• Title/Summary/Keyword: indoor tracking System

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Deep Learning-based Approach for Visitor Detection and Path Tracking to Enhance Safety in Indoor Cultural Facilities (실내 문화시설 안전을 위한 딥러닝 기반 방문객 검출 및 동선 추적에 관한 연구)

  • Wonseop Shin;Seungmin, Rho
    • Journal of Platform Technology
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    • v.11 no.4
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    • pp.3-12
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    • 2023
  • In the post-COVID era, the importance of quarantine measures is greatly emphasized, and accordingly, research related to the detection of mask wearing conditions and prevention of other infectious diseases using deep learning is being conducted. However, research on the detection and tracking of visitors to cultural facilities to prevent the spread of diseases is equally important, so research on this should be conducted. In this paper, a convolutional neural network-based object detection model is trained through transfer learning using a pre-collected dataset. The weights of the trained detection model are then applied to a multi-object tracking model to monitor visitors. The visitor detection model demonstrates results with a precision of 96.3%, recall of 85.2%, and an F1-score of 90.4%. Quantitative results of the tracking model include a MOTA (Multiple Object Tracking Accuracy) of 65.6%, IDF1 (ID F1 Score) of 68.3%, and HOTA (Higher Order Tracking Accuracy) of 57.2%. Furthermore, a qualitative comparison with other multi-object tracking models showcased superior results for the model proposed in this paper. The research of this paper can be applied to the hygiene systems within cultural facilities in the post-COVID era.

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Vision Based Mobile Robot Control (이동 로봇의 비젼 기반 제어)

  • Kim, Jin-Hwan
    • The Transactions of the Korean Institute of Electrical Engineers P
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    • v.60 no.2
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    • pp.63-67
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    • 2011
  • This paper presents the mobile robot control based on vision system. The proposed vision based controller consist of the camera tracking controller and the formation controller. Th e camera controller has the adaptive gain based on IBVS. The formation controller which is designed in the sense of the Lyapunov stability follows the leader. Simluation results show that the proposed vision based mobile robot control is validated for indoor mobile robot applications.

Performance Analysis of Signal Tracking of Galileo Receiver (Galileo 수신기 신호추적 성능 분석)

  • Ko Jong-Myeong;In Sung-Hyuck;Jee Gyu-In
    • 한국정보통신설비학회:학술대회논문집
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    • 2006.08a
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    • pp.280-287
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    • 2006
  • Advent of the new European satellite positioning system, Galileo will result in development of new satellite receivers such as, GPS/Galileo dual mode receiver. Furthermore, a new GNSS satellite receiver would be required to be self-reconfigured to certain navigational environments like, indoor, high interference, integrity, etc. In this paper, design and implementation issue of a FPGA based flexible GNSS receiver which gets navigation solution using L1 band signals of GPS and Galileo simultaneously is addressed.

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Adaptive Indoor Location Tracking System Based on IEEE 802.15.4a (IEEE 802.15.4a 기반의 환경 적응형 위치 추적 시스템에 관한 연구)

  • Jeon, Hyeon-Sig;Woo, Sung-Hyun;Park, Hyun-Ju;Cho, Sang-Do;Na, Jong-In;Kim, Ki-Hwan;Yang, Chang-Soo
    • 한국HCI학회:학술대회논문집
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    • 2006.02a
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    • pp.638-646
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    • 2006
  • 유비쿼터스 시대가 도래함에 따라 사회적으로 실내 위치 추적 시스템에 대한 관심이 증가되었다. 하지만 기존 실내 위치 추적 시스템은 실내 환경의 빈번한 변화에 능동적으로 대응하지 못하고, 실내 환경의 NLOS 특성으로 인하여 이동 객체의 정확한 위치 측정이 어려운 문제점이 있다. 본 연구의 목적은 앞으로 유비쿼터스 시대가 도래함에 따라 다양한 사용자의 요구를 만족시키기 위한 서비스를 제공하는데 필수 요소인 실내 이동 객체의 위치를 효과적으로 파악하고, 이동 객체의 위치 정확도를 향상시킨 환경 적응형 위치 추적시스템을 제안한다.

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A Study on the Indoor Positioning Method for Mobile Robot (수동형 RFID를 활용한 실내 무인로봇의 위치 인식 방법에 관한 연구)

  • Cho, Chul-Young;Lee, Jun-Pyo;Kwon, Cheol-Hee;Cho, Han-Jun
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2012.01a
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    • pp.227-228
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    • 2012
  • 실외에서의 위치추적은 GPS(Global Positioning System) 등의 다양한 방법이 활용가능하다. 하지만 실내에서는 사용이 어려워 비전, RFID 및 Zigbee 등을 활용한 다양한 연구가 진행되고 있다. 본 연구에서는 비교적 비용 효과적으로 구축이 가능한 수동형 RFID 태그를 기반 이동형 로봇의 위치 추적 알고리즘을 제안하도록 한다. 총 7 종의 태그에 대하여 각 태그가 가지고 있는 특성을 실험을 통하여 분석하고 분석한 결과에 따라 태그를 배치하여 효과적으로 로봇의 이동에 따른 위치 추적 및 이동방향 예측방법을 기술한다. 제안하는 방법을 실험실 환경에서 레고 마인드스톰을 활용하여 그 효용성을 나타내도록 한다.

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A Study of Indoor Positioning for Fire Fighters Safety in Fire Scene (화재현장의 소방대원 안전을 위한 실내 측위에 관한 연구)

  • Roh, Taeho
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2014.07a
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    • pp.357-360
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    • 2014
  • 화재 현장에 투입된 소방대원들은 각종 위험한 환경에 장시간 노출된 상태로 활동을 하고 있으며 또한 열과 연기 등으로 인하여 시야 확보가 매우 어렵고 장시간 화재 진압 및 구조 활동으로 인하여 급격한 체력 저하로 야기되는 소방대원의 인명 피해가 발생되고 있다. 그러므로 본 논문에서는 이러한 인명 피해를 막기 위하여 투입된 소방대원의 위치 추적 및 상태 등을 확인하여 만약에 고립된 소방대원이 있을 경우 안전하게 탈출 할 수 있는 실내 측위 및 추적 기술에 대하여 연구한다.

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Improvement of Indoor Positioning Accuracy using Smart LED System Implementation (스마트 LED 시스템을 이용한 실내위치인식 정밀도 개선)

  • Lee, Dong Su;Huh, Hyeong Seok
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.1
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    • pp.786-791
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    • 2021
  • In this paper, in order to minimize limitations such as signal interference and positioning errors in existing indoor positioning systems, a smart LED-based positioning system for excellent line-of-sight radio environments and precise location tracking is proposed to improve accuracy. An IEEE 802.4 Zigbee module is mounted on the SMPS board of a smart LED; RSSI and LQI signals are received from a moving tag, and the system is configured to transmit the measured data to the positioning server through a gateway. For the experiment, the necessary hardware, such as the gateway and the smart LED module, were separately designed, and the experiment was conducted after configuring the system in an external field office. The positioning error was within 70cm as a result of performing complex calculations in the positioning server after transmitting a vector value of the moving object obtained from the direction sensor, together with a signal from the moving object received by the smart LED. The result is a significantly improved positioning error, compared to an existing short-range wireless communications-based system, and shows the level at which commercial products can be implemented.

Implementation of Indoor/Outdoor Markerless Tracking-Based Augmented Reality Albert (실내외용 마커리스 트레킹 기반의 증강연실 시스템 구현)

  • Kim, Hee-Kwan
    • Korean Journal of Remote Sensing
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    • v.25 no.2
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    • pp.165-173
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    • 2009
  • Augmented Reality technologies offer new possibilities to the exploration of spatial distributed information. In this work we describe the main issues in the development of an Augmented Reality system that allows the annotation of objects or features in the real world captured by a camera. The general operation of this kind of systems is described, as well as the main problems that need to be solved. Finally, as an example of case of study, we present an application for the annotation of information relative to containers in a marine terminal.

Implementation of an indoor wireless modem using direct sequence spectrum technology (직접시퀀스 대역 확산 방식을 이용한 실내 무선 모뎀의 구현)

  • 박병훈;김호준;황금찬
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.23 no.9A
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    • pp.2141-2152
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    • 1998
  • In this paper, we design and implement an indoor wireless modem using small signal of ISM band regulation, which can tranceive reliable data streams. We use direct sequence spead spectrum (DS-SS) signaling with synchronous BPSK and QPSK modulation, convolutional coding with viterbi decoding. The radio frequency module uses frequency devision duplexing in 900 MHz band, and the digital module is implemented with FPGAs for the purpose fo ASIC design. The perfomrance of our own acquistion and tracking circuit consisting digital matched filter and decision logic is proved by experiments, and the possibility of file transfer at indoor environment with the entrie system that the modem is connected the PC through RS-232C port is verified.

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