• Title/Summary/Keyword: Indoor location

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Indoor Zone Detection based on Bluetooth Low Energy (블루투스를 이용한 실내 영역 결정 방법)

  • Frisancho, Jorge;Lee, Jemin;Kim, Hyungshin
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2015.07a
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    • pp.279-281
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    • 2015
  • Location awareness is an important capability for mobile-based indoor services. Those indoor services have motivated the implementation of methods that need high computational load cost and complex mechanisms for positioning prediction. These mechanisms, such as opportunistic sensing and machine learning, require more energy consumption to achieve accuracy. In this paper, we propose the Bluetooth Low Energy indoor zone detection (BLEIZOD) technique. This method exploits the concept of proximity zone to reduce the load cost and complexity. Our proposed method implements the received signal strength indicator (RSSI) function more effectively to gain accuracy and reduce energy consumption.

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Machine Learning-based UWB Error Correction Experiment in an Indoor Environment

  • Moon, Jiseon;Kim, Sunwoo
    • Journal of Positioning, Navigation, and Timing
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    • v.11 no.1
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    • pp.45-49
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    • 2022
  • In this paper, we propose a method for estimating the error of the Ultra-Wideband (UWB) distance measurement using the channel impulse response (CIR) of the UWB signal based on machine learning. Due to the recent demand for indoor location-based services, wireless signal-based localization technologies are being studied, such as UWB, Wi-Fi, and Bluetooth. The constructive obstacles constituting the indoor environment make the distance measurement of UWB inaccurate, which lowers the indoor localization accuracy. Therefore, we apply machine learning to learn the characteristics of UWB signals and estimate the error of UWB distance measurements. In addition, the performance of the proposed algorithm is analyzed through experiments in an indoor environment composed of various walls.

Wi-Fi RSSI Heat Maps Based Indoor Localization System Using Deep Convolutional Neural Networks

  • Poulose, Alwin;Han, Dong Seog
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2020.07a
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    • pp.717-720
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    • 2020
  • An indoor localization system that uses Wi-Fi RSSI signals for localization gives accurate user position results. The conventional Wi-Fi RSSI signal based localization system uses raw RSSI signals from access points (APs) to estimate the user position. However, the RSSI values of a particular location are usually not stable due to the signal propagation in the indoor environments. To reduce the RSSI signal fluctuations, shadow fading, multipath effects and the blockage of Wi-Fi RSSI signals, we propose a Wi-Fi localization system that utilizes the advantages of Wi-Fi RSSI heat maps. The proposed localization system uses a regression model with deep convolutional neural networks (DCNNs) and gives accurate user position results for indoor localization. The experiment results demonstrate the superior performance of the proposed localization system for indoor localization.

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Indoor Network Map Matching by Hidden Markov Model (은닉 마르코프 모델을 이용한 실내 네트워크 맵 매칭)

  • Kim, Tae Hoon;Li, Ki-Joune
    • Spatial Information Research
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    • v.23 no.3
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    • pp.1-10
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    • 2015
  • Due to recent improvement of various sensor technologies, indoor positioning becomes available. However, Indoor positioning technologies by Wi-Fi radio map and acceleration sensor and digital campus still have a certain level of errors and a number of researches have been done to increase the positioning accuracy of the indoor positioning. If we could provide a room level accuracy, indoor location based services with current indoor positioning methods such as Wi-Fi radio map and acceleration sensors would be possible. In this paper, we propose an indoor map matching method to provide a room level accuracy based on hidden markov model.

A Study on Wireless LAN Topology Configuration for Enhancing Indoor Location-awareness and Network Performance (실내 위치 인식 및 네트워크 성능 향상을 고려한 무선 랜 토폴로지 구성 방안에 관한 연구)

  • Kim, Taehoon;Tak, Sungwoo
    • Journal of Korea Multimedia Society
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    • v.16 no.4
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    • pp.472-482
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    • 2013
  • This paper proposes a wireless LAN topology configuration method for enhancing indoor location-awareness and improving network performance simultaneously. We first develop four objective functions that yield objective goals significant to the optimal design of a wireless LAN topology in terms of location-awareness accuracy and network performance factors. Then, we develop metaheuristic algorithms such as simulated annealing, tabu search, and genetic algorithm that examine the proposed objective functions and generate a near-optimal solution for a given objective function. Finally, four objective functions and metaheuristic algorithms developed in this paper are exploited to evaluate and measure the performance of the proposed wireless LAN topology configuration method.

Implementation of the Location Tracking and Distress Check System among Firefighters in Indoor Environments (실내 환경에서 소방대원간의 조난확인 및 위치추적 시스템 구현)

  • Lee, Kwang-Hee;Lee, Sung-Yeob;Ko, Bong-Jin
    • Journal of Advanced Navigation Technology
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    • v.18 no.1
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    • pp.90-94
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    • 2014
  • This paper suggests the system that allows nearby firefighters to read about the transmission direction of a distress signal and track the location by RSSI of received distress signal which is transmitted wirelessly after sensing the distress signal of a firefighter using the Wireless Sensor Network(WSN) based on IEEE 802.15.4 and Received Signal Strength Indicator(RSSI) in the building. Also, It was confirmed that the location tracking using RSSI is possible because the difference between theoretical value and experimental value is little when experiment using the proposed system.

A Study on the Application of U-SAT System for the Indoor Positioning Technology of Ubiquitous Computing (유비쿼터스 컴퓨팅의 실내 측위 기술을 위한 U-SAT 시스템의 적용에 관한 연구)

  • Lee, Dong-Hwal;Park, Jong-Jin;Kim, Su-Yong;Mun, Young-Song;Lee, Man-Hyung
    • Journal of Institute of Control, Robotics and Systems
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    • v.12 no.9
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    • pp.876-882
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    • 2006
  • This study presents an ultrasonic location awareness system for the ubiquitous computing with absolute position. The flight time of ultrasonic waves is determined by a period detecting technique which is able to extend the sensing range compared with traditional methods. For location awareness, ultrasonic waves are sent successively from each ultrasonic transmitter and synchronized by radio frequency (RF) signal, where the transmitting part is fixed and the receiving part is movable. To expand the recognizing range, cell matching technique and coded ultrasonic technique are introduced. The experimentation for various distances is accomplished to verify the used period detecting technique of U-SAT system. The positioning accuracy by using cell matching is also verified by finding the locations of settled points and the usability of coded ultrasonic technique is verified. As a result, the possibility of ultrasonic location awareness system for the ubiquitous computing can be discussed as a pseudo-satellite system with low cost, a high update rate, and relatively high precision, in the places where CPS is not available.

A Non-coherent UWB Direct Chaotic Ranging System for Precision Location and Positioning

  • Yang, Wan-Cheol;Lee, Sang-Yub;Lee, Kwang-Du;Kim, Ki-Hwan;Yang, Chang-Soo;Kim, Hak-Sun
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • v.2
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    • pp.311-315
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    • 2006
  • Precision location and positioning of Asset within a network is an attractive feature with various applications, especially in indoor environments. Such a demand is met by the standard task group, IEEE 802.15.4a. Several methods, that is, pulse, chirp and chaotic communications have been proposed so far to satisfy the requirements of the standard. Among them, ultra wideband direct chaotic communications has advantageous features such as low hardware complexity, low cost, lower power consumption and flexible frequency band plan. In this paper, the feasibility of the ranging system using non-coherent chaotic transceiver is investigated by designing and implementing the system and the performance is proved by conducting location experiments in real indoor environments.

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(A) study on location correction method of indoor/outdoor 3D model through data integration of BIM and GIS (BIM과 GIS 데이터 융합을 통한 실내외 3차원 모델 위치보정 방안 연구)

  • Kim, Ji-Eun;Hong, Chang-Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.3
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    • pp.56-62
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    • 2017
  • As the need for 3D spatial information increases, many local governments and related industries are establishing map-based 3D spatial information services and offering them to users. In these services, positional accuracy is one of the most important factors determining their applicability to specific tasks. This study studied the location correction method between indoor and outdoor 3D spatial information through the construction of modeling data on a BIM/GIS platform. First, we selected the sites and processed the BIM/GIS data construction with 3 steps. When connecting the BIM model including indoor spatial data and 3D texturing model based on ortho images, mismatches occurred, so we proposed a location correction method. Using the conversion algorithm, the relative coordinate-based BIM data were converted to the absolute positions and then relocated by means of the texturing data on the BIM/GIS platform.

Enhanced Accurate Indoor Localization System Using RSSI Fingerprint Overlapping Method in Sensor Network (센서네트워크에서 무선 신호세기 Fingerprint 중첩 방식을 적용한 정밀도 개선 실내 위치인식 시스템)

  • Jo, Hyeong-Gon;Jeong, Seol-Young;Kang, Soon-Ju
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.37 no.8C
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    • pp.731-740
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    • 2012
  • To offer indoor location-aware services, the needs for efficient and accurate indoor localization system has been increased. In order to meet these requirement, we presented the BLIDx(Bidirectional Location ID exchange) protocol that is efficient localization system based on sensor network. The BLIDx protocol can cope with numerous mobile nodes simultaneously but the precision of the localization is too coarse because that uses cell based localization method. In this paper, in order to compensate for these disadvantage, we propose the fingerprint overlapping method by modifying a fingerprinting methods in WLAN, and localization system using proposed method was designed and implemented. Our experiments show that the proposed method is more accurate and robust to noise than fingerprinting method in WLAN. In this way, it was improved that low location precision of BLIDx protocol.