• Title/Summary/Keyword: Navigation Radar

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CNN Based Human Activity Recognition System Using MIMO FMCW Radar (다중 입출력 FMCW 레이다를 활용한 합성곱 신경망 기반 사람 동작 인식 시스템)

  • Joon-sung Kim;Jae-yong Sim;Su-lim Jang;Seung-chan Lim;Yunho Jung
    • Journal of Advanced Navigation Technology
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    • v.28 no.4
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    • pp.428-435
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    • 2024
  • In this paper, a human activity regeneration (HAR) system based on multiple input multiple output frequency modulation continuous wave (MIMO FMCW) radar was designed and implemented. Using point cloud data from MIMO radar sensors has advantages in terms of privacy, safety, and accuracy. For the implementation of the HAR system, a customized neural network based on PointPillars and depthwise separate convolutional neural network (DS-CNN) was developed. By processing high-resolution point cloud data through a lightweight network, high accuracy and efficiency were achieved. As a result, the accuracy of 98.27% and the computational complexity of 11.27M multiply-accumulates (Macs) were achieved. In addition, the developed neural network model was implemented on Raspberry-Pi embedded system and it was confirmed that point cloud data can be processed at a speed of up to 8 fps.

Multi-Target Tracking Using IMM-PDAF with Marine Radar Data (해상 레이더 데이터를 이용한 IMM-PDAF 기반 다중 객체 추적)

  • Tae-Hoon Yoo;Hyeon-Tae Bang;Won-keun Youn
    • Journal of Advanced Navigation Technology
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    • v.28 no.5
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    • pp.640-649
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    • 2024
  • In this study, we introduce an interactive multi-model-probabilistic data association filter (IMM-PDAF), a multi-target tracking algorithm that integrates multiple dynamic models for accurate real-time maritime target tracking. Multi-target tracking in the maritime environment requires high accuracy due to the complex dynamic environment and various movement patterns. The existing CV-PDAF (constant velocity model) and CT-PDAF (circling model) each assume a constant movement pattern, but it is difficult to handle all the complex movements occurring in various maritime environments with these single models. To solve this problem, this study proposes an interactive multi-model-probabilistic data association filter (IMM-PDAF), and the results of this paper applied to maritime RADAR data show that the proposed IMM-PDAF has relatively lower RMSE values than CV-PDAF and CT-PDAF, and has strong positioning performance even in complex dynamic environments. Therefore, this study results highlight the potential of the proposed IMM-PDAF to improve the reliability and efficiency of maritime surveillance systems and provide a multi-target tracking solution for complex tracking environments.

Analysis of Digital VHF data system requirement for electronic Navigation (e-Navigation 실현을 위한 디지털 VHF 데이터 시스템의 요구사항 분석)

  • Park, Ok-Sun;Kim, Dae-Ho
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2010.10a
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    • pp.593-596
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    • 2010
  • Currently, maritime information service is provided by a variety of equipments such as satellites, radar and VHF devices with independent standards and protocols. However, the increase of vessel traffic and development of global marine industries need an infrastructure providing seamless information transfer for the safety, security and protection of the marine environment. Therefore, we propose features and requirements of future VHF data systems and equipments as a component of e-Navigation.

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A Study on the Ship Information Fusion with AIS and ARPA Radar using by Blackboard System (블랙보드 시스템을 이용한 AIS와 ARPA Radar의 선박 정보 융합에 대한 연구)

  • Kim, Do-Yeon;Park, Gyei-Kark;Kim, Hwa-Young
    • Journal of the Korean Institute of Intelligent Systems
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    • v.24 no.1
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    • pp.16-21
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    • 2014
  • In recent, the maritime traffic has increased with an increase in international trading volumes and the growing popularity of marine leisure activities. As increasing of maritime traffic, marine accidents happened continually and there are possibilities of accidents at sea. According to the analysis of marine accidents, most accidents occurred by human error of seafarers. To reduce the accidents by human error, the various assistance system for assist seafarers have been proposed. It is required to real-time data management method for applying to real-time system, but most proposed assistance system used off-line data for analysis. In this paper, we aim to build a navigation supporting system for providing safety information to deck officer with data of AIS(Automatic Identification System) and ARPA Radar(Automatic Radar Plotting Aids Radar), and proposed a management algorithm for real-time ship information with blackboard system and verified the validity.

A Study on Automatic Correction Method of Electronic Compass Deviation Using the Geostationary Satellite Azimuth Information (정지위성 방위각 정보를 활용한 전자 컴퍼스 편차 자동보정기법 연구)

  • Lee, Jae-Won;Lee, Geon-Ho
    • Journal of Navigation and Port Research
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    • v.41 no.4
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    • pp.189-194
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    • 2017
  • The Moving Search Radar System (MSRS) monitors sea areas by moving along the coast. Since the radar is initially aligned to the front of the vehicle, it is important to know the changes in the heading azimuth of the vehicle to quickly acquire the target azimuth from the radar after the MSRS has moved. The heading azimuth can be obtained using the gyro compass, the GPS compass or the electronic compass. The electronic compass is suitable for MSRS requiring fast maneuverability due to its small volume, short stabilization time and low price. However, using a geomagnetic sensor may result in an error due to the surrounding magnetic field. Errors can make early automatic tracking of the satellites difficult and can reduce the radar detection accuracy. Therefore, this paper proposes a method to automatically compensate for the error reflecting the correction value on the radar obtained by comparing the reference azimuth calculated by solving the geodesic inverse problem using two coordinates between the radar and the geostationary satellite with the actually-directed azimuth angle of the satellite antenna. The feasibility and convenience of the proposed method were verified by applying it to the MSRS in the field.

Design of FMCW Radar Signal Processor for Human and Objects Classification Based on Respiration Measurement (호흡 기반 사람과 사물 구분 가능한 FMCW 레이다 신호처리 프로세서의 설계)

  • Lee, Yungu;Yun, Hyeongseok;Kim, Suyeon;Heo, Seongwook;Jung, Yunho
    • Journal of Advanced Navigation Technology
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    • v.25 no.4
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    • pp.305-312
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    • 2021
  • Even though various types of sensors are being used for security applications, radar sensors are being suggested as an alternative due to the privacy issues. Among those radar sensors, PD radar has high-complexity receiver, but, FMCW radar requires fewer resources. However, FMCW has disadvantage from the use of 2D-FFT which increases the complexity, and it is difficult to distinguish people from objects those are stationary. In this paper, we present the design and the implementation results of the radar signal processor (RSP) that can distinguish between people and object by respiration measurement using phase estimation without 2D-FFT. The proposed RSP is designed with Verilog-HDL and is implemented on FPGA device. It was confirmed that the proposed RSP includes 6,425 LUT, 4,243 register, and 12,288 memory bits with 92.1% accuracy for target's breathing status.

VTS 기능비교를 통한 개선 방안 도출

  • Kim, Man-Cheol;Kim, Bong-Seok;Ryu, Si-Ryang
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2012.06a
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    • pp.526-528
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    • 2012
  • 우리나라 VTS 운영 시스템 중 Norcontrol 장비와 Vissim 장비의 기능 비교를 통해 장 단점을 분석하고 개선 방안을 도출함으로써 관제사가 보다 편리하고 쉽게 기능을 사용하여 해상교통관제업무에 활용할 수 있도록 하기 위함.

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신보령 1,2호기 해상교통안전진단 사례

  • Lee, Dong-Seop
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2012.06a
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    • pp.323-325
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    • 2012
  • 충남 보령시 오천면 인근해역에 건설될 신보령화력 1,2호기 건설사업과 관련하여 항만공사(연료하역부두, 석회석하역부두 축조)로 인하여 선박통항에 미치는 영향을 사전에 조사 측정 및 평가하여 설계에 반영토록 하고, 부두축조에 따른 대상 선박 항로 통항 및 접 이안에 대한 안전성 평가, 해상교통류 시뮬레이션, 계류안전성 평가 등을 시행하였으며, 이에 대한 결과를 소개하고자 한다.

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DEVELOPMENT OF TERRAIN CONTOUR MATCHING ALGORITHM FOR THE AIDED INERTIAL NAVIGATION USING RADIAL BASIS FUNCTIONS

  • Gong, Hyeon-Cheol
    • Journal of Astronomy and Space Sciences
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    • v.15 no.1
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    • pp.229-234
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    • 1998
  • We study on a terrain contour matching algorithm using Radial Basis Functions(RBFs) for aided inertial navigation system for position fixing aircraft, cruise missiles or re-entry vehicles. The parameter optimization technique is used for updating the parameters describing the characteristics of an area with modified Gaussian least square differential correction algorithm and the step size limitation filter according to the amount of updates. We have applied the algorithm for matching a sampled area with a target area supposed that the area data are available from Radar Terrain Sensor(RTS) and Reference Altitude Sensor(RAS)

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Korean National AIS Project

  • Kim, Se-Won;Park, Jin-Soo;Hugh, Ihl
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2000.06a
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    • pp.57-81
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    • 2000
  • Universal AIS technology is effective and could enhance navigational safety -The AIS provides and improved method of vessel traffic surveillance -Complement to radar in collision avoidance -Invaluable in Search And Rescue operations -Reduce voice communications -Effective Fleet management

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