• Title/Summary/Keyword: FMCW radar

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Noise Removal of FMCW Scanning Radar for Single Sensor Performance Improvement in Autonomous Driving (자율 주행에서 단일 센서 성능 향상을 위한 FMCW 스캐닝 레이더 노이즈 제거)

  • Wooseong Yang;Myung-Hwan Jeon;Ayoung Kim
    • The Journal of Korea Robotics Society
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    • v.18 no.3
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    • pp.271-280
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    • 2023
  • FMCW (Frequency Modulated Continuous Wave) radar system is widely used in autonomous driving and navigation applications due to its high detection capabilities independent of weather conditions and environments. However, radar signals can be easily contaminated by various noises such as speckle noise, receiver saturation, and multipath reflection, which can worsen sensing performance. To handle this problem, we propose a learning-free noise removal technique for radar to enhance detection performance. The proposed method leverages adaptive thresholding to remove speckle noise and receiver saturation, and wavelet transform to detect multipath reflection. After noise removal, the radar image is reconstructed with the geometric structure of the surrounding environments. We verify that our method effectively eliminated noise and can be applied to autonomous driving by improving the accuracy of odometry and place recognition.

Radar Image Extraction Scheme for FMCW Radar-Based Human Motion Indication (FMCW 레이다 기반 휴먼 모션 인지용 레이다 영상 추출 기법)

  • Hyun, Eugin;Jin, Young-Seok;Jeon, Hyeong-Cheol
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.29 no.6
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    • pp.411-414
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    • 2018
  • In this paper, we propose a radar image extraction scheme for frequency modulated continuous wave radar-based human motion indication. We extracted three-dimensional(3D) range-velocity-angle spectra and generated three micro-profile images by compressing the 3D images in all three directions in every frame. Furthermore, we used body echo suppression to make use of the weak reelection such as in hands and arms. By applying the complete images to classifiers, various human motions can be indicated.

An Untrained Person's Posture Estimation Scheme by Exploiting a Single 24GHz FMCW Radar and 2D CNN (단일 24GHz FMCW 레이더 및 2D CNN을 이용하여 학습되지 않은 요구조자의 자세 추정 기법)

  • Kyongseok Jang;Junhao Zhou;Chao Sun;Youngok Kim
    • Journal of the Society of Disaster Information
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    • v.19 no.4
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    • pp.897-907
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    • 2023
  • Purpose: In this study, We aim to estimate a untrained person's three postures using a 2D CNN model which is trained with minimal FFT data collected by a 24GHz FMCW radar. Method: In an indoor space, we collected FFT data for three distinct postures (standing, sitting, and lying) from three different individuals. To apply this data to a 2D CNN model, we first converted the collected data into 2D images. These images were then trained using the 2D CNN model to recognize the distinct features of each posture. Following the training, we evaluated the model's accuracy in differentiating the posture features across various individuals. Result: According to the experimental results, the average accuracy of the proposed scheme for the three postures was shown to be a 89.99% and it outperforms the conventional 1D CNN and the SVM schemes. Conclusion: In this study, we aim to estimate any person's three postures using a 2D CNN model and a 24GHz FMCW radar for disastrous situations in indoor. it is shown that the different posture of any persons can be accurately estimated even though his or her data is not used for training the AI model.

Development of an FMCW Radar Altimeter Simulator Using Optical Delay Lines (광 지연선을 이용한 FMCW 전파고도계 시뮬레이터 개발)

  • Lee, Jae-Hwan
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.28 no.3
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    • pp.208-216
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    • 2017
  • This paper presents the design method of an FMCW(frequency-modulated continuous-wave) altitude simulator which generates propagation delay signals according to target distances to test the radar altimeter. To improve the conventional RF method for creating delay signals, the simulator is designed by the RF-optics-RF method using optical delay lines. In addition, it is designed to simulate the Doppler shift and jamming that may occur in actual flight environment. In order to evaluate the performance of the developed simulator, the integration tests have been conducted with the radar altimeter. Through the test, we successfully verified the performance of the simulator.

Effective Detection and Suppression of Low-Amplitude Interference in FMCW Radars (FMCW 레이다에서 작은 간섭 신호의 효과적인 탐지 및 억제)

  • Cho, Byung-Lae;Lee, Jung-Soo;Lee, Jong-Min;Sun, Sun-Gu
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.23 no.7
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    • pp.848-851
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    • 2012
  • As many radar systems are simultaneously operated with overlapping frequency bands, interference between systems inevitably occurs. Because interference can degrade radar performance, suppression of interference is a critical issue in radar systems. In this letter, a new interference detection and suppression method using a short-time Fourier transform and an adaptive notch filter is proposed. An experiment is carried out to validate the proposed method and the results demonstrate that the proposed method is suitable for application in real FMCW radars.

A Development of Remote Bird Observation System Using FMCW RADAR (FMCW 레이더를 이용한 원격 조류(鳥類) 관측 시스템 개발)

  • Lee, Hee-Yong;Hwang, Hun-Gyu;Choi, Myung-Gil
    • Journal of the Korean Society for Marine Environment & Energy
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    • v.17 no.3
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    • pp.247-256
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    • 2014
  • Recently, camera and RADAR are used for more effective and accurate observation of the bird migration. In recent years, many researches on the bird migration using RADAR are undertaking and in active, thus causes the advent of "RADAR ornithology" as a new academic field. Due to the lack of accessibility, economic feasibility and mobility of weather RADAR, airport searching RADAR and tracking RADAR, Nowadays, a marine RADAR is widely used for a bird observation. In this paper, we deals with a study on development of a remote bird observation system using marine FMCW RADAR, which monitors, records and analyzes bird movement by RADAR image processing and target recognition technology. Also, we conduct first test and second test for availability of the developed system, and verify the system to apply in bird observation domain. Consequently, we figured problems out, and correct the problems to improve the system. The developed system can apply in other domains such as environment evaluation. In the future, the system needs to improve accuracy of statistics and to track migration route of bird.

A study on the Development of Frequency Modulated Continuous Wave Radar for Distance Measurement (거리 측정용 주파수 변조 연속파 레이더 개발에 관한 연구)

  • Park, Dong-Kook;Han, Tae-Kyoung;Lee, Hyun-Soo
    • Proceedings of the Korean Society of Marine Engineers Conference
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    • 2005.06a
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    • pp.1005-1010
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    • 2005
  • In this paper, it is presented a frequency modulated continuous wave radar (FMCW) for distance measurement. The frequency range is $10{\sim}11$ GHz and the sweep time of the signal is 100 ms. The test target is 0.8 m2 of metal plate. The experiment is performed in open ground and the pyramidal horn antenna of about 22 dBi gain is used. The beat frequency according to the target moving to 40 m is measured. There is a good agreement between measured and calculated results. But the resolution of the FMCW radar is not good such as about 10 cm. It is result from the nonlinear signal of voltage controlled oscillator (VCO). To improve the nonlinear characteristic of VCO, a high pass filter and phase locked loop (PLL) frequency synthesizer are included in the radar system.

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A Study On The Doppler Radar Of Range Measurement On Electro-Optical Tracking System (광학추적장비의 거리측정 도플러 레이더에 관한 연구)

  • Park, Doo-Jin;Noh, Young-Hwan
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2016.10a
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    • pp.700-702
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    • 2016
  • The Doppler Radar that mounted on Electro Optical Tracking System has been operated to measure range and velocity during the initial mission of space launch vehicle at Naro space center. In this paper, we mentioned configuration of MFCW(Multi frequency Continuous Wave) and FMCW(Frequency Modulation Continuous Wave) Doppler Radar on Electro Optical Tracking System and described method of range measurement.

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Moving Target Detection Algorithm for FMCW Automotive Radar (FMCW 차량용 레이더의 이동타겟 탐지 알고리즘 제안)

  • Hyun, Eu-Gin;Oh, Woo-Jin;Lee, Jong-Hun
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.47 no.6
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    • pp.27-32
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    • 2010
  • 77GHz FMCW(Frequency Modulation Continuous Wave) radar system has been used for automotive active safety systems. In typical automotive radar, the moving target detection and clutter cancellation including stationary targets are very important signal processing algorithms. This paper proposed the moving target detection algorithm which improve the detection probability and reduce the false alarm rate. First, the proposed moving target beat-frequency extraction filter is used in order to suppress clutter, and then the data association is applied by using the extracted moving target beat-frequency. Then, the zero-Doppler target is eliminated to remove the rest of clutter.

Altitude Error Analysis of Helicopter-Borne FMCW Radar Altimeter (헬기 탑재 레이다 고도계 신호 수집 및 오차 분석)

  • Jung, Jung-Soo;Lee, Ho-Jun;Kwag, Young-Kil
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.23 no.2
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    • pp.258-261
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    • 2012
  • Helicopter-borne FMCW radar altimeter obtains the altitude information using the beat frequency between the transmitted and reflected signal from the nadir direction. However, the altitude error may exist when the strong echoes are received from the large RCS at the off-nadir direction because of the wide beamwidth of the altimeter antenna. In this paper, in order to investigate the effect of the altitude error due to the large RCS around the off-nadir direction, the reflected signals were measured by using the corner reflectors displaced on the several reference ground positions, and the acquired signals were analyzed and compared in the spectral domain. The analysis results can be used for the improvement of the altitude accuracy in the radar altimeter.