and displacement resolution.

FMCW Radar simulation model with interference using a new radar performance parameter (새로운 레이더 성능지표를 이용한 FMCW 레이더 간섭 시뮬레이션 모델)

  • Mun, Sang-Kon;Park, Seung-Keun;Yang, Hoon-Gee;Cheon, Chang-Yul;Chung, Young-Seek;Bae, Kyung-Bin
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.10 no.4
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    • pp.86-92
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    • 2011
  • ITS(Intelligent Transport System) has been researched actively to guarantee the smooth traffic and the safety of the vehicle. In recent, as the sensor for the measurement of distance between vehicles, the FMCW radar system in millimeter wave band has been interested in ITS. Actually, 47, 60, 77, 94 and 139 GHz have been assigned for the vehicle radar frequencies in Europe and Japan. However, the performances of the FMCW radar are deteriorated due to the interferences from the surrounding radars and mobile devices. In this paper, in order to model and simulate the performance of FMCW radar under the exterior interference, we propose a new performance parameter, RER(Radius Error Rate), which contains the information of the range error due to the interferences, and show the effectiveness of the proposed parameter.

Development of Federated Learning based Motion Recognition Algorithm using Distributed FMCW MIMO Radars (연합 학습 기반 분산 FMCW MIMO Radar를 활용한 모션 인식 알고리즘 개발 및 성능 분석)

  • Kang, Jong-Sung;Lee, Seung-Ho;Lee, Jeonghan;Yang, YunJi;Park, Jaehyun
    • IEMEK Journal of Embedded Systems and Applications
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    • v.17 no.3
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    • pp.139-148
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    • 2022
  • In this paper, we implement a distributed FMCW MIMO radar system to obtain Micro Doppler signatures of target motions. In addition, we also develop federated learning based motion recognition algorithm based on the Micro-Doppler radar signature collected by the implemented FMCW MIMO radar system. Through the experiment, we have verified that the proposed federated learning based algorithm can improve the motion recognition accuracy up to 90%.