• 제목/요약/키워드: Spatial error model

검색결과 429건 처리시간 0.021초

Spatial Interpolation of Meteorologic Variables in Vietnam using the Kriging Method

  • Nguyen, Xuan Thanh;Nguyen, Ba Tung;Do, Khac Phong;Bui, Quang Hung;Nguyen, Thi Nhat Thanh;Vuong, Van Quynh;Le, Thanh Ha
    • Journal of Information Processing Systems
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    • 제11권1호
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    • pp.134-147
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    • 2015
  • This paper presents the applications of Kriging spatial interpolation methods for meteorologic variables, including temperature and relative humidity, in regions of Vietnam. Three types of interpolation methods are used, which are as follows: Ordinary Kriging, Universal Kriging, and Universal Kriging plus Digital Elevation model correction. The input meteorologic data was collected from 98 ground weather stations throughout Vietnam and the outputs were interpolated temperature and relative humidity gridded fields, along with their error maps. The experimental results showed that Universal Kriging plus the digital elevation model correction method outperformed the two other methods when applied to temperature. The interpolation effectiveness of Ordinary Kriging and Universal Kriging were almost the same when applied to both temperature and relative humidity.

HMM-Based Transient Identification in Dynamic Process

  • Kwon, Kee-Choon
    • Transactions on Control, Automation and Systems Engineering
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    • 제2권1호
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    • pp.40-46
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    • 2000
  • In this paper, a transient identification based on a Hidden Markov Model (HMM) has been suggested and evaluated experimentally for the classification of transients in the dynamic process. The transient can be identified by its unique time dependent patterns related to the principal variables. The HMM, a double stochastic process, can be applied to transient identification which is a spatial and temporal classification problem under a statistical pattern recognition framework. The HMM is created for each transient from a set of training data by the maximum-likelihood estimation method. The transient identification is determined by calculating which model has the highest probability for the given test data. Several experimental tests have been performed with normalization methods, clustering algorithms, and a number of states in HMM. Several experimental tests have been performed including superimposing random noise, adding systematic error, and untrained transients. The proposed real-time transient identification system has many advantages, however, there are still a lot of problems that should be solved to apply to a real dynamic process. Further efforts are being made to improve the system performance and robustness to demonstrate reliability and accuracy to the required level.

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3차원 외재적 필터링 을 이용한 SGS 모델 (A Subgrid scale model with a 3 -dimensional explicit filtering)

  • 이경세;백제현
    • 한국전산유체공학회:학술대회논문집
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    • 한국전산유체공학회 2008년도 춘계학술대회논문집
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    • pp.634-637
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    • 2008
  • A large eddy simulation with an explicit filter on unstructured mesh is presented. The flow filed is semi-implicitly marched by a fractional step method. Spatial discretization of the solver is designed to guarantee the second order accuracy. An isotropic explicit filter is adopted for measuring the level of subgrid scale velocity fluctuation. The filter is linearity-preserving and has second order commutation error. The developed subgrid scale model is basically eddy viscosity model which depends on the explicitly filtered fields and needs no additional ad hoc wall treatment, such as van Driest damping function. For the validation, the flows in a channel and a pipe are calculated and compared to experimental data and numerical results in the literature.

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디젤 기관 단일 영역 모델 열발생율 계산의 오차 보상에 관한 연구 (A Study on the Heat Release Analysis to Compensate the Error due to Assumption of Single Zone in Diesel Engine)

  • 류승협;김기두;윤욱현;하지수
    • Journal of Advanced Marine Engineering and Technology
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    • 제30권5호
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    • pp.572-579
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    • 2006
  • Accurate heat release analysis based on the cylinder pressure trace is important for evaluating combustion process of diesel engines. However, traditional single-zone heat release models (SZM) have significant limitations due mainly to their simplified assumptions of uniform charge and homogeneity while neglecting local temperature distribution inside cylinder during combustion process. In this study, a heat release analysis based on single-zone model has been evaluated by comparison with computational simulation result using Fire-code, which is based on multidimensional model (MDM). The limitations of the single-zone assumption have been estimated, To overcome these limitations, an improved model that includes the effects of spatial non-uniformity has been applied. From this improved single-zone heat release model (Improved-SZM), two effective values of specific heat ratios, denoted by ${\gamma}_V$ and ${\gamma}_H$ in this study, have been introduced. These values are formulated as the function of charge temperature changing rate and overall equivalence ratio. Also, it is applied that each equation of ${\gamma}_V$ and ${\gamma}_H$ has respectively different slopes according to several meaningful periods during combustion progress. The heat release analysis results based on improved single-zone model gives a good agreement with FIRE-code results over the whole range of operating conditions of target engine, Hyundai HiMSEN H21/32.

연성개폐 지붕구조물 Erection 시공법에 관한 사례 연구 (The Case Study on the Erection Construction Method for Soft Retractable Roof Structures)

  • 박금성;김형도;곽명근
    • 한국공간구조학회논문집
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    • 제16권4호
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    • pp.101-108
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    • 2016
  • Lifting plan in the large spacial structure is an important factor influencing the efficiency and economy of the construction process. The purpose of this study was deriving the requirements for lifting techniques as the basic research in the double spoke wheel roof structure construction. In the lift up erection method, management plan of the interference error in the column and outer-ring was needed that occur during lifting roof structure. In the bent erection method, material usage reduction plan was required by the structural design of the temporary bent. In the hybrid erection method, lifting plan was needed that minimizes weather condition and crane usage. All lifting techniques were required Value Engineering model for reduction of cost and construction period.

밀도법을 이용한 스페이스 트러스 구조물의 초기 형상 설계 (Initial Shape Design of Space Truss Structure using Density Method)

  • 김호수;박영신;양명규;이민호;김재윤
    • 한국공간구조학회논문집
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    • 제10권4호
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    • pp.59-66
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    • 2010
  • 본 연구는 스페이스 트러스 구조물의 초기 형상을 결정하기 위해 밀도법을 이용한 위상최적화 기술을 고려하고자 한다. 대부분의 초기 형상설계는 다양한 최적화 방법을 활용하지 않고 설계자의 경험이나 시행착오적인 방법을 바탕으로 수행되고 있다. 이런 이유로 합리적이고 경제적인 최적화기술이 초기 형상설계에 도입되어야 한다. 따라서 본 연구에서는 스페이스 트러스 구조물을 대상으로 설계영역을 설정하고 위상최적화를 수행하여 최적의 재료분포를 찾은 뒤 크기최적화를 이용하여 최적부재 크기를 찾고자 한다. 이와 같이 밀도법을 이용한 위상 및 크기최적화를 병행하여 수행할 경우 합리적인 스페이스 트러스 구조물의 초기 형상을 도출할 수 있다.

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Proposal of a hierarchical topology and spatial reuse superframe for enhancing throughput of a cluster-based WBAN

  • Hiep, Pham Thanh;Thang, Nguyen Nhu;Sun, Guanghao;Hoang, Nguyen Huy
    • ETRI Journal
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    • 제41권5호
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    • pp.648-657
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    • 2019
  • A cluster topology was proposed with the assumption of zero noise to improve the performance of wireless body area networks (WBANs). However, in WBANs, the transmission power should be reduced as low as possible to avoid the effect of electromagnetic waves on the human body and to extend the lifetime of a battery. Therefore, in this work, we consider a bit error rate for a cluster-based WBAN and analyze the performance of the system while the transmission of sensors and cluster headers (CHs) is controlled. Moreover, a hierarchical topology is proposed for the cluster-based WBAN to further improve the throughput of the system; this proposed system is called as the hierarchical cluster WBAN. The hierarchical cluster WBAN is combined with a transmission control scheme, that is, complete control, spatial reuse superframe, to increase the throughput. The proposed system is analyzed and evaluated based on several factors of the system model, such as signal-to-noise ratio, number of clusters, and number of sensors. The calculation result indicates that the proposed hierarchical cluster WBAN outperforms the cluster-based WBAN in all analyzed scenarios.

Spatial Frequency Coverage and Image Reconstruction for Photonic Integrated Interferometric Imaging System

  • Zhang, Wang;Ma, Hongliu;Huang, Kang
    • Current Optics and Photonics
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    • 제5권6호
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    • pp.606-616
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    • 2021
  • A photonic integrated interferometric imaging system possesses the characteristics of small-scale, low weight, low power consumption, and better image quality. It has potential application for replacing conventional large space telescopes. In this paper, the principle of photonic integrated interferometric imaging is investigated. A novel lenslet array arrangement and lenslet pairing approach are proposed, which are helpful in improving spatial frequency coverage. For the novel lenslet array arrangement, two short interference arms were evenly distributed between two adjacent long interference arms. Each lenslet in the array would be paired twice through the novel lenslet pairing approach. Moreover, the image reconstruction model for optical interferometric imaging based on compressed sensing was established. Image simulation results show that the peak signal to noise ratio (PSNR) of the reconstructed image based on compressive sensing is about 10 dB higher than that of the direct restored image. Meanwhile, the normalized mean square error (NMSE) of the direct restored image is approximately 0.38 higher than that of the reconstructed image. Structural similarity index measure (SSIM) of the reconstructed image based on compressed sensing is about 0.33 higher than that of the direct restored image. The increased spatial frequency coverage and image reconstruction approach jointly contribute to better image quality of the photonic integrated interferometric imaging system.

HeMOSU-1호 관측 자료를 이용한 해상풍속 산정오차 분석 (Error analysis on the Offshore Wind Speed Estimation using HeMOSU-1 Data)

  • 고동휘;정신택;조홍연;김지영;강금석
    • 한국해안·해양공학회논문집
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    • 제24권5호
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    • pp.326-332
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    • 2012
  • 본 연구에서는 해상풍력발전 후보지인 영광해상에 설치한 해상 기상타워 해모수 1호(HeMOSU-1)의 2011년 연간 풍속 관측 자료와 기상타워 해모수 1호 설치 지점에 인접한 부안, 고창, 영광 3개 지점의 육상 풍속자료를 이용하여 해상 임의고도에서의 풍속 산정 과정에서 발생하는 오차에 대한 분석을 수행하였다. 먼저 육상 풍속자료와 해상 풍속자료의 선형회귀분석으로 유도된 관계식을 이용하여 해상 기준고도(평균해수면 98.69 m)의 해상풍속자료를 추정하였다. 그리고, 추정된 해상풍속 자료는 관측자료를 통해 산출된 고도분포지수 값(${\simeq}0.115$)과 멱법칙 풍속프로파일을 이용하여 87.65 m 높이로 고도보정하여 관측치와 비교하였다. 연구 수행결과, 공간보정오차는 1.6~2.2 m/s 정도이며, 고도보정오차는 0.1 m/s 정도로 공간보정오차의 약 5% 정도에 불과한 것으로 파악되었다. 육상자료를 환산하여 해상임의지점의 풍속을 추정하는 경우, 큰 오차가 발생하기 때문에 장기간의 해상자료를 확보하거나 정확도가 높은 모델링 자료를 이용하여야 할 것으로 판단된다.

공간통계기법과 내비게이션 자료를 활용한 도시부 도로 교통량 추정연구 (The Study for Estimating Traffic Volumes on Urban Roads Using Spatial Statistic and Navigation Data)

  • 홍다희;김진오;장동익;이태우
    • 대한교통학회지
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    • 제35권3호
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    • pp.220-233
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    • 2017
  • 교통량은 주말 및 첨두시 O/D 구축, 차량주행거리 산정, 혼잡도로개선 대책 등에 활용되는 중요한 기초자료이다. 그럼에도 불구하고 국내 도시부 도로의 교통량 링크 커버리지는 매우 낮아, 현재 수집 교통량으로는 교통정책 및 분석에 제약이 따를 수밖에 없다. 이에 본 연구에서는 특 광역시 중 수집교통량 및 속도의 링크 커버리지가 가장 낮은 서울시를 대상으로, 수집 교통량과 속도를 활용하여 교통량 결측링크의 교통량을 추정하는 방안을 제안하였다. 여기서, 교통량 추정 방법으로 공간적 통계기법을 활용하였다. 교통량 추정모형 구축시, 서울시의 도시고속도로와 도시부 도로는 교통류 및 통행패턴은 상이하므로 이를 분류하여 도시고속도로에는 구간별 상수함수, 도시부 도로에는 회귀크리깅을 적용하였다. 이용 데이터로는 서울시 TOPIS, 국교부 국가교통정보센터 등에서 수집한 공공부문 교통량, 속도와 민간 내비게이션 DB를 활용하였다. 내비게이션 DB는 대부분의 도로링크에서 수집되므로 교통량 추정에 매우 용이하다는 강점을 가지고 있다. 단, 내비게이션 DB는 수집 교통데이터의 샘플데이터이므로, 모집단인 교통량, 속도와 비교 검증하여 적용하였다. 뿐만 아니라 내비게이션 DB도 결측링크가 존재하고, 차종이 승용차로만 구성되어 있으므로 이를 보정하여 적용하였다. 공간적 통계기법을 통해 추정한 교통량은 MAPE, RMSE를 활용하여 실제 교통량과 비교 검증하였다. 검증결과 model error가 MAPE 6.26%, RMSE 5,410로 모델의 추정력이 높고, prediction error는 MAPE 20.3% 로 교통량 추정에 대한 추정력도 높은 것으로 분석되었다. 본 연구에서 제시한 교통량 결측링크의 교통량 추정모형은 차량주행거리와 온실가스 배출량 산정 등에 다양하게 활용될 수 있을 것으로 판단된다.