• 제목/요약/키워드: LM (Linear Model)

검색결과 28건 처리시간 0.026초

LM3V 지면모델의 국내 적용성 평가를 위한 유출량 및 질소 모의 연구 (Study on Simulation of Runoff and Nitrogen for Application of LM3V Model in South Korea)

  • 정충길;김성준
    • 한국농공학회논문집
    • /
    • 제59권4호
    • /
    • pp.1-15
    • /
    • 2017
  • Eutrophication of surface waters is of concern worldwide, because it can result in many undesirable water-quality and ecological problems, such as hypoxic 'dead' zones and harmful algal blooms, both associated with considerable economic costs. In this study, we used LSM (Land Surface Model) to simulate nitrogen in five major rivers in the Southern Korean Peninsula. The main objective of this research was to enhance nitrogen data for input of LM3V model in South Korea. Input data for nitrogen fluxes were categorized into three sections including agriculture fertilizer, livestock manure, atmosphere deposition, biological fixation, and sewage pollutants were used as the nitrogen input. For using LM3V model, the nitrogen input data were regenerated by considering states of agriculture and industry in South Korea at a $1/8^{\circ}$ resolution. Then, we simulated stream/river flows and N loads throughout the entire drainage networks in South Korea at a $1/8^{\circ}$ resolution. By using the same parameters for the entire country ($100,210km^2$), composed of 5 river basins with varying climate and land use, the model simulates spatial (11 sites) and temporal (1999~2010) patterns of flows and nitrate-N loads are resonable by comparing observed flow and nitrate-N loads. The r (Pearson's linear correlation) for water temperature, flow and nitrate-N at river were 080~0.93, 0.62~0.92 and 0.5~0.9 respectively. Based on enhanced N input data and model results, we find that LM3V model as land surface model can be applied in South Korea with interaction of atmosphere and land conditions.

Alloy 617의 장시간 크리프 수명 예측을 위한 다중회귀 선형 모델의 제안 및 평가 (Suggestion and Evaluation of a Multi-Regression Linear Model for Creep Life Prediction of Alloy 617)

  • 윤송남;김우곤;정익희;김용완
    • 대한기계학회논문집A
    • /
    • 제33권4호
    • /
    • pp.366-372
    • /
    • 2009
  • Creep life prediction has been commonly used by a time-temperature parameter (TTP) which is correlated to an applied stress and temperature, such as Larson-Miller (LM), Orr-Sherby-Dorn (OSD), Manson-Haferd (MH) and Manson-Succop (MS) parameters. A stress-temperature linear model (STLM) based on Arrhenius, Dorn and Monkman-Grant equations was newly proposed through a mathematical procedure. For this model, the logarithm time to rupture was linearly dependent on both an applied stress and temperature. The model parameters were properly determined by using a technique of maximum likelihood estimation of a statistical method, and this model was applied to the creep data of Alloy 617. From the results, it is found that the STLM results showed better agreement than the Eno’s model and the LM parameter ones. Especially, the STLM revealed a good estimation in predicting the long-term creep life of Alloy 617.

유역 토지이용과 하천 생물지수의 비선형적 관계 연구 - 한강권역을 대상으로 - (Study of the Non-linear Relationships between Watershed Land Use and Biological Indicators of Streams - The Han River Basin -)

  • 박세린;이종원;박유진;이상우
    • 한국환경복원기술학회지
    • /
    • 제25권2호
    • /
    • pp.55-67
    • /
    • 2022
  • Land use is a critical factor that affects the hydrological characteristics of watersheds, thereby determining the biological condition of streams. This study analyzes the effects of land uses in the watersheds on biological indicators of streams across the Han River basin using a linear model (LM) and generalized additive model (GAM). LULC and biological monitoring data of streams were obtained from the Korean Ministry of Environment. The proportions of urban, agricultural, and forest areas in the watersheds were regressed to the three biological indicators, including diatom, benthic macroinvertebrate, and fish of streams. The estimated LM and GAM models for the biological indicators were then compared, using regression determination R2 and AIC values. The results revealed that GAM models performed better than the LM models in explaining the variances of biological indicators of streams, indicating the non-linear relationships between biological indicators and land uses in watersheds. Also, the results suggested that the indicator of macroinvertebrates was the most sensitive indicator to land uses in watersheds. Although non-linear relationships between watershed land uses and biological indicators of streams could vary among biological indicators, it was consistent that streams' biological integrity significantly deteriorated by a relatively low percentage of urban areas. Meanwhile, biological indicators of streams were negatively affected by the relatively high percentage of agricultural areas. The results of this study can be integrated into effective quantitative criteria for the watershed management and land use plans to enhance the biological integrity of streams. In specific, land uses management plans in watersheds may need more close attention to urban land use changes than agricultural land uses to sustain the biological integrity of streams.

Investigation of physical characteristics for Al2O3:C dosimeter using LM-OSL

  • Kim, Myung-Jin;Lee, Young-Ju;Kim, Ki-Bum;Hong, Duk-Geun
    • 분석과학
    • /
    • 제32권4호
    • /
    • pp.131-138
    • /
    • 2019
  • This paper reports results on the physical properties of a powder type of $Al_2O_3:C$ commonly used as a luminescence dosimeter using the LM-OSL technique. On the analysis with the general order kinetics model, the LM-OSL signal measured appeared to be composed of three components (fast, medium, slow) showing the largest area in the medium component. The photoionization cross sections of three components were distributed between $10^{-19}{\sim}10^{-21}cm^2$. The values of the thermal assistance energy were evaluated the largest in slow component and the smallest in fast component, which indicates the electrons trapped in defects attributed to slow component should be the most sensitive to thermal vibration among three components. In illumination to blue light, the fast component showed a rapid linear decay and completely disappeared after light exposure time of about 5 s. The medium component decayed with two exponential elements but the slow component did not observed any noticeable change until light exposure time of 40 s. In a dose response study, all components exhibited a linear behaviour up to approximately 10 Gy.

태양광 발전량 예측을 위한 빅데이터 처리 방법 개발 (Development of Solar Power Output Prediction Method using Big Data Processing Technic)

  • 정재천;송치성
    • 시스템엔지니어링학술지
    • /
    • 제16권1호
    • /
    • pp.58-67
    • /
    • 2020
  • A big data processing method to predict solar power generation using systems engineering approach is developed in this work. For developing analytical method, linear model (LM), support vector machine (SVN), and artificial neural network (ANN) technique are chosen. As evaluation indices, the cross-correlation and the mean square root of prediction error (RMSEP) are used. From multi-variable comparison test, it was found that ANN methodology provides the highest correlation and the lowest RMSEP.

CONFLICT AMONG THE SHRINKAGE ESTIMATORS INDUCED BY W, LR AND LM TESTS UNDER A STUDENT'S t REGRESSION MODEL

  • Kibria, B.M.-Golam
    • Journal of the Korean Statistical Society
    • /
    • 제33권4호
    • /
    • pp.411-433
    • /
    • 2004
  • The shrinkage preliminary test ridge regression estimators (SPTRRE) based on Wald (W), Likelihood Ratio (LR) and Lagrangian Multiplier (LM) tests for estimating the regression parameters of the multiple linear regression model with multivariate Student's t error distribution are considered in this paper. The quadratic biases and risks of the proposed estimators are compared under both null and alternative hypotheses. It is observed that there is conflict among the three estimators with respect to their risks because of certain inequalities that exist among the test statistics. In the neighborhood of the restriction, the SPTRRE based on LM test has the smallest risk followed by the estimators based on LR and W tests. However, the SPTRRE based on W test performs the best followed by the LR and LM based estimators when the parameters move away from the subspace of the restrictions. Some tables for the maximum and minimum guaranteed efficiency of the proposed estimators have been given, which allow us to determine the optimum level of significance corresponding to the optimum estimator among proposed estimators. It is evident that in the choice of the smallest significance level to yield the best estimator the SPTRRE based on Wald test dominates the other two estimators.

일반화추정방정식(GEE)에 대한 부스트랩의 적용 (Bootstrap Estimation for GEE Models)

  • 박종선;전용문
    • 응용통계연구
    • /
    • 제24권1호
    • /
    • pp.207-216
    • /
    • 2011
  • 본 논문에서는 일반화추정방정식(GEE)모형에 대한 부스트랩 방법의 적용에 대하여 살펴본다. 다양한 부스트랩 방법들 중 GEE모형에 적용이 가능한 잔차, 쌍 및 점수함수 부스트랩 방법을 가상 및 실제 자료들에 적용한 결과 회귀계수들에 대한 추정치와 표준오차가 점근값들과 차이를 보이는 것으로 나타났다. 따라서 표본수가 크지 않은 경우 부스트랩 방법을 통하여 GEE모형에서의 회귀계수에 대한 추정치화 표준편차를 구하는 것이 효과적임을 알 수 있다.

디지털 시대의 대학수학교육: 선형대수학을 중심으로 (Linear Algebra Teaching in the Digital Age)

  • 이상구;이재화;박경은
    • 한국수학교육학회지시리즈E:수학교육논문집
    • /
    • 제31권4호
    • /
    • pp.367-387
    • /
    • 2017
  • 본 연구는 디지털 시대의 대학수학교육이라는 주제로, 21세기 디지털 교육환경에서 한국에 적합한 대학수학교육 강좌를 어떻게 구성하고 운영할 수 있는지에 대한 것이다. 21세기 디지털 시대의 교육 환경은 수학 교수 학습 방법의 변화 뿐 아니라 수학교육에 대한 인식과 철학의 변화에도 지대한 영향을 주고 있다. 본 연구진은 디지털 환경에 적합한 대학수학교육이란 디지털과 첨단 모바일/인터넷 환경을 강의에 적절히 반영하고 이 과정에서 학생이 스스로 학습과정에 참여하도록 안내하는 교육이라고 판단하였다. 따라서 본 연구진은 디지털 시대의 대학수학교육을 위하여 첫째, 다양한 웹 링크와 시뮬레이션 및 계산이 가능한 코드를 갖춘 실습실을 개발하여 강의에 활용함으로써 학생들이 언제 어디서든 실시간으로 실습이 가능하고 둘째, 계산된 결과를 LMS를 통해 동료 및 교수자와 함께 질의 응답 토론하여 개념에 대해 깊게 이해하고 설명할 수 있으며 마지막으로 LMS에서 이루어지는 모든 과정을 평가에 지속적으로 반영하여 학생들이 자신의 학습과정과 문제해결과정을 서술하고 발표하면서 비판적 사고 능력을 자연스럽게 갖추어야 한다는 교수 학습 방향을 제안하였다. 더불어 디지털 교육환경에 가장 적합한 수학강좌 중 하나인 '선형대수학' 강좌에 무료 디지털 전자 교과서와 콘텐츠를 갖추고 연구진이 제안한 방향에 따른 교수 학습 모형과 대학 선형대수학강좌 운영에 대한 구체적인 방법을 제시하였다.

A Study on the Tip Position Control of Flexible Beam by Linear Matrix Inequality

  • Kim, Chang-Hwa;Chu, Man-Suk;Yang, Joo-Ho
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 제어로봇시스템학회 2001년도 ICCAS
    • /
    • pp.121.2-121
    • /
    • 2001
  • Many of today´s robot are required to perform tasks which demand a high level of accuracy in end-effector positioning. Those rigid robots are very inefficient and slow because its have large and heavy links, In an attempt to solve these problems, a robots using flexible beam were created. But the single-link flexible beam is infinite-dimensional system. Many researchers have proposed controlling such a beam an approximated model consisting of a finite a number of models. In this paper, we start by deriving the analytic model for the dynamics of general single-link beam, and a controller is designed for flexible beam with integral type servo system bases of the linear matrix inequality (LM) technique. To the end, simulation results show that a designed controller guarantees affective vibration control the single-link flexible beam.

  • PDF

The Ability of L2 LSTM Language Models to Learn the Filler-Gap Dependency

  • Kim, Euhee
    • 한국컴퓨터정보학회논문지
    • /
    • 제25권11호
    • /
    • pp.27-40
    • /
    • 2020
  • 본 논문은 장단기기억신경망(LSTM)이 영어를 배우면서 학습한 암묵적 통사 관계인 필러-갭 의존 관계를 조사하여 영어 문장 학습량과 한국인 영어 학습자(L2ers)의 문장 처리 패턴 간의 상관관계를 규명한다. 이를 위해, 먼저 장단기기억신경망 언어모델(LSTM LM)을 구축하였다. 이 모델은 L2ers가 영어 학습 과정에서 잠재적으로 배울 수 있는 L2 코퍼스의 영어 문장들로 심층학습을 하였다. 다음으로, 이 언어 모델을 이용하여 필러-갭 의존 관계 구조를 위반한 영어 문장을 대상으로 의문사 상호작용 효과(wh-licensing interaction effect) 즉, 정보 이론의 정보량인 놀라움(surprisal)의 정도를 계산하여 문장 처리 양상을 조사하였다. 또한 L2ers 언어모델과 상응하는 원어민 언어모델을 비교 분석함으로써, 두 언어모델이 문장 처리에서 필러-갭 의존 관계에 내재된 추상적 구문 구조를 추적할 수 있음을 보여주었을 뿐만 아니라, 또한 선형 혼합효과 회귀모델을 사용하여 본 논문의 중심 연구 주제인 의존 관계 처리에 있어서 원어민 언어모델과 L2ers 언어모델간 통계적으로 유의미한 차이가 존재함을 규명하였다.