• Title/Summary/Keyword: 위치추적 시뮬레이션

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An Approach Using LSTM Model to Forecasting Customer Congestion Based on Indoor Human Tracking (실내 사람 위치 추적 기반 LSTM 모델을 이용한 고객 혼잡 예측 연구)

  • Hee-ju Chae;Kyeong-heon Kwak;Da-yeon Lee;Eunkyung Kim
    • Journal of the Korea Society for Simulation
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    • v.32 no.3
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    • pp.43-53
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    • 2023
  • In this detailed and comprehensive study, our primary focus has been placed on accurately gauging the number of visitors and their real-time locations in commercial spaces. Particularly, in a real cafe, using security cameras, we have developed a system that can offer live updates on available seating and predict future congestion levels. By employing YOLO, a real-time object detection and tracking algorithm, the number of visitors and their respective locations in real-time are also monitored. This information is then used to update a cafe's indoor map, thereby enabling users to easily identify available seating. Moreover, we developed a model that predicts the congestion of a cafe in real time. The sophisticated model, designed to learn visitor count and movement patterns over diverse time intervals, is based on Long Short Term Memory (LSTM) to address the vanishing gradient problem and Sequence-to-Sequence (Seq2Seq) for processing data with temporal relationships. This innovative system has the potential to significantly improve cafe management efficiency and customer satisfaction by delivering reliable predictions of cafe congestion to all users. Our groundbreaking research not only demonstrates the effectiveness and utility of indoor location tracking technology implemented through security cameras but also proposes potential applications in other commercial spaces.

A Design and Implementation of Container Localization for Ubiquitous Logistics Environment (유비쿼터스 물류환경을 위한 컨테이너 위치 확인 시스템 설계 및 구현)

  • Jung Dongho;Jung Yeonsu;Kim Junghyo;Baek Yunju
    • Proceedings of the Korean Information Science Society Conference
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    • 2005.11a
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    • pp.205-207
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    • 2005
  • 유비쿼터스 컴퓨팅 응용으로 위치 추적 서비스, 산업용 제어 핀 관리 시스템, 홈 자동화 시스템 등 다양한 서비스들이 이미 사용되고 있거나 개발되고 있다. 물류 환경에서의 화물 컨테이너 관리 시스템은 선적하는 컨테이너의 안전을 보장하고 선적 경로와 현재의 위치 등을 제공하여 수출입업자에게 경제적인 이점을 제공할 수 있다. 본 논문에서는 유비쿼터스 물류환경에서 화물 컨테이너의 현재 위치를 확인할 수 있는 시스템을 설계하고 구현하였다. 컨테이너 위치 확인 시스템은 DV-hop 기법을 바탕으로 리더와 태그간의 홉 수를 계산하고 이를 이용하여 컨테이너의 정확한 위치를 결정한다. 시뮬레이션은 TOSSIM을 이용하여 리더와 태그의 정보 수집을 하였고, 서버 프로그램의 정보 분석 과정을 거쳐 태그의 위치를 계산하였다.

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Fireworks Modeling Technique based on Particle Tracking (입자추적기반의 불꽃 모델링 기법)

  • Cho, ChangWoo;Kim, KiHyun;Jeong, ChangSung
    • Journal of the Institute of Electronics and Information Engineers
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    • v.51 no.6
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    • pp.102-109
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    • 2014
  • A particle system is used for modeling the physical phenomenon. There are many traditional ways for simulation modeling which can be well suited for application including the landscapes of branches, clouds, waves, fog, rain, snow and fireworks in the three-dimensional space. In this paper, we present a new fireworks modeling technique for modeling 3D firework based on Firework Particle Tracking (FPT) using the particle system. Our method can track and recognize the launched and exploded particle of fireworks, and extracts relatively accurate 3D positions of the particles using 3D depth values. It can realize 3D simulation by using tracking information such as position, speed, color and life time of the firework particle. We exploit Region of Interest (ROI) for fast particle extraction and the prevention of false particle extraction caused by noise. Moreover, Kalman filter is used to enhance the robustness in launch step. We propose a new fireworks particle tracking method for the efficient tracking of particles by considering maximum moving range and moving direction of particles, and shall show that the 3D speeds of particles can be obtained by finding the rotation angles of fireworks. Also, we carry out the performance evaluation of particle tracking: tracking speed and accuracy for tracking, classification, rotation angle respectively with respect to four types of fireworks: sphere, circle, chrysanthemum and heart.

A Study on the Crime Mapping and Monitoring System Development (범죄공간정보 위치추적에 관한 연구)

  • Lee, Jun-Seok;Hwang, Chul-Sue;Kim, Tae-Hoon
    • Journal of Cadastre & Land InformatiX
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    • v.44 no.1
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    • pp.139-150
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    • 2014
  • Recently the violent crimes is the emerging social issue and the crime prevention is important policy both for maintenance of public order and the national welfare. To prevent these crimes with the geospatial data, we study the geospatial crime DB features, analytical method and linking method of current National Police Agency's crime system data. In this study, the Geospatial Information Open Platform(Vworld) was used to map the test site crime DB on the thematic map. We also researched the mesh-up thematic map and optimal location model of petrol car and CCTV.

A Study on the Performance Characteristics of a Chirp RTLS over Wireless Channel with Gaussian Noise (가우시안 잡음이 존재하는 무선채널에서 Chirp RTLS 시스템의 성능 특성에 관한 연구)

  • Kang, Byeong-Gwon
    • Journal of Digital Convergence
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    • v.11 no.7
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    • pp.201-207
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    • 2013
  • The chirp signaling has been mainly used in radar systems due to its good correlation characteristics, and nowadays it is applied to real time locating system(RTLS). The RTLS with chirp signaling was chosen as a standard such as ISO/IEC 24730-5 and IEEE 802.15.4a. In this paper, the performance of a real time locating system with chirp signaling was evaluated and simulated with relative distance error rates. We considered three cases of S/I = -30[dB], -20[dB], and -10[dB] with Rician factor K=10 and K=20. The performance was enhanced with K factor improvement by 25%, 27% and 50% for respective three cases of S/I. As results, in case of S/I < -20[dB], the minimum signal power is required for performance improvement even though the line of sight component is helpful. And also, in case of S/I ${\geq}$ -20[dB], as the line of sight component is stronger the better performance is obtained.

Vision-based relative position estimation for object tracking (목표물 추적을 위한 비전 기반 상대 위치 추정)

  • Lee, Jong-Geol;Park, Jong-Hun;Kim, Jin-Hwan;Huh, Uk-Youl
    • Proceedings of the KIEE Conference
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    • 2011.07a
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    • pp.1880-1881
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    • 2011
  • 본 논문에서는 2차원 평면상을 주행하는 이동 로봇의 목표물에 대한 상대 위치 및 방향각을 측정하는 방법에 대하여 제안한다. 측정을 위해 사용되는 센서는 스테레오 카메라로, 이동 로봇은 3DOF의 특징을 갖고 있으므로 두 개의 점을 이용하여 상대 위치 및 방향각을 측정하는 방법을 제안한다. 상대 위치를 측정하는 과정에서 외란에 의한 위치 오차가 발생하게 되며, 이에 대한 대책으로 칼만 필터를 적용하여 더욱 강건한 상대 위치 추정을 한다. 마지막으로 MATLAB을 이용한 시뮬레이션을 통하여 외란이 존재하는 환경 하에서 제안된 시스템의 성능을 확인한다.

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Location Error Compensation in indoor environment by using MST-based Topology Control (MST 토폴로지를 이용한 실내 환경에서의 위치측정에러의 보상기법)

  • Jeon, Jong-Hyeok;Kwon, Young-Goo
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.8
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    • pp.1926-1933
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    • 2013
  • Many localization algorithms have been proposed for Wireless Sensor Networks (WSNs). The IEEE 802.15.4a-based location-aware-system can provide precise ranging distance between two mobile nodes. The mobile nodes can obtain their exact locations by using accurate ranging distances. However, the indoor environments contain various obstacles which cause non-line-of-sight (NLOS) conditions. In NLOS condition, the IEEE 802.15.4a-based location-aware system has a large scale location error. To solve the problem, we propose location error compensation in indoor environment by using MST-based topology control. Experimental and simulation results show that the proposed algorithm improves location accuracy in NLOS conditions.

Verification of Camera-Image-Based Target-Tracking Algorithm for Mobile Surveillance Robot Using Virtual Simulation (가상 시뮬레이션을 이용한 기동형 경계 로봇의 영상 기반 목표추적 알고리즘 검증)

  • Lee, Dong-Youm;Seo, Bong-Cheol;Kim, Sung-Soo;Park, Sung-Ho
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.36 no.11
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    • pp.1463-1471
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    • 2012
  • In this study, a 3-axis camera system design is proposed for application to an existing 2-axis surveillance robot. A camera-image-based target-tracking algorithm for this robot has also been proposed. The algorithm has been validated using a virtual simulation. In the algorithm, the heading direction vector of the camera system in the mobile surveillance robot is obtained by the position error between the center of the view finder and the center of the object in the camera image. By using the heading direction vector of the camera system, the desired pan and tilt angles for target-tracking and the desired roll angle for the stabilization of the camera image are obtained through inverse kinematics. The algorithm has been validated using a virtual simulation model based on MATLAB and ADAMS by checking the corresponding movement of the robot to the target motion and the virtual image error of the view finder.

Robust Maneuvering Target Tracking Applying the Concept of Multiple Model Filter and the Fusion of Multi-Sensor (다중센서 융합 및 다수모델 필터 개념을 적용한 강인한 기동물체 추적)

  • Hyun, Dae-Hwan;Yoon, Hee-Byung
    • Journal of Intelligence and Information Systems
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    • v.15 no.1
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    • pp.51-64
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    • 2009
  • A location tracking sensor such as GPS, INS, Radar, and optical equipments is used in tracking Maneuvering Targets with a multi-sensor, and such systems are used to track, detect, and control UAV, guided missile, and spaceship. Until now, Most of the studies related to tracking Maneuvering Targets are on fusing multiple Radars, or adding a supplementary sensor to INS and GPS. However, A study is required to change the degree of application in fusions since the system property and error property are different from sensors. In this paper, we perform the error analysis of the sensor properties by adding a ground radar to GPS and INS for improving the tracking performance by multi-sensor fusion, and suggest the tracking algorithm that improves the precision and stability by changing the sensor probability of each sensor according to the error. For evaluation, we extract the altitude values in a simulation for the trajectory of UAV and apply the suggested algorithm to carry out the performance analysis. In this study, we change the weight of the evaluated values according to the degree of error between the navigation information of each sensor to improve the precision of navigation information, and made it possible to have a strong tracking which is not affected by external purposed environmental change and disturbance.

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Study of Integrated-Flight M&S Application for the Anti-Tank Missile Configuration Design (대전차 유도무기의 형상 설계에서의 통합비행 M&S 적용 연구)

  • Jeong, Dong Gil;Kim, Sangman;Lee, Gunha;Hwang, Cheol Gyu
    • Journal of the Korea Society for Simulation
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    • v.26 no.1
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    • pp.13-19
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    • 2017
  • 6-DOF flight simulation program is most generally used M&S tool in domestic missile development procedure. The 6-DOF M&S method, however, cannot validate the performance of a imaging seeker-adopted missile in various conditions. A M&S tool for the analysis of the integrated-flight simulation is required since the tracking performance of the imaging seeker is highly dependent on the missile maneuvering, which introduces the displacement and rotation of the target in the seeker imagery. Through the development of the $3^{rd}$ generation anti-tank missile, Raybolt, the integrated-flight M&S tool was developed and applied to the missile configuration design. It integrates synthetic image generation S/W, imaging tracker, and flight simulation program and computes the main system performance criteria, hit probability by Monte-Carlo Simulation. In this paper, the issues in the $3^{rd}$ generation anti-tank missile configuration and the integrated-flight M&S method and results are described.