• 제목/요약/키워드: spatially correlated model

검색결과 32건 처리시간 0.028초

A spatially and temporally correlatedfading channel model for smart antenna applications

  • 김선택;윤남일;정한욱;박한규
    • 한국통신학회논문지
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    • 제22권4호
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    • pp.611-617
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    • 1997
  • In this paper a new fading model is proposed, which is well consistent with the real environment of smart antenna applications since it is spatially and temporally correlated simultaneously. The new model(STCFM: Spatially and Temporally Correlated Fading Model) is derived statistically in spatio-temporal domain so that it can provide high accuracy in the evaluation of the smart antenna system. As will be seen, the simulation results agree well with the theory.

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Pilot Sequence Assignment for Spatially Correlated Massive MIMO Circumstances

  • Li, Pengxiang;Gao, Yuehong;Li, Zhidu;Yang, Dacheng
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권1호
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    • pp.237-253
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    • 2019
  • For massive multiple-input multiple-output (MIMO) circumstances with time division duplex (TDD) protocol, pilot contamination becomes one of main system performance bottlenecks. This paper proposes an uplink pilot sequence assignment to alleviate this problem for spatially correlated massive MIMO circumstances. Firstly, a single-cell TDD massive MIMO model with multiple terminals in the cell is established. Then a spatial correlation between two channel response vectors is established by the large-scale fading variables and the angle of arrival (AOA) span with an infinite number of base station (BS) antennas. With this spatially correlated channel model, the expression for the achievable system capacity is derived. To optimize the achievable system capacity, a problem regarding uplink pilot assignment is proposed. In view of the exponential complexity of the exhaustive search approach, a pilot assignment algorithm corresponding to the distinct channel AOA intervals is proposed to approach the optimization solution. In addition, simulation results prove that the main pilot assignment algorithm in this paper can obtain a noticeable performance gain with limited BS antennas.

Analysis of Linear Regression Model with Two Way Correlated Errors

  • Ssong, Seuck-Heun
    • Journal of the Korean Statistical Society
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    • 제29권2호
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    • pp.231-245
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    • 2000
  • This paper considers a linear regression model with space and time data in where the disturbances follow spatially correlated error components. We provide the best linear unbiased predictor for the one way error components. We provide the best linear unbiased predictor for the one way error component model with spatial autocorrelation. Further, we derive two diagnostic test statistics for the assessment of model specification due to spatial dependence and random effects as an application of the Lagrange Multiplier principle.

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Component fragility assessment of a long, curved multi-frame bridge: Uniform excitation versus spatially correlated ground motions

  • Jeon, Jong-Su;Shafieezadeh, Abdollah;DesRoches, Reginald
    • Structural Engineering and Mechanics
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    • 제65권5호
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    • pp.633-644
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    • 2018
  • This paper presents the results of an assessment of the seismic fragility of a long, curved multi-frame bridge under multi-support earthquake excitations. To achieve this aim, the numerical model of columns retrofitted with elliptical steel jackets was developed and validated using existing experimental results. A detailed nonlinear numerical model of the bridge that can capture the inelastic response of various components was then created. Using nonlinear time-history analyses for a set of stochastically generated spatially variable ground motions, component demands were derived and then convolved with new capacity-based limit state models to obtain seismic fragility curves. The comparison of failure probabilities obtained from uniform and multi-support excitation analyses revealed that the consideration of spatial variability significantly reduced the median value of fragility curves for most components except for the abutments. This observation indicates that the assumption of uniform motions may considerably underestimate seismic demands. Moreover, the spatial correlation of ground motions resulted in reduced dispersion of demand models that consequently decreased the dispersion of fragility curves for all components. Therefore, the spatial variability of ground motions needs to be considered for reliable assessment of the seismic performance of long multi-frame bridge structures.

공간상관 센서네트워크에서 신뢰성 있는 데이터 수집을 위한 측정의 분배 (A Measurement Allocation for Reliable Data Gathering in Spatially Corrected Sensor Networks)

  • 변상선
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2016년도 춘계학술대회
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    • pp.434-437
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    • 2016
  • 이 논문에서는 공간상관 (spatial correlation) 센서네트워크에서 효과적이고 신뢰성있는 센서 데이터 수집을 위한 각 센서의 측정 확률 분배를 고려한다. 즉, 신뢰성이 높은 측정 데이터를 전달해주는 센서에게 더 높은 측정 확률을 분배하여 더 자주 측정되게 하는 것이다. 상관 모델은 각 센서의 전송파워 제한, 측정과정과 무선전송과정에서 발생될 수 있는 노이즈, 무선 채널의 감쇄를 고려하여 만들어진다. 그리고, 데이터 수집의 신뢰성은 데이터 수집 노드 (sink node)에서 왜곡 오차 (distortion error)를 계산함으로써 측정된다. 우리는 이 측정 분배를 정의된 공간상관상에서 협력게임으로 모델링하고 각 센서의 측정 확률을 Shapley Value를 통해 할당한다. Shapley Value는 협력게임에서 각 플레이어의 공헌도를 측정하는 방법으로, 공간상관 센서네트워크에서 각 센서들의 데이터 수집의 공헌도를 측정하는 데 사용될 수 있다. 따라서, 우리는 각 센서의 공헌도에 비례하여 측정 확률을 분배하는 것이다.

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Independent Component Analysis for the Blind Separation Of Spatially Independent Components From ${H_2}^{15}O$ Dynamic Myocardial Positron Emission Tomography

  • Lee, Jae-Sung;Ahn, Ji-Young;Lee, Dong-Soo;Park, Kwang-Suk
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2000년도 하계종합학술대회 논문집(5)
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    • pp.134-137
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    • 2000
  • We applied the ICA method to separate the ventricle and tissue components and to extract left ventricular input function from the H$_2$$^{15}$ O myocardial PET under the assumption that the elementary activities of ventricular pools and myocardium were spatially independent, and that the mixture of them composed dynamic PET frames. ICA-generated left ventricular input functions were compared with the ROI-generated ones, and also with the invasively derived arterial blood samples. Moreover, the rMBF calculated with the ICA-generated input functions and single compartment model was correlated with the results obtained with the radiolabeled microspheres.

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Investigation of seismic response of long-span bridges under spatially varying ground motions

  • Aziz Hosseinnezhad;Amin Gholizad
    • Earthquakes and Structures
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    • 제26권5호
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    • pp.401-416
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    • 2024
  • Long-span structures, such as bridges, can experience different seismic excitations at the supports due to spatially variability of ground motion. Regarding current bridge designing codes, it is just EC 2008 that suggested some regulations to consider it and in the other codes almost ignored while based on some previous studies it is found that the effect of mentioned issue could not be neglected. The current study aimed to perform a comprehensive study about the effect of spatially varying ground motions on the dynamic response of a reinforced concrete bridge under asynchronous input motions considering soil-structure interactions. The correlated ground motions were generated by an introduced method that contains all spatially varying components, and imposed on the supports of the finite element model under different load scenarios. Then the obtained results from uniform and non-uniform excitations were compared to each other. In addition, the effect of soil-structure interactions involved and the corresponding results compared to the previous results. Also, to better understand the seismic response of the bridge, the responses caused by pseudo-static components decompose from the total response. Finally, an incremental dynamic analysis was performed to survey the non-linear behavior of the bridge under assumed load scenarios. The outcomes revealed that the local site condition plays an important role and strongly amplifies the responses. Furthermore, it was found that a combination of wave-passage and strong incoherency severely affected the responses of the structure. Moreover, it has been found that the pseudo-static component's contribution increase with increasing incoherent parameters. In addition, regarding the soil condition was considered for the studied bridge, it was found that a combination of spatially varying ground motions and soil-structure interactions effects could make a very destructive scenarios like, pounding and unseating.

공간적 상관관계가 존재하는 이산형 자료를 위한 일반화된 공간선형 모형 개관 (Review of Spatial Linear Mixed Models for Non-Gaussian Outcomes)

  • 박진철
    • 응용통계연구
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    • 제28권2호
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    • pp.353-360
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    • 2015
  • 공간적으로 관측되는 연속형 자료를 분석하는 모형으로 공간적 상관관계를 고려한 다양한 정규모형이 지난 수십 년간 제안되었다. 그 중에서 공간효과를 랜덤효과로 모형화하는 공간선형모형(Spatial Linear Mixed Model; SLMM)이 가장 널리 활용되는 모형 중 하나일 것이다. 연결함수(link function)을 사용하면 SLMM을 비정규 데이터도 적용할 수 있는 일반화된 공간선형모형(Spatial Generalized Linear Mixed Model; SGLMM)으로 자연스럽게 확장할 수 있다. 이 논문에서는 가장 널리 활용되는 SGLMM을 알아보고 실제 데이터 적용사례를 R 패키지를 활용하여 제시하고자 한다.

공간적 상관길이와 역학적 효과에 따른 거친 단일 균열 내의 유체 흐름에 관한 수치적 연구 (A Numerical Study on Characteristics of Fluid Flow in Rough Fractures with Spatial Correlation Length and Mechanical Effect)

  • 정우창
    • 한국지반환경공학회 논문집
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    • 제8권4호
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    • pp.27-39
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    • 2007
  • 본 논문은 유효수직응력과 간극분포의 공간적 상관길이에 따른 거친 단일 균열 내에서의 유체흐름에 대한 특성을 수치적으로 분석한 것이다. 균열 내의 공간적으로 상관된 변화하는 간극분포는 지구통계학적 방법(i.e. Turning Bands algorithm)을 이용하여 발생시켰으며, 유효수직응력에 따른 간극분포의 변화를 묘사하기 위해 유효수직응력과 역학적 간극 사이의 단순한 비선형 관계식를 이용하였으며, 이를 흐름 모형에 결합하였다. 모의분석결과 균열 내의 유체흐름은 적용된 유효수직응력과 간극분포의 공간적 상관길이에 따라 변화하는 간극분포의 기하학적 특성에 크게 영향을 받은 것으로 나타났다. 그밖에 본 연구에서 모의된 유체흐름의 결과를 이용하여 유효수직응력과 균열의 유효투수성 사이의 관계를 나타내는 수정 Louis 식을 제안하였다.

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Measurement Allocation by Shapley Value in Wireless Sensor Networks

  • Byun, Sang-Seon
    • Journal of information and communication convergence engineering
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    • 제16권1호
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    • pp.38-42
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    • 2018
  • In this paper, we consider measurement allocation problem in a spatially correlated sensor field. Our goal is to determine the probability of each sensor's being measured based on its contribution to the estimation reliability; it is desirable that a sensor improving the estimation reliability is measured more frequently. We consider a spatial correlation model of a sensor field reflecting transmission power limit, noise in measurement and transmission channel, and channel attenuation. Then the estimation reliability is defined distortion error between event source and its estimation at sink. Motivated by the correlation nature, we model the measurement allocation problem into a cooperative game, and then quantify each sensor's contribution using Shapley value. Against the intractability in the computation of exact Shapley value, we deploy a randomized method that enables to compute the approximate Shapley value within a reasonable time. Besides, we envisage a measurement scheduling achieving the balance between network lifetime and estimation reliability.