• Title/Summary/Keyword: spatial estimator

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Characteristics and Trends of Spatiotemporal Distribution of Frost Occurrence in South Korea for 21 Years (21년간 한국의 서리발생 시·공간 분포 특성과 경향)

  • Jo, Eunsu;Kim, Hae-Min;Shin, Ju-Young;Kim, Kyu Rang;Lee, Yong Hee;Jee, Joonbum
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.24 no.2
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    • pp.83-94
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    • 2022
  • In order to actively prepare to frost damage that occurs in the process of growing crops, the spatial and temporal distribution of frost occurrence in South Korea was derived using frost observation data from 20 regions over the past 21 years (2000~2020). The main products are the number of frost days, first frost day, and last frost day by region. And the climatic trends of these results were identified by performing the Mann-Kendall trend test and Sen's slope estimator. In South Korea, a lot of frost occurs in the inland area to the west of the Taebaek and Sobaek Mountains. Relatively closer to the coastal area, the number of frost days is small, the first frost day is slow, and the last frost day is early. The east coast region has fewer frost days, the first frost day is later, and the last frost day is earlier than the west coast region. The southern sea, the southeastern sea region, and the island region rarely experience frost. As a result of the annual time series trend analysis, although South Korea is a country where climate warming is progressing, there was no trend in reducing the number of frost days and slowing the first frost day, and it was found that the last frost day is delayed by 0.5 days per year.

Spatial Upscaling of Aboveground Biomass Estimation using National Forest Inventory Data and Forest Type Map (국가산림자원조사 자료와 임상도를 이용한 지상부 바이오매스의 공간규모 확장)

  • Kim, Eun-Sook;Kim, Kyoung-Min;Lee, Jung-Bin;Lee, Seung-Ho;Kim, Chong-Chan
    • Journal of Korean Society of Forest Science
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    • v.100 no.3
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    • pp.455-465
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    • 2011
  • In order to assess and mitigate climate change, the role of forest biomass as carbon sink has to be understood spatially and quantitatively. Since existing forest statistics can not provide spatial information about forest resources, it is needed to predict spatial distribution of forest biomass under an alternative scheme. This study focuses on developing an upscaling method that expands forest variables from plot to landscape scale to estimate spatially explicit aboveground biomass(AGB). For this, forest stand variables were extracted from National Forest Inventory(NFI) data and used to develop AGB regression models by tree species. Dominant/codominant height and crown density were used as explanatory variables of AGB regression models. Spatial distribution of AGB could be estimated using AGB models, forest type map and the stand height map that was developed by forest type map and height regression models. Finally, it was estimated that total amount of forest AGB in Danyang was 6,606,324 ton. This estimate was within standard error of AGB statistics calculated by sample-based estimator, which was 6,518,178 ton. This AGB upscaling method can provide the means that can easily estimate biomass in large area. But because forest type map used as base map was produced using categorical data, this method has limits to improve a precision of AGB map.

Mapping the Geographic Variations of the Low Birth Weight cases in South Korea: Bayesian Approaches (우리나라 저체중아 출생의 공간적 변동성 지도화: 베이지언적 접근)

  • Roh, Young-hee;Park, Key-ho
    • Journal of the Korean Geographical Society
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    • v.51 no.3
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    • pp.367-380
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    • 2016
  • This study reviewed and compared methods for mapping aggregated low birth weight (LBW) and geographic variations in LBW in South Korea. Based on this review, we produced LBW maps in South Korea. Standardized mortality/morbidity ratios (SMRs) and crude mortality rates have been widely used for many years in epidemiological research. However, SMR-based maps are likely to be affected by sample size of unit area. Therefore, this study adopted a model-based approach using Bayesian estimates to reduce noisy variability in the SMR. By using a Bayesian model, we can calculate a statistically reliable RR values. We used the full Bayes estimator, as well as empirical Bayes estimators. As a result, variations in the two Bayes models were similar. The SMR-based statistics had the largest variation. The result maps can be used to identify regions with a high risk of LBW in South Korea.

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Asymptotic Performance of ML Sequence Estimator Using an Array of Antennas for Coded Synchronous Multiuser DS-CDMA Systems

  • Kim, Sang G.;Byung K. Yi;Raymond Pickholtz
    • Journal of Communications and Networks
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    • v.1 no.3
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    • pp.182-188
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    • 1999
  • The optimal joint maximum-likelihood sequence estima-for using an array of antennas is derived for synchronous direct sequence-code division multiple access (DS-CDMA) system. Each user employs a rate 1/n convolutional code for channel coding for the additive white Gaussian noise (AWGN) channel. The array re-ceiver structure is composed of beamformers in the users' direc-tions followed by a bank of matched filters. The decoder is imple-mented using a Viterbi algorithm whose states depend on the num-ber of users and the constraint length of the convolutional code. The asymptotic array multiuser coding gain(AAMCG)is defined to encompass the asymptotic multiuser coding gain and the spatial information on users' locations in the system. We derive the upper and lower bounds of the AAMCG. As an example, the upper and lower bounds of AAMCG are obtained for the two user case where each user employes the maximum free distance convolutional code with rate 1/2. The enar-far resistance property is also investigated considering the number of antenna elements and user separations in the space.

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SENSITIVITY ANALYSIS ABOUT THE METHODS OF UTILIZING THE HIGH RESOLUTION CLIMATE MODEL SIMULATION FOR KOREAN WATER RESOURCES PLANNING (II) : NUMERICAL EXPERIMENTS

  • Jeong, Chang-Sam;Hwang, Man-Ha;Ko, Ick-Hwan;Heo, Jun-Haeng;Bae, Deg-Hyo
    • Water Engineering Research
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    • v.6 no.2
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    • pp.73-89
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    • 2005
  • Two kinds of high resolution GCMs with the same spatial resolutions but with different schemes run by domestic and foreign agencies are used to clarify the usefulness and sensitivity of GCM for water resources applications for Korea. One is AMIP-II (Atmospheric Model Intercomparison Project-II) type GCM simulation results done by ECMWF (European Centre for Medium-Range Weather Forecasts) and the other one is AMIP-I type GCM simulation results done by METRI (Korean Meteorological Research Institute). Observed mean areal precipitation, temperature, and discharge values on 7 major river basins were used for target variables. Monte Carlo simulation was used to establish the significance of the estimator values. Sensitivity analyses were done in accordance with the proposed ways. Through the various tests, discrimination condition is sensitive for the distribution of the data. Window size is sensitive for the data variation and the area of the basins. Discrimination abilities of each nodal value affects on the correct association. In addition to theses sensitivity analyses results, we also noticed some characteristics of each GCM. For Korean water resources, monthly and small window setting analyses are recommended using GCMs.

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Estimation of Rainfall Using GOES-9 Satellite Imagery Data (GOES-9호 위성 영상 자료를 이용한 강수량 산출)

  • 이정림;서명석;곽종흠;소선섭
    • Proceedings of the Korean Association of Geographic Inforamtion Studies Conference
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    • 2004.03a
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    • pp.209-214
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    • 2004
  • 국지적으로 단시간 내에 많은 양의 강한 비가 내리는 현상인 집중호우는 발생부터 성장, 쇠퇴까지의 과정이 단기간에 이루어지고, 그 변동성이 아주 크다. 그러므로 정확한 예보를 위해서는 단시간예보(nowcasting) 기법이 필요한데, 이를 위해서는 연속적이고, 정확한 관측이 필요하다. 집중호우의 관측에는 우량계, 레이다, 위성 관측 등이 사용되는데 이 연구에서는 GOES-9호 위성영상자료를 이용하였고, 2003년 여름의 8개 강수사례에 대해 분석하였다. 집중호우시의 강수량을 산출하기 위해 Power-law Curve를 사용하였고, NOAA/NESDIS에서 개발하여 현업에 사용 중인 Auto-Estimator의 무강수 픽셀 보정방법을 이용하여 산출된 강수량을 보정하였으며, 이를 기상청의 자동기상관측자료 (Automatic Weather Station: AWS)와 비교하였다. 위성영상자료의 시간 대표성을 분석하기 위해 위성의 관측 시간에 대해 전, 후, 중심을 기준으로 각각 15분, 30분, 60분 누적강수량과 비교하였고, AWS의 공간 대표성을 분석하기 위해 위성영상자료의 3×3, 5×5, 9×9 픽셀을 면적 평균하여 각각 비교하였다. 분석 결과 대부분의 사례에서 위성의 관측시간을 시작으로 60분 동안 누적한 강수량과 상관성이 가장 크게 나왔고, 면적에 대해서는 거의 차이가 없었다. 또한, 무강수 픽셀 보정방법의 하나로 구름의 성장률을 보정해 주었다. 그 결과 구름의 성장률을 보정해 주었을 때 상관계수가 0.05 이상 상승하였다.

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Estimation of Forest Volumes in the Ecosystem Region Using Spatial Statistical Techniques (공간통계기법을 이용한 생태계 관리지역의 산림축적 추정)

  • SEO, Hwan-Seok;PARK, Jeong-Mook;KIM, Eun-Sook;LEE, Jung-Soo
    • Journal of the Korean Association of Geographic Information Studies
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    • v.18 no.2
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    • pp.149-160
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    • 2015
  • This study aims to estimate the forest volumes of the upper region of Nam-Han River in ecosystem zoning by forest types and age classes, and to suggest the optimal estimation method through the comparison of the standard errors according to the spatial unit. In the estimation of forest volumes, we used both of direct estimation, which uses sample plots of the target area only, and synthetic estimation, which includes sample plots of the expanded areas as well as those of the target area. As for the spatial expansion, we applied four standards for synthetic estimator: Mountainous zone, Neighbor ecosystem region, Gangwon province, and Buffer zone. The results show that average forest volume per ha, calculated by direct estimation, was $143.5m^3/ha$, while that by synthetic estimation with each standard, was estimated at $146.9m^3/ha$ by Gangwon province, $144.8m^3/ha$ by Buffer zone, $139.8m^3/ha$ by Neighbor ecosystem region, and $138.6m^3/ha$ by Mountainous zone, respectively. The standard errors of direct estimation was $1.79m^3/ha$, while those of synthetic estimation showed not a great difference among the errors. Meanwhile, considering the standard errors by forest type, the lowest was ${\pm}2.3m^3/ha$ of broad-leaved forest, followed by ${\pm}3.3m^3/ha$ of mixed forest, and ${\pm}4.8m^3/ha$ of coniferous forest.

Automatic Generation Method of Road Data based on Spatial Information (공간정보에 기반한 도로 데이터 자동생성 방법)

  • Joo, In-Hak;Choi, Kyoung-Ho;Yoo, Jae-Jun;Hwang, Tae-Hyun;Lee, Jong-Hun
    • Journal of Korea Spatial Information System Society
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    • v.4 no.2 s.8
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    • pp.55-64
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    • 2002
  • VEfficient generation of road data is one of the most important issues in GIS (Geographic Information System). In this paper, we propose a hybrid approach for automatic generation of road data by combining mobile mapping and image processing techniques. Mobile mapping systems have a form of vehicle equipped with CCD camera, GPS, and INS. They can calculate absolute position of objects that appear in acquired image by photogrammetry, but it is labor-intensive and time-consuming. Automatic road detection methods have been studied also by image processing technology. However, the methods are likely to fail because of obstacles and exceptive conditions in the real world. To overcome the problems, we suggest a hybrid method for automatic road generation, by exploiting both GPS/INS data acquired by mobile mapping system and image processing algorithms. We design an estimator to estimate 3-D coordinates of road line and corresponding location in an image. The estimation process reduces complicated image processing operations that find road line. The missing coordinates of road line due to failure of estimation are obtained by cubic spline interpolation. The interpolation is done piecewise, separated by rapid change such as road intersection. We present experimental results of the suggested estimation and interpolation methods with image sequences acquired by mobile mapping system, and show that the methods are effective in generation of road data.

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On-line noise coherence estimation algorithm for binaural speech enhancement system (양이형 음성 음질개선 시스템을 위한 온라인 잡음 상관도 추정 알고리즘)

  • Ji, Youna;Baek, Yong-hyun;Park, Young-cheol
    • The Journal of the Acoustical Society of Korea
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    • v.35 no.3
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    • pp.234-242
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    • 2016
  • In this paper, an on-line noise coherence estimation algorithm for binaural speech enhancement system is proposed. A number of noise Power Spectral Density (PSD) estimation algorithms based on the noise coherence between two microphones have been proposed to improve the speech enhancement performance. In the conventional algorithms, the noise coherence was characterized using a real-valued analytic model. However, unlike the analytic model, the noise coherence between the two microphones is time-varying in real environments. Thus, in this paper, the noise coherence is updated in accordance with the variation of the acoustic environment to track the realistic noise coherence. The noise coherence can be updated only during the absence of speech, and the simulation results demonstrate the superiority of the proposed algorithm over the conventional algorithms based on the analytic model.

Multibeam-based Subspace Approach for Code Acquisition in Antenna Array DS-CDMA Systems (안테나 어레이 DS-CDMA 통신 시스템에서 코드 동기 획득을 위한 다중 빔 기반의 부분공간 접근 방법)

  • Kim, Sang-Choon
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.9 no.6
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    • pp.1167-1173
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    • 2005
  • In this paper, the use of an antenna array is considered for code timing acquisition of DS-CDMA signals. The probabilities of acquisition are evaluated by applying multiple narrow fixed-beams to the conventional MUSIC acquisition approach in the multiuser environment on the time-varying Rayleigh fading channel. Each fixed-beam for spatial filtering is dedicated to an individual angular sector that is formed by dividing the entire angular domain by the number of antenna elements. The fixed-beams with a capability of interference suppression provide the additional degrees of freedom,. Hence, the multibeam-based MUSIC estimator can be used to synchronize to more users than the conventional MUSIC algorithm for one antenna. The multibeam-based subspace method is evaluated to significantly improve the performance of a single antenna based MUSIC technique in multiuser scenarios.