• 제목/요약/키워드: Real-time location tracking

검색결과 227건 처리시간 0.024초

Real-Time Tracking of Human Location and Motion using Cameras in a Ubiquitous Smart Home

  • Shin, Dong-Kyoo;Shin, Dong-Il;Nguyen, Quoc Cuong;Park, Se-Young
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제3권1호
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    • pp.84-95
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    • 2009
  • The ubiquitous smart home is the home of the future, which exploits context information from both the human and the home environment, providing an automatic home service for the human. Human location and motion are the most important contexts in the ubiquitous smart home. In this paper, we present a real-time human tracker that predicts human location and motion for the ubiquitous smart home. The system uses four network cameras for real-time human tracking. This paper explains the architecture of the real-time human tracker, and proposes an algorithm for predicting human location and motion. To detect human location, three kinds of images are used: $IMAGE_1$ - empty room image, $IMAGE_2$ - image of furniture and home appliances, $IMAGE_3$ - image of $IMAGE_2$ and the human. The real-time human tracker decides which specific furniture or home appliance the human is associated with, via analysis of three images, and predicts human motion using a support vector machine (SVM). The performance experiment of the human's location, which uses three images, lasted an average of 0.037 seconds. The SVM feature of human motion recognition is decided from the pixel number by the array line of the moving object. We evaluated each motion 1,000 times. The average accuracy of all types of motion was 86.5%.

LOCATION UNCERTAINTY IN ASSET TRACKING USING WIRELESS SENSOR NETWORKS

  • Jo, Jung-Hee;Kim, Kwang-Soo;Lee, Ki-Sung;Kim, Sun-Joong
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2007년도 Proceedings of ISRS 2007
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    • pp.357-360
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    • 2007
  • An asset tracking using wireless sensor network is concerned with geographical locations of sensor nodes. The limited size of sensor nodes makes them attractable for tracking service, at the same time their size causes power restrictions, limited computation power, and storage restrictions. Due to such constrained capabilities, the wireless sensor network basically assumes the failure of sensor nodes. This causes a set of concerns in designing asset tracking system on wireless sensor network and one of the most critical factors is location uncertainty of sensor nodes. In this paper, we classify the location uncertainty problem in asset tracking system into following cases. First, sensor node isn't read at all because of sensor node failure, leading to misunderstanding that asset is not present. Second, incorrect location is read due to interference of RSSI, providing unreliable location of asset. We implemented and installed our asset tracking system in a real environment and continuously monitored the status of asset and measured error rate of location of sensor nodes. We present experimental results that demonstrate the location uncertainty problem in asset tracking system using wireless sensor network.

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Three Dimensional Indoor Location Tracking Viewer

  • Yang, Chi-Shian;Jung, Sang-Joong;Chung, Wan-Young
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제3권1호
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    • pp.108-118
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    • 2009
  • In this paper we develop an indoor location tracking system and its 3D tracking monitoring viewer, viz., 3D Navigation Viewer (3DNV). We focus on the integration of an indoor location tracking system with the Virtual Reality Modeling Language (VRML), to facilitate a representation of the user's spatial information in virtual indoor environments that is synchronized with the physical location environment. The developed indoor location tracking system employs beacons as active transmitters, and a listener as a passive receiver. The distance information calculated from the difference speeds of RF and Ultrasonic signals is exploited, to determine the user's physical location. This is essential in supporting third parties like doctors and caregivers in identifying the activities and status of a particular individual via 3DNV. 3DNV serves as a unified user interface for an indoor location tracking system, showing the viewpoint and position of the target in virtual indoor environments. It was implemented using VRML, to provide an actual real time visualization of the target's spatial information.

능동형 DR 기반의 위치 추적용 RF 모듈의 설계 및 제작 (The Design and Fabrication of an Active DR-Based RF Module for Location Tracking)

  • 김동옥
    • 정보통신설비학회논문지
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    • 제9권2호
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    • pp.48-55
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    • 2010
  • This paper proposes a realtime tracking algorithm of mobile object in indoor or outdoor environment. For this purpose the proposed system selects location data closer to mobile objects in real time using Triangulation method and DCM (Database Correlation Method). Also, this system utilizes the adjusted location data selected by using Kalman filter to improve the location accuracy of transfer object. Be studied in existing the Kalman filter have unstable location data until its settlement because of it extracts current values by using the past the information. However, proposed location tracking system don't apply existent Kalman filter to this system and it permits precisional tracking location by using more effective methods.

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LSTM Network with Tracking Association for Multi-Object Tracking

  • Farhodov, Xurshedjon;Moon, Kwang-Seok;Lee, Suk-Hwan;Kwon, Ki-Ryong
    • 한국멀티미디어학회논문지
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    • 제23권10호
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    • pp.1236-1249
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    • 2020
  • In a most recent object tracking research work, applying Convolutional Neural Network and Recurrent Neural Network-based strategies become relevant for resolving the noticeable challenges in it, like, occlusion, motion, object, and camera viewpoint variations, changing several targets, lighting variations. In this paper, the LSTM Network-based Tracking association method has proposed where the technique capable of real-time multi-object tracking by creating one of the useful LSTM networks that associated with tracking, which supports the long term tracking along with solving challenges. The LSTM network is a different neural network defined in Keras as a sequence of layers, where the Sequential classes would be a container for these layers. This purposing network structure builds with the integration of tracking association on Keras neural-network library. The tracking process has been associated with the LSTM Network feature learning output and obtained outstanding real-time detection and tracking performance. In this work, the main focus was learning trackable objects locations, appearance, and motion details, then predicting the feature location of objects on boxes according to their initial position. The performance of the joint object tracking system has shown that the LSTM network is more powerful and capable of working on a real-time multi-object tracking process.

교통 연계 환승 시스템의 보행자 위치정보 수집을 위한 POI 기반 위치 보정 기술 연구 (A Study of Correcting Technology based POI for Pedestrian Location-information Detecting in Traffic Connective Transferring System)

  • 정종인;이상선
    • 한국ITS학회 논문지
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    • 제10권2호
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    • pp.84-93
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    • 2011
  • 교통연계 환승센터를 이용하는 보행자에게 다양한 정보의 수집 및 가공을 통한 실시간 맞춤형 정보를 제공하기 위해 테스트베드(김포공항)의 통신환경 설계 및 효율적인 보행자 위치측위의 보정기술을 연구하였다. 통신환경 구축을 위한 설계는 환승 센터 구역에서 이용자에게 신뢰성이 보장된 데이터 전송이 가능하여야 한다. 또한, 위치 측위를 위해 고려 되어야 할 사항도 병행하여 검토해야 한다. 따라서 우리는 데이터 통신과 위치 측위 효율을 동시에 만족하는 통신환경 설계를 수행하였다. 그리고 효율적인 위치 측위 기술 적용을 위해 상용기술 기반의 실시간 위치 인식에 관련한 문제를 판단하고 문제를 해결하고자 새로운 접근 방법을 고안하여 테스트베드에 적용 및 분석하였다. 본 논문에서 전자지도상에 실제 건물이 가지고 있는 특성(구조물)을 인가하여 실제 환경과 최대한 흡사한 상황에서 무선접속점(AP: Access Point)을 위치시켰으며, 각각의 위치에서 특정한 조건을 만족하도록 통신환경 구축 설계를 수행하였다. 또한, 교통연계 환승 서비스에서 보행자 위치측위를 필요로 하는 주요지점(POI:Point Of Interest)을 기준점으로 설정하고 해당 지점을 표출할 수 있도록 하는 방법을 고안하였다. 그 설정방법과 알고리즘에 대해서 테스트베드에서의 실험을 통해 얻어진 원시데이터를 바탕으로 시뮬레이션 수행하고 그 결과에 대해서 소개하고자 한다.

무선 네트워크 기술을 이용한 RTLS 알고리즘의 성능 개선 및 구현에 관한 연구 (A study on the improvement and implementation of RTLS algorithm using wireless network technology)

  • 김철우;김동옥
    • 정보통신설비학회논문지
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    • 제11권1호
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    • pp.1-9
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    • 2012
  • In this paper, we proposed a method of improving the location estimation error existing in RTLS (Real Time Location Service) system for the individual mobility. As ubiquitous age comes, interest for indoor location tracking system is getting more increased. However, existing indoor location tracking system does not correspond actively to frequent changes in indoor environment, and there is a problem that correct location measurement of moving object is difficult due to NLOS (non-line-of-sight) property of indoor environment. Purpose of this paper is to propose an environment accommodation location tracking system that improves the location precision of moving object and grasps location of the object effectively, which is essential an element effectively to provide service and satisfy various users' request.

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

  • 송병훈;함경선;이형수
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2006년도 하계종합학술대회
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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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글로벌 해운물류 실시간 위치 추적 시뮬레이션 시스템 개발 (Development of Simulation System For Real-Time Location Tracking In Global Shipping Logistics)

  • 박병권;최형림;김채수;이강배;박민선
    • 한국정보통신학회논문지
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    • 제19권5호
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    • pp.1235-1242
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    • 2015
  • 글로벌 해운물류에서 계속적으로 이동하는 화물의 위치 정보를 추적하고 관리하는 것은 물류주체에게 중요한 일이다. 화물에 부착된 태그의 GPS 좌표 흐름을 분석하면 물류거점을 기반으로 한 화물의 위치정보를 쉽게 추적할 수 있다. 즉, 태그와 물류거점간의 동적인 위치변화를 이용하여 거점 단위의 위치 이동을 추적할 수 있다. 본 논문에서는 전세계 물류거점을 대상으로 이러한 거점 단위 위치추적 알고리즘의 정확성과 오동작을 측정하기 위해 시뮬레이션 시스템을 개발하였다. 실제 태그를 제작하여 실험하기에는 많은 제약이 따르기 때문에 실제 태그와 유사하게 동작하는 태그 에뮬레이터를 개발하여 가상 태그를 생성한다. 실제 태그와 같은 통신 프로토콜을 이용하여 위치추적 시스템에 데이터를 전송함으로써 위치추적 시스템이 잘 동작함을 보인다.

RGPS를 이용한 실시간 차량관제시스템 구현과 오차분석 (Development of real-time car tracking system with RGPS and its error analysis)

  • 고선준;이자성
    • 제어로봇시스템학회논문지
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    • 제6권1호
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    • pp.15-24
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    • 2000
  • Stand-alone global position system receiver based on C/A code tracking generates position error of 100m mainly due to the selective availability and ionospheric and tropospheric delay errors. The differential GPS is the most commonly used method for removing those bias range error components. The relative GPS, although somewhat restrictive in its use, is ideally suited to the car monitoring system for improved Automatic Vehicle location, especially where the DGPS infrastructure is not available. The RGPS does not require any additional hardware, facility or external infrastructure and can be operated within the system with existing host computer and communication link. This paper presents detailed description of the RGPS concept and its implementation for real-time data processing. Performance of RGPS is evaluated with real data and is compared with DGPS.

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