• Title/Summary/Keyword: Multi-sensor Tracking

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A Multi-target Tracking Algorithm for Application to Adaptive Cruise Control

  • Moon Il-ki;Yi Kyongsu;Cavency Derek;Hedrick J. Karl
    • Journal of Mechanical Science and Technology
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    • v.19 no.9
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    • pp.1742-1752
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    • 2005
  • This paper presents a Multiple Target Tracking (MTT) Adaptive Cruise Control (ACC) system which consists of three parts; a multi-model-based multi-target state estimator, a primary vehicular target determination algorithm, and a single-target adaptive cruise control algorithm. Three motion models, which are validated using simulated and experimental data, are adopted to distinguish large lateral motions from longitudinally excited motions. The improvement in the state estimation performance when using three models is verified in target tracking simulations. However, the performance and safety benefits of a multi-model-based MTT-ACC system is investigated via simulations using real driving radar sensor data. The MTT-ACC system is tested under lane changing situations to examine how much the system performance is improved when multiple models are incorporated. Simulation results show system response that is more realistic and reflective of actual human driving behavior.

A Mechanism of Finding QoS Satisfied Multi-Path in Wireless Sensor Networks

  • Kang, Yong-Hyeog
    • Journal of the Korea Society of Computer and Information
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    • v.22 no.2
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    • pp.37-44
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    • 2017
  • Wireless sensor networks are composed of many wireless sensor nodes that are sensing the environments. These networks have many constraints that are resource constraints, wireless communication, self-construction, etc. But they have many applications that are monitoring environment, tracking the object, etc. In this paper, a mechanism of finding QoS Satisfied multi-path is proposed in wireless sensor networks. In order to satisfy the QoS requirement, the proposed mechanism extends the AODV protocol to find multiple paths from a source node to a destination node by using the additional AODV message types that are proposed. This mechanism will be used to support many QoS applications such as minimum delay time, the better reliability and the better throughput by using the QoS satisfied multi-path. Overheads of the proposed mechanism are evaluated using simulation, and it is showed that QoS satisfied multiple paths are found with a little more overhead than the AODV mechanism.

Toward A Totally Solving Interference Problem for Ultrasound Localization System (초음파 위치인지 시스템의 간섭 문제의 해결을 위한 연구)

  • Song, Byung-Hun;Ham, Kyung-Sun;Lee, Hyung-Su
    • Proceedings of the IEEK Conference
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    • 2006.06a
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    • pp.177-178
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    • 2006
  • The real-time tracking system is an essential factor for the development of low cost sensor networks for use in pervasive computing and ubiquitous networking. In this paper, we address the interference problems of the sensor network platform with ultrasonic for location tracking system. Ubiquitous indoor environments often contain substantial amounts of metal and other such reflective materials that affect the propagation of radio frequency signals in non-trivial ways, causing severe multi-path effects, dead-spots, noise, and interference. Especially we present a novel reducing interference location system that is particularly well suited to support context-aware computing. The system called Pharos, aims to combine the advantages of real-time tracking systems that implement distributed environment with regardless of infrastructure or infrastructure-less wireless sensor networks.

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The Performance Analysis of MPDA in Out of Sequence Measurement Environment (Out of Sequence Measurement 환경에서의 MPDA 성능 분석)

  • Seo, Il-Hwan;Lim, Young-Taek;Song, Taek-Lyul
    • The Transactions of the Korean Institute of Electrical Engineers D
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    • v.55 no.9
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    • pp.401-408
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    • 2006
  • In a multi-sensor multi-target tracking systems, the local sensors have the role of tracking the target and transferring the measurements to the fusion center. The measurements from the same target can arrive out of sequence called the out-of-sequence measurements(OOSMs). Out-of-sequence measurements can arise at the fusion center due to communication delay and varying preprocessing time for different sensor platforms. In general, the track fusion occurs to enhance the tracking performance of the sensors using the measurements from the sensors at the fusion center. The target informations can wive at the fusion center with the clutter informations in cluttered environment. In this paper, the OOSM update step with MPDA(Most Probable Data Association) is introduced and tested in several cases with the various clutter density through the Monte Carlo simulation. The performance of the MPDA with OOSM update step is compared with the existing NN, PDA, and PDA-AI for the air target tracking in cluttered and out-of-sequence measurement environment. Simulation results show that MPDA with the OOSM has compatible root mean square errors with out-of-sequence PDA-AI filter and the MPDA is sufficient to be used in out-of-sequence environment.

A Fusion Algorithm considering Error Characteristics of the Multi-Sensor (다중센서 오차특성을 고려한 융합 알고리즘)

  • Hyun, Dae-Hwan;Yoon, Hee-Byung
    • Journal of KIISE:Computer Systems and Theory
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    • v.36 no.4
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    • pp.274-282
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    • 2009
  • Various location tracking sensors; such as GPS, INS, radar, and optical equipment; are used for tracking moving targets. In order to effectively track moving targets, it is necessary to develop an effective fusion method for these heterogeneous devices. There have been studies in which the estimated values of each sensors were regarded as different models and fused together, considering the different error characteristics of the sensors for the improvement of tracking performance using heterogeneous multi-sensor. However, the rate of errors for the estimated values of other sensors has increased, in that there has been a sharp increase in sensor errors and the attempts to change the estimated sensor values for the Sensor Probability could not be applied in real time. In this study, the Sensor Probability is obtained by comparing the RMSE (Root Mean Square Error) for the difference between the updated and measured values of the Kalman filter for each sensor. The process of substituting the new combined values for the Kalman filter input values for each sensor is excluded. There are improvements in both the real-time application of estimated sensor values, and the tracking performance for the areas in which the sensor performance has rapidly decreased. The proposed algorithm adds the error characteristic of each sensor as a conditional probability value, and ensures greater accuracy by performing the track fusion with the sensors with the most reliable performance. The trajectory of a UAV is generated in an experiment and a performance analysis is conducted with other fusion algorithms.

A Study on the Development of Multi-User Virtual Reality Moving Platform Based on Hybrid Sensing (하이브리드 센싱 기반 다중참여형 가상현실 이동 플랫폼 개발에 관한 연구)

  • Jang, Yong Hun;Chang, Min Hyuk;Jung, Ha Hyoung
    • Journal of Korea Multimedia Society
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    • v.24 no.3
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    • pp.355-372
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    • 2021
  • Recently, high-performance HMDs (Head-Mounted Display) are becoming wireless due to the growth of virtual reality technology. Accordingly, environmental constraints on the hardware usage are reduced, enabling multiple users to experience virtual reality within a single space simultaneously. Existing multi-user virtual reality platforms use the user's location tracking and motion sensing technology based on vision sensors and active markers. However, there is a decrease in immersion due to the problem of overlapping markers or frequent matching errors due to the reflected light. Goal of this study is to develop a multi-user virtual reality moving platform in a single space that can resolve sensing errors and user immersion decrease. In order to achieve this goal hybrid sensing technology was developed, which is the convergence of vision sensor technology for position tracking, IMU (Inertial Measurement Unit) sensor motion capture technology and gesture recognition technology based on smart gloves. In addition, integrated safety operation system was developed which does not decrease the immersion but ensures the safety of the users and supports multimodal feedback. A 6 m×6 m×2.4 m test bed was configured to verify the effectiveness of the multi-user virtual reality moving platform for four users.

Intruder Tracking and Collision Avoidance Algorithm Design for Unmanned Aerial Vehicles using a Model-based Design Method (모델 기반 설계 기법을 이용한 무인항공기의 침입기 추적 및 충돌회피 알고리즘 설계)

  • Choi, Hyunjin;Yoo, Chang-Sun;Ryu, Hyeok;Kim, Sungwook;Ahn, Seokmin
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.25 no.4
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    • pp.83-90
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    • 2017
  • Unmanned Aerial Vehicles(UAVs) require collision avoidance capabilities equivalent to the capabilities of manned aircraft to enter the airspace of manned aircraft. In the case of Visual Flight Rules of manned aircraft, collision avoidance is performed by 'See-and-Avoid' of pilots. To obtain those capabilities of UAVs named as 'Sense-and-Avoid', sensor-system-based intruder tracking and collision avoidance methods are required. In this study, a multi-sensor-based tracking, data fusion, and collision avoidance algorithm is designed by using a model-based design tool MATLAB/SIMULINK, and validations of the designed model and code using numerical simulations and processor-in-the-loop simulations are performed.

Design of Multi-mode Tracking Algorithm for DBS Receiving Antenna on Shipboard

  • Choi, Choel;Kim, Young-Ho;Lee, Sung-Jin
    • 제어로봇시스템학회:학술대회논문집
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    • 2001.10a
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    • pp.121.3-121
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    • 2001
  • The movement of a ship is important for DBS(Direct Broadcasting Satellite) Receiving Antenna control algorithm design on shipboard. Especially, turning of ship is essential factor to affect the angle change of azimuth and elevation. Therefore, to track the satellite stably, we need the tracking method considering turning rate of ship. In this paper, we propose an effective satellite tracking algorithm for DBS receiving antenna on shipboard. In the proposed method, when a ship is turned, it selects one of the Multi tracking modes - Normal mode, Low speed mode, Middle speed mode and High speed mode - according as turning rate to be calculated by using Gyro sensor.

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A Study for Path Tracking of Vehicle Robot Using Ultrasonic Positioning System (초음파 위치 센서를 이용한 차량 로봇의 경로 추종에 관한 연구)

  • Yoon, Suk-Min;Yeu, Tae-Kyeong;Park, Soung-Jea;Hong, Sup;Kim, Sang-Bong
    • Proceedings of the KSME Conference
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    • 2008.11a
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    • pp.795-800
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    • 2008
  • The paper presents research for the established experiment environment of multi vehicle robot, localization algorithm that is based on vehicle control, and path tracking. The established experiment environment consists of ultrasonic positioning system, vehicle robot, server and wireless module. Ultrasonic positioning system measures positioning for using ultrasonic sensor and generates many errors because of the influence of environment such as a reflection of wall. For a solution of this fact, localization algorithm is proposed to determine a location using vehicle kinematics and selection of a reliable location data. And path tracking algorithm is proposed to apply localization algorithm and LOS, finally, that algorithms are verified via simulation and experimental

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