• Title/Summary/Keyword: path loss prediction

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Prediction Model of Propagation Path Loss of the Free Space in the Sea (해수면 자유공간의 전파경로손실 예측 모델)

  • 류광진;박창균
    • The Journal of the Acoustical Society of Korea
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    • v.22 no.7
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    • pp.579-584
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    • 2003
  • All of propagation path loss prediction models, which have been presented up to date, are oかy for ground living space. In reality, sea surface free space is different from ground living space in physical hierarchical structure. If the propagation path prediction model for ground living space is applied to the sea surface free space, propagation path loss will be smaller than actual value, while the maximum service straight line will become shorter. Thus this paper proposed and simulated the propagation path loss prediction model for predicting propagation path loss more accurately in sea surface free space, with its focus on CDMA mobile communication frequency band. Then the simulation results were compared to actual survey to verify its practicality.

Path Loss Prediction Using an Ensemble Learning Approach

  • Beom Kwon;Eonsu Noh
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.2
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    • pp.1-12
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    • 2024
  • Predicting path loss is one of the important factors for wireless network design, such as selecting the installation location of base stations in cellular networks. In the past, path loss values were measured through numerous field tests to determine the optimal installation location of the base station, which has the disadvantage of taking a lot of time to measure. To solve this problem, in this study, we propose a path loss prediction method based on machine learning (ML). In particular, an ensemble learning approach is applied to improve the path loss prediction performance. Bootstrap dataset was utilized to obtain models with different hyperparameter configurations, and the final model was built by ensembling these models. We evaluated and compared the performance of the proposed ensemble-based path loss prediction method with various ML-based methods using publicly available path loss datasets. The experimental results show that the proposed method outperforms the existing methods and can predict the path loss values accurately.

The Measurement and Prediction of Transmission loss through Dash Panel (대시 패널의 투과손실 측정 및 예측)

  • Kim Jung Soo;Kang Yeon June
    • Proceedings of the Acoustical Society of Korea Conference
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    • autumn
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    • pp.191-194
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    • 2004
  • This study Is an measurement and prediction of transmission loss through dash panel with multi-path in a vehicle. Measurement results of transmission loss are decided by sound power measured using the sound intensity method under locating a sound source in the anechoic room and reverberant room, respectively. Prediction one is decided by multi-path analysis of dash panel composed by a various part of materials and complicated shape. Finally, two results show a great agreement between measured and predicted transmission loss.

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A SPATIAL PREDICTION THEORY FOR LONG-TERM FADING IN MOBILE RADIO COMMUNICATIONS

  • Yoo, Seong-Mo
    • ETRI Journal
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    • v.15 no.3
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    • pp.27-34
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    • 1994
  • There have been traditional approaches to model radio propagation path loss mechanism both theoretically ad empirically. Theoretical approach is simple to explain and effective in certain cases. Empirical approach accommodates the terrain configuration and distance between base station and mobile unit along the propagation path only. In other words, it does not accommodate natural terrain configuration over a specific area. In this paper, we propose a spatial prediction technique for the mobile radio propagation path loss accommodating complete natural terrain configuration over a specific area. Statistical uncertainty analysis is also considered.

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The Measurement and Prediction of Transmission loss through Dash Panel (대시 패널의 투과손실 측정 및 예측)

  • Kim, Jung-Soo;Kang, Yeon-June;Kim, Yoon-Jae
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2005.11b
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    • pp.122-125
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    • 2005
  • This study is an measurement and prediction of transmission loss through dash panel with multi-path in a vehicle. Measurement results of transmission loss are derided by sound power measured using the sound intensity method under locating a sound source in the anechoic room and reverberant room, respectively. Prediction one is decided by multi-path analysis of dash panel composed by a various part of materials and complicated shape. Finally, two results show a great agreement between measured and predicted transmission loss.

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Prediction and Measurement of the Path Loss in a Building including the Staircase (계단이 포함된 건물 내부의 경로손실 예측과 측정)

  • 최태관;김성진;김채영
    • Proceedings of the IEEK Conference
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    • 1999.06a
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    • pp.219-222
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    • 1999
  • A SBR/Image ray-tracing technique using triangular ray tubes to predict the effects of walls. rooms. floors, and staircase is considered. Suggested technique is very efficient to estimate the path loss in three-dimensional buildings including the staircase. The model to predict the path loss through walls and floors in a multifloored building is presented. Measurements are made for three corridors having the staircase at 850 MHz, Measured data shows a close agreement with a simulated data.

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A Study on Path Loss Prediction for the PNG of Russia Using the Free Space Model and the Hata Model (자유 공간 모델과 하타 모델을 이용한 러시아 PNG 지역의 경로 손실 예측에 관한 연구)

  • Park, Kyung-Tae;Cho, Hyung-Rae
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.10 no.5
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    • pp.87-92
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    • 2011
  • In this paper, we got the 800 ~ 900 MHz path loss model for Russia PNG area using the free space model and the Okumura-Hata Model. In order to add new regional properties to the existing path loss model, the mean square error technique is used to obtain the correction factor. The correction factors for the free space and the Hata model are 28, 13 dB respectively. By applying this correction factors, the new Russain PNG path loss model is proposed.

Optimum Cell Design using MLP Model and Wave Propagation Characteristic Parameters for Wireless LAN in Indoor Radio Environments (실내 환경에서 다층 퍼셉트론 모델과 전파 전파 특성파라미터를 이용한 무선 근거리통신망의 최적 셀 설계)

  • 김광윤;문용규
    • Journal of the Korea Computer Industry Society
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    • v.3 no.5
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    • pp.547-556
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    • 2002
  • This paper was proposed a wave path loss prediction algorithm using multilayer perceptron (MLP) model and wave propagation characteristic parameters for Wireless LAN in indoor radio environments. Receiving power was predicted by calculating indoor path loss in a Wireless LAN that has transmission power of 100mW and frequency of 2.4GHz, and was compared with measured. In the result of measurement shows that there is a difference between predicted and measured receiving power which can be reduced by an accurate analysis of the various path loss factors. In order to fix the access point(AP) positions was used the proposed a wave path loss prediction algorithm, and designed the optimum cell for Wireless LAN.

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The Study on Empirical Propagation Path Loss in the Airport Cargo Terminal Environment (공항 화물터미널 환경에서 실험적인 패스 로스에 관한 연구)

  • Kim, Kyung-Tae;Park, Hyo-Dal
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.24 no.12
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    • pp.1140-1147
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    • 2013
  • In this paper, The path loss model of Air Traffic Control(ATC) telecommunication radio channel has been studied at the Incheon International Airport(IIA) Cargo Terminal. We measured one frequency among VHF channel bands. The transmitting site was located at different locations with different heights. The transmitting site radiated the Continuous Wave(CW). The propagation measurement was taken using the moving vehicle equipped with receiver and antenna. The transmitting power, frequency and antenna height are the same as the current operating condition. The path loss exponent and intercept parameters were extracted by the basic path loss model and hata model. The path loss exponent at IIA Cargo terminal area were 3.67 and 3.39 respectively in first and second transmitting sites. The deviation of prediction error is 14.42 and 10.38. The new path loss equation at the IIA Cargo terminal area was also developed using the derived path loss parameters. The new path loss was compared with other models. This result will be helpful for the ATC site selection and service quality evaluation.

Empirical Propagation Path Loss Model for ATC Telecommunication in the Concourse Environment (콘코스 환경에서 항공 정보통신의 실험적인 전파 경로 모델에 관한 연구)

  • Kim, Kyung-Tae;Park, Hyo-Dal
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.38A no.9
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    • pp.765-772
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    • 2013
  • In this paper, we studied the path loss model of Air Traffic Control(ATC) telecommunication radio channel at the Incheon International Airport(IIA) concourse area. We measured wave propagation characteristics on the two frequencies among VHF/UHF channel bands. The transmitting site radiated the Continuous Wave(CW). The propagation measurement was taken using the moving vehicle equipped with receiver and antenna. The transmitting power, frequency, and antenna height are the same as the current operating condition. The path loss exponent and intercept parameters were extracted by the basic path loss model and hata model. The path loss exponents at Concourse area were 3.1/3.13 and 3.01/3.38 respectively in 128.2MHz and 269.1MHz. The deviation of prediction error is 2.77/3.17 and 4.01/3.66. The new path loss equation at the Concourse area was also developed using the derived path loss parameters. The new path loss model was compared with other models. This result will be helpful for the ATC site selection and service quality evaluation.