• Title/Summary/Keyword: Indoor location

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Location Estimation Method Employing Fingerprinting Scheme based on K-Nearest Neighbor Algorithm under WLAN Environment of Ship (선박의 WLAN 환경에서 K-최근접 이웃 알고리즘 기반 Fingerprinting 방식을 적용한 위치 추정 방법)

  • Kim, Beom-Mu;Jeong, Min A;Lee, Seong Ro
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.18 no.10
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    • pp.2530-2536
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    • 2014
  • Many studies have been made on location estimation under indoor environments which GPS signals do not reach, and, as a result, a variety of estimation methods have been proposed. In this paper, we deeply consider a problem of location estimation in a ship with a multi-story structure, and investigate a location estimation method using the fingerprint scheme based on the K-Nearest Neighbor algorithm. A reliable DB is constructed by measuring 100 received signals at each of 39 RPs in order to employ the fingerprint scheme, and, based on the DB, a simulation to estimate the location of a randomly-positioned terminal is performed. The simulation result confirms that the performance of location estimation by the fingerprint scheme is quite satisfactory.

Distance Estimation Based on RSSI and RBF Neural Network for Location-Based Service (위치 서비스를 위한 RBF 신경회로망과 RSSI 기반의 거리추정)

  • Byeong-Ro Lee;Ju-Won Lee
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.16 no.5
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    • pp.265-271
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    • 2023
  • Recently, location information services are gradually expanding due to the development of information and communication technology. RSSI is widely used to extract indoor and outdoor locations. The indoor and outdoor location estimation methods using RSSI are less accurate due to the influence of radio wave paths, interference, and surrounding wireless devices. In order to improve this problem, a distance estimation method that takes into account the wireless propagation environment is necessary. Therefore, in this study, we propose a distance estimation algorithm that takes into account the radio wave environment. The proposed method estimates the distance by learning RSSI input and output considering the RBF neural network and the propagation environment. To evaluate the performance of the proposed method, the performance of estimating the location of the receiver within a range of up to 55[m] using a BLE beacon transmitter and receiver was compared with the average filter and Kalman filter. As a result, the distance estimation accuracy of the proposed method was 6.7 times higher than that of the average filter and Kalman filter. As shown in the results of this performance evaluation, if the method of this study is applied to location services, more accurate location estimation will be possible.

Delay Spread Measurement and Analysis in 3 GHz and 6 GHz Indoor Environments (3 GHz, 6 GHz 실내 환경의 지연 확산 측정 및 분석)

  • Lee, Seong-Hun;Lee, Hwa-Choon;Cho, Byung-Lok
    • The Journal of the Korea institute of electronic communication sciences
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    • v.15 no.1
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    • pp.15-20
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    • 2020
  • In this paper, delay diffusion for exhibition hall and conference room was measured and analyzed in the indoor environment of the building. Scenarios for the indoor environment of the two buildings were written. also, the system configuration and measurement methods were conducted under the same conditions. The measurement conditions were set to 3 GHz and 6 GHz of center frequencies and analysis band selected 2 GHz. The measurement system consisted of vector network analyzer, power amplifier, omni-directional transmit and receive antenna, and transmission line. According to the indoor environment scenario of the two buildings, the location of the receiving antenna was divided into three zones based on the location of the transmitting antenna and this was measured at 1 m intervals according to 18 locations. The power delay profiles, RMS delay spread, and K-factor results of two buildings were compared and analyzed.

An Indoor Propagation Modeling that can Analyze a Fading Characteristic (페이딩 분석이 가능한 실내 전파 모델링)

  • Seok, Woo-Chan;Kim, Jin-Woong;Yoon, Young-Joong;Seok, Jae-Ho;Lim, Jae-Woo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.27 no.1B
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    • pp.114-124
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    • 2002
  • In this paper, we proposed the image-based 3D ray tracing indoor propagation model using a patch scattering model for fading analysis of indoor propagation environments. An image-based 3D ray tracing technique is mainly used, which allows the rapid generation of the complex channel impulse response for any given location and polarization of transmitter and receiver. Due to the site specific nature of indoor environment, we took into account the location and the electrical properties of individual walls and objects such as windows, doors and plaster board in our propagation model. Besides, the 3D radiation beam-patterns and polarizations of arbitrary antennas were considered, and using patch scattering model we can consider the change of the polarization due to the scattering from the various indoor objects, like desks, chairs and etc. the are almost impossible to be modeled with the basic image-based ray tracing method. The model will predict the impulse response, the rms delay spread, the fading characteristics of the channel and performances of the polarization diversity schemes.

High Accuracy Indoor Location Sensing Solution based on EMA filter with Adaptive Signal Model in NLOS indoor environment (NLOS 실내 환경 하에서 측위 정확도 개선을 위한 EMA 필터 적용 적응적 신호 모델 기반 위치 센싱 솔루션)

  • Ha, Kyunguk;Cha, Myeonghun;Kim, Dongwan
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.23 no.7
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    • pp.852-860
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    • 2019
  • In this paper, we proposed a new trilateration technique based on exponential moving average (EMA) filter with adaptive signal model which enhances accuracy of positioning system even if the RSSI changes randomly due to movement of obstacles or blind node in indoor environment. In the proposed scheme, three fixed transmitters sent out the signal to blind node. The transmitter decides the location of the blind node based on RSSI and it estimates the cause of RSSI fluctuation which is interference of obstacle or movement of blind node. When the path between blind node and transmitter has become NLOS path because of obstacles, the transmitter ignores the measured RSSI in NLOS path and replace estimated RSSI in LOS environment. In the other case, the transmitter updated the new RSSI to represent of movement of blind node. The proposed scheme has been verified on a ZigBee testbed and we proved the improved positioning accuracy compared to the existing indoor position system.

Analyzing the Change of Indoor Thermal Environment with the Introduction of the Water Space in Exterior Housing (주거 외부 수공간 도입에 따른 실내 온열 환경 변화 분석)

  • Oh, Sang-Mok;Oh, Se-Gyu;Won, Hyun-Seong
    • Journal of the Korean housing association
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    • v.21 no.2
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    • pp.41-48
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    • 2010
  • This study shows how the water space outside the housing impacts the indoor thermal environment. CFD simulation was used for this experiment to analyze the interior environment focusing on the effect of temperature control and the thermal comfort. A shape of perfect square, which creates the very basic space formation, was used and the simulation was processed looking at the size, distance, and the location of the water space. The results of the experiment are as follows. Firstly, introducing a water space with the same floor area size of the simulation model decreased the indoor temperature by 1 Celsius (3.72%). It was determined the interior environment was considered as a comfort zone when the water space was greater than 70% of the floor area. Secondly, there was not much influence to the level of thermal comfort of the interior environment when the distance to the water space from the housing was greater than 2 meters. Lastly, interpreting the location of water space, the effect of controlling the total areas' temperature was the greatest following with the surrounding of the formation. There barely was any change to the temperature considering the side and the rear of the area.

Self Localization of Mobile Robot Using UHF RFID Landmark

  • Kwon, Hyouk-Gil;Kim, Min-Sik;Ryu, Je-Goon;Shim, Hyeon-Min;Lee, Eung-Hyuk
    • 제어로봇시스템학회:학술대회논문집
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    • 2005.06a
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    • pp.1606-1611
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    • 2005
  • The goal of this paper is to develop a self localization of mobile robot using UHF RFID landmark. We present landmark, a location sensing archetype system that uses UHF Radio Frequency Identification (UHF RFID) technology for locating objects inside buildings. The major advantage of landmark is that it improves the overall accuracy of locating objects by utilizing the concept of reference tags. Based on experimental analysis, we demonstrate that passive UHF RFID is a viable and cost-effective candidate for indoor location sensing. We conduct a series of experiments to evaluate performance of the positioning of the landmark System. In the standard setup, we place RF Reader which has two antennas and 25 tags in our lab. This research uses the assumption-based coordinates (ABC) algorithm[3] for determining the localization of robot. Also, we show how Radio Frequency Identification (UHF RFID) can be used in robot-assisted indoor navigation for the visually impaired. The experiments illustrate that passive UHF RFID tags can act as reliable landmark that trigger local navigation behaviors to achieve global navigation objectives.

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Prediction of the ventilation performance in a kitchen with various locations of gas range and window (가스렌지와 창문위치에 따른 주방 배기성능 예측)

  • 김경환;이재헌;박명식;이대우
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
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    • v.12 no.1
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    • pp.75-82
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    • 2000
  • This paper presents the predicted results by CFD technique of air flow and contaminant distribution in a full-scale kitchen opened to a living room, ventilated by a exhaust hood. To analyze the characteristics of the indoor environment, the concept of contaminant index was defined. In this study, the locations of the gas range and the window were chosen as the parameters to investigate the indoor environment. The values of the contaminant index for several layout of the gas range and the window were calculated and compared. When the gas range is installed along the wall with specified window location, its position in relation to the wall has unnoticed effect on contaminant infer. Once the location of the gas range is fixed, the indoor air quality may deteriorate by the proximity of the window to the gas range. This is due to the shorter distance that external fresh air must travel within the kitchen before it reaches the exhaust fan.

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An indoor localization system for estimating human trajectories using a foot-mounted IMU sensor and step classification based on LSTM

  • Ts.Tengis;B.Dorj;T.Amartuvshin;Ch.Batchuluun;G.Bat-Erdene;Kh.Temuulen
    • International journal of advanced smart convergence
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    • v.13 no.1
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    • pp.37-47
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    • 2024
  • This study presents the results of designing a system that determines the location of a person in an indoor environment based on a single IMU sensor attached to the tip of a person's shoe in an area where GPS signals are inaccessible. By adjusting for human footfall, it is possible to accurately determine human location and trajectory by correcting errors originating from the Inertial Measurement Unit (IMU) combined with advanced machine learning algorithms. Although there are various techniques to identify stepping, our study successfully recognized stepping with 98.7% accuracy using an artificial intelligence model known as Long Short-Term Memory (LSTM). Drawing upon the enhancements in our methodology, this article demonstrates a novel technique for generating a 200-meter trajectory, achieving a level of precision marked by a 2.1% error margin. Indoor pedestrian navigation systems, relying on inertial measurement units attached to the feet, have shown encouraging outcomes.

A Study on the Development of an Indoor Positioning Support System for Providing Landmark Information (랜드마크 정보 제공을 위한 실내위치측위 지원 시스템 구축에 관한 연구)

  • Ock-Woo NAM;Chang-Soo SHIN;Yun-Soo CHOI
    • Journal of the Korean Association of Geographic Information Studies
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    • v.26 no.4
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    • pp.130-144
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    • 2023
  • Recently, various positioning technologies are being researched based on signal-based positioning and image-based positioning to obtain accurate indoor location information. Among these, various studies are being conducted on image positioning technology that determines the location of a mobile terminal using images acquired through cameras and sensor data collected as needed. For video-based positioning, a method of determining indoor location is used by matching mobile terminal photos with virtual landmark images, and for this purpose, it is necessary to build indoor spatial information about various landmarks such as billboards, vending machines, and ATM machines. In order to construct indoor spatial information on various landmarks, a panoramic image in the form of a road view and accurate 3D survey results were obtained through c 13 buildings of the Electronics and Telecommunications Research Institute(ETRI). When comparing the 3D total station final result and the terrestrial lidar panoramic image coordinates, the coordinates and distance performance were obtained within about 0.10m, confirming that accurate landmark construction for use in indoor positioning was possible. By utilizing these terrestrial lidar achievements to perform 3D landmark modeling necessary for image positioning, it was possible to more quickly model landmark information that could not be constructed only through 3D modeling using existing as-built drawings.