• Title/Summary/Keyword: Indoor Location System

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Design and Implementation of Indoor Location Recognition System based on Fingerprint and Random Forest (핑거프린트와 랜덤포레스트 기반 실내 위치 인식 시스템 설계와 구현)

  • Lee, Sunmin;Moon, Nammee
    • Journal of Broadcast Engineering
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    • v.23 no.1
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    • pp.154-161
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    • 2018
  • As the number of smartphone users increases, research on indoor location recognition service is necessary. Access to indoor locations is predominantly WiFi, Bluetooth, etc., but in most quarters, WiFi is equipped with WiFi functionality, which uses WiFi features to provide WiFi functionality. The study uses the random forest algorithm, which employs the fingerprint index of the acquired WiFi and the use of the multI-value classification method, which employs the receiver signal strength of the acquired WiFi. As the data of the fingerprint, a total of 4 radio maps using the Mac address together with the received signal strength were used. The experiment was conducted in a limited indoor space and compared to an indoor location recognition system using an existing random forest, similar to the method proposed in this study for experimental analysis. Experiments have shown that the system's positioning accuracy as suggested by this study is approximately 5.8 % higher than that of a conventional indoor location recognition system using a random forest, and that its location recognition speed is consistent and faster than that of a study.

Design and Implementation of Client-Based Indoor Positioning System using Fingerprint (핑거프린트를 이용하는 클라이언트 기반 실내 측위 시스템의 설계 및 구현)

  • Hwang, Won-Young;Choi, Chang-Yeol
    • Journal of Industrial Technology
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    • v.28 no.A
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    • pp.97-104
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    • 2008
  • Recently, interests on positioning system for location-based services have been significantly increased. Many indoor environment systems using fingerprint scheme have been designed to take more accuracy of positioning, but they are inefficient in adapting to change of environments. In this paper, we focus on a client-based positioning system over WLAN for decreasing installation cost and adapting to change of environments. In the proposed system, APs with stable RSSI are selected as base APs independently for each reference point. Experimental results show that proposed system expands service area approximately 20% much than traditional systems using K-NN algorithm and needs only 20% modification process to fingerprint data compare with traditional systems whenever environment conditions are changed.

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Indoor-Outdoor Positioning Method (옥내외 겸용 측위 방법)

  • Yim Jae-Geol;Lee Gye-Young;Shim Kyu-Bark
    • Journal of Korea Multimedia Society
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    • v.9 no.9
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    • pp.1222-1230
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    • 2006
  • Location-Based Service (LBS) is a service provided to the user based on the user's current geographic location. Since LBS provides a higher value-added service, LBS has been applied on various businesses, industries and even on personal lives. Positioning users is the essential technology in building an LBS system. Thanks to GPS (Global Positioning System), Positioning outdoor is successfully used in practice. However, there is not a general solution for indoor positioning yet, even though many strategies for indoor positioning have been introduced. One of the reasons for the lack of successful indoor positioning is that most of the existing indoor positioning strategies require special equipments dedicated for positioning. This paper introduces an indoor positioning strategy that does not require any additional equipments. Integrating our indoor positioning strategy with GPS-based outdoor positioning, we have implemented an indoor-outdoor positioning system. Experimental results of the system is also introduced.

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Real time indoor positioning system using IEEE 802.15.4a and sensors (IEEE 802.15.4a와 센서를 이용한 실시간 실내위치인식 시스템)

  • Cho, Hyun-Jong;Hwang, Kwang-Il;Noh, Duck-Soo;Seo, Dong-Hoan
    • Journal of Advanced Marine Engineering and Technology
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    • v.36 no.6
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    • pp.850-856
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    • 2012
  • Bilateration using two fixed nodes has been used in the field of the real time indoor location system in the narrow space such as building or ship passage. However, as the distance between the fixed nodes increases or any obstructions exist in their zone, it is difficult to detect the location of mobile node(user) due to the degradation of its reception ratio. In order to compensate for these problems, this paper presents, based on IEEE 802.15.4a chirp signal, a new real time indoor location system using stride measurement algorithm which can calculate the location through sensors attached to user. The proposed system consists of an ultrasonic sensor to measure the leg length, a geomagnetic sensor to recognize the user's orientation, and an inertial sensor to obtain the angle between the legs. The experimental results are shown that the proposed system has twice or more accurate output compared with conventional indoor location method in the section which is partially out of communication reachability.

Design and Implementation of an Integrated Positioning System for Location-Based Services (위치기반서비스를 위한 통합측위시스템 설계 및 응용)

  • Yim, Jae-Geol;Nam, Yoon-Seok;Joo, Jae-Hun
    • Journal of Information Technology Applications and Management
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    • v.13 no.4
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    • pp.57-70
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    • 2006
  • Location Based Service (LBS) provides high-value added service to users and various works about IBS have been actively performed. The core technology or LBS is positioning of the users. In the field of positioning, outdoor positioning and indoor positioning are developed separately. We are proposing a design of an outdoor-indoor positioning system, implementing a prototype of the system, and verifying the usefulness of the system through experiments. Our experimental results shows that the average error of our system is 4.8 m in the case of out-door positioning and it is 3.3 m in the case of in-door positioning.

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A Method to Reduce Interference in Sensor Network Location Awareness System (센서 네트워크 기반 위치 인식 시스템 간섭의 최소화 방안에 관한 연구)

  • Lee Hyung-Su;Song Byung-Hun;Ham Kyung-Sun;Youn Hee-Yong
    • Journal of Internet Computing and Services
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    • v.7 no.3
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    • pp.31-39
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    • 2006
  • Ubiquitous and pervasive environment presents opportunities for a rich set of location aware applications such as car navigation and intelligent robots, interactive virtual games, logistics service, asset tracking etc. Typical indoor location systems require better accuracy than what current outdoor location systems provide, Outdoor location technologies such as GPS have poor indoor performance because of the harsh nature of indoor environments, In this paper we present a novel reducing interference location system that is particularly well suited to support context aware computing. The system, called EEM (Enhance Envelop Method) alms to combine the advantages of real time tracking systems that implement distributed environment with the suitability of infrastructure sensor network.

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Wi-Fi Line-of-Sight Signal based Indoor Localization Method Using Smartphone and Two Dual-band APs (2개의 이중대역 AP와 스마트폰을 이용한 Wi-Fi LOS 신호 기반의 실내 측위 기법)

  • Jo, Hyeonjeong;An, Hyunseong;Kim, Seungku
    • Journal of Korea Multimedia Society
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    • v.21 no.5
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    • pp.583-591
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    • 2018
  • With the development of ICT(Information and Communication Technology), the number of smart devices is rapidly increasing. LBS(Location Based Service) applications that provide user's location based service are used in various fields. There is also a growing demand for indoor precision positioning technology to provide seamless services. In this paper, we propose an indoor positioning system that estimates the location of a smartphone user. The proposed algorithm determines whether the received signal is LOS(Line-of-Sight) or NLOS(Non-Line of-Sight) in order to decrease multipath effect by the indoor environment. The proposed positioning algorithm is very simple and requires only the AP(Access Point) coordinates. In addition, it requires only two APs for estimating the location of a smartphone user. The proposed algorithm is a practically applicable technology without any additional hardware and kernel modification in the smartphone. In the experiment results, the reliability of the positioning system was found to be within 0.83 m.

GNSS-UWB Hybrid Positioning System for Indoor and Outdoor Seamless Positioning (산업현장에서의 실내외 연속측위를 위한 GNSS-UWB 하이브리드 측위 시스템)

  • Yong Jun, Chang;Joung Wook, Lee
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.27 no.1
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    • pp.139-142
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    • 2023
  • In this paper, we propose a GNSS-UWB hybrid positioning system for indoor and outdoor seamless positioning. Fusion of GNSS and inertial sensors has been widely used as a method for estimating positions in places where GNSS reception sensitivity is low, and UWB technology, which started as a short-range wireless communication technology, is widely used indoors where GNSS is completely blocked. This paper proposes a method of mutual correction and fusion of the location information collected through GNSS and the location information collected from the UWB indoor positioning system when indoor and outdoor work occurs continuously and repeatedly, such as in an industrial site.

A Consideration of Accuracy Correction Methods in RTLS for Indoor Facility Management with Drones

  • Yeo, ChangJae;yu, Jungho
    • International conference on construction engineering and project management
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    • 2017.10a
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    • pp.210-213
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    • 2017
  • The construction industry has witnessed an exponential growth of drones used in the field over the past few years. Likewise, the field of maintenance has paid increasing attention to using drones with a view to improving the efficiency of condition checks in high-rise buildings and major space. Although operators manipulate drones to inspect buildings at present, drones are expected to autonomously move around without operators in a few years. Also, for indoor maintenance, it is important for drones to find accurate locations, which is implemented by real-time locating systems(RTLS). Yet, the accuracy of RTLS varies across the types of systems and indoor settings, which warrants a locating system suitable for indoor space and a location correction system designed to improve the accuracy. Hence, the current study investigated the accuracy of real-time locating systems(RTLS) for the maintenance of indoor space of buildings with drones and delved into the methods of correcting the location information to improve the accuracy of RTLS.

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Indoor Positioning System Using Robust Outlier Extended Kalman Filter (이상 잡음에 강인한 확장 칼만 필터를 이용한 실내 위치 추정 시스템)

  • Kim, Dong-Seon;Yeom, Hak-Sun;Kim, Sun-Woo
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.20 no.9
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    • pp.954-960
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    • 2009
  • In this paper, Indoor Positioning System based on Wi-Fi system which is one of the key technology in LBS(Location Based Service) is proposed. The proposed system estimates distance between MS(Mobile Station) and AP(Access Point) using RSSI(Received Signal Strength Indicator). RSSI is affected by outlier that originate from indoor environment complexity and obstacle. In this paper, we introduce a Robust outlier Extended Kalman Filter that can ignore, real-time outlier in the observations. To demonstrate performance of proposed indoor positioning system, we used a PDA as the MS.