• 제목/요약/키워드: Wisconsin model

검색결과 94건 처리시간 0.022초

Surface Temperature Retrieval from MASTER Mid-wave Infrared Single Channel Data Using Radiative Transfer Model

  • Kim, Yongseung;Malakar, Nabin;Hulley, Glynn;Hook, Simon
    • 대한원격탐사학회지
    • /
    • 제35권1호
    • /
    • pp.151-162
    • /
    • 2019
  • Surface temperature has been derived from the MODIS/ASTER airborne simulator (MASTER) mid-wave infrared single channel data using the MODerate resolution atmospheric TRANsmission (MODTRAN) radiative transfer model with input data including the University of Wisconsin (UW) emissivity, the National Centers for Environmental Prediction (NCEP) atmospheric profiles, and solar and line-of-sight geometry. We have selected the study area that covers some surface types such as water, sand, agricultural (vegetated) land, and clouds. Results of the current study show the reasonable geographical distribution of surface temperature over land and water similar to the pattern of the MASTER L2 surface temperature. The thorough quantitative validation of surface temperature retrieved from this study is somehow limited due to the lack of in-situ measurements. One point comparison at the Salton Sea buoy shows that the present estimate is 1.8 K higher than the field data. Further comparison with the MASTER L2 surface temperature over the study area reveals statistically good agreement with mean differences of 4.6 K between two estimates. We further analyze the surface temperature differences between two estimates and find primary factors to be emissivity and atmospheric correction.

Hyperparameter Tuning Based Machine Learning classifier for Breast Cancer Prediction

  • Md. Mijanur Rahman;Asikur Rahman Raju;Sumiea Akter Pinky;Swarnali Akter
    • International Journal of Computer Science & Network Security
    • /
    • 제24권2호
    • /
    • pp.196-202
    • /
    • 2024
  • Currently, the second most devastating form of cancer in people, particularly in women, is Breast Cancer (BC). In the healthcare industry, Machine Learning (ML) is commonly employed in fatal disease prediction. Due to breast cancer's favorable prognosis at an early stage, a model is created to utilize the Dataset on Wisconsin Diagnostic Breast Cancer (WDBC). Conversely, this model's overarching axiom is to compare the effectiveness of five well-known ML classifiers, including Logistic Regression (LR), Decision Tree (DT), Random Forest (RF), K-Nearest Neighbor (KNN), and Naive Bayes (NB) with the conventional method. To counterbalance the effect with conventional methods, the overarching tactic we utilized was hyperparameter tuning utilizing the grid search method, which improved accuracy, secondary precision, third recall, and finally the F1 score. In this study hyperparameter tuning model, the rate of accuracy increased from 94.15% to 98.83% whereas the accuracy of the conventional method increased from 93.56% to 97.08%. According to this investigation, KNN outperformed all other classifiers in terms of accuracy, achieving a score of 98.83%. In conclusion, our study shows that KNN works well with the hyper-tuning method. These analyses show that this study prediction approach is useful in prognosticating women with breast cancer with a viable performance and more accurate findings when compared to the conventional approach.

대학생의 사회적 자본과 문화적 자본이 직업 포부에 미치는 효과 분석 (Occupational Aspirations of College Students in Korea : The Effect of Social Capital and Cultural Capital)

  • 심경섭;설동훈
    • 한국인구학
    • /
    • 제33권2호
    • /
    • pp.33-59
    • /
    • 2010
  • 한국 대학생들의 장래 희망 직업은 어떤 요인에 의하여 결정될까? 시월(William H. Sewell)과 동료들이 개발한 위스콘신 모형의 결론에 따르면, 교육과 직업 획득에 사회심리학적 요인들이 통계적으로 의미 있는 영향을 미친다. 높은 수준의 직업적 지위를 갖기를 원하는 젊은이들이 결국에는 더 높은 사회적 지위를 가진다는 것이다. 그러한 점을 고려할 때, 젊은이들의 직업 포부를 결정하는 요인을 파악하는 작업은 매우 중요하다. 우리는 직업 포부를 트라이만(Donald J. Treiman)이 개발한 표준국제직업위신척도(Standard International Occupational Prestige Scale: SIOPS)를 이용하여 측정하였고, 중회귀분석을 이용하여 독립변수들의 통계적 유의성을 검정하였다. 사회적 자본 변수는 린과 듀민(Nan Lin and Mary Dumin)의 '직업위계를 이용한 사회적 자원 측정 방법'(position generator)을 적용하였고, 문화적 자본 변수는 부르디외(Pierre Bourdieu)의 개념 정의에 기초를 두고 우리가 개발한 척도로 측정하였다. 분석에 사용한 자료는 '2004년도 한국 대학생의 의식과 생활에 관한 조사연구'의 원 자료인데, 유효 표본 수는 1,947명이다. 분석결과, 성별, 인적 자본, 아버지 직업 등 기존 연구를 통해 알려져 있는 변수들과 더불어, 사회적자본과 문화적 자본이 장래 희망 직업을 결정하는 데 통계적으로 유의미한 영향력을 미친다는 점을 발견하였다.

The Relationships between Women's Satisfaction of their Lower Body Parts and their Overall Weight Satisfaction : A Study of Women in their Twenties to their Fifties

  • Jung, Hyun-Ju;Jasper, Cynthia R.
    • 패션비즈니스
    • /
    • 제9권3호
    • /
    • pp.1-7
    • /
    • 2005
  • The aim at this paper is to provide how to adopt statistical technique like Lisrel, one at the software programs, to secondary data tram Lee Yong-Ju(1998). We develop three research questions and analyze the data at women in their twenties to their fifties simultaneously rather than each age group so that we compare the results at each age group within one model in this study. At each age group the relationships between the satisfaction at the weight and women's lower body parts regarding waist girth, hip girth and thigh girth are investigated. The results reveal that women are satisfied with different lower body parts according to the satisfaction of their weight in terms of their age range and imply the satisfaction of their lower body parts by analyzing the satisfaction of their weight does not correspond with increases in their age.

Formation and Physical Properties of Yogurt

  • Lee, W.J.;Lucey, J.A.
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제23권9호
    • /
    • pp.1127-1136
    • /
    • 2010
  • Yogurt gels are a type of soft solid, and these networks are relatively dynamic systems that are prone to structural rearrangements. The physical properties of yogurt gels can be qualitatively explained using a model for casein interactions that emphasizes a balance between attractive (e.g., hydrophobic attractions, casein cross-links contributed by calcium phosphate nanoclusters and covalent disulfide cross-links between caseins and denatured whey proteins) and repulsive (e.g., electrostatic or charge repulsions, mostly negative at the start of fermentation) forces. Various methods are discussed to investigate the physical and structural attributes of yogurts. Various processing variables are discussed which influence the textural properties of yogurts, such as total solids content, heat treatment, and incubation temperatures. A better understanding of factors contributing to the physical and structural attributes may allow manufacturers to improve the quality of yogurt.

Structure's base design for earthquake protection numerical and experimental study

  • Alsaif, K.;Kaplan, H.
    • Structural Engineering and Mechanics
    • /
    • 제16권1호
    • /
    • pp.101-114
    • /
    • 2003
  • A base isolation system is proposed for earthquake protection of structures. The system incorporates spherical supports for the base, a specially designed spring-cam system to keep the base rigidly supported under normal condition and to allow it to move for the duration of the earthquake under the constraint of a spring with optimized non-linear characteristics. A single-story model is constructed to investigate the feasibility of the concept. Numerical simulations of the system as well as experimental results show that 95% reduction of the transmitted force to the structure can be achieved. To demonstrate the effectiveness of this isolation mechanism, the maximum dynamic bending stress developed at predetermined critical points within the frame of the structure is measured. Significant reduction of the dynamic stresses is obtained.

Mode-SVD-Based Maximum Likelihood Source Localization Using Subspace Approach

  • Park, Chee-Hyun;Hong, Kwang-Seok
    • ETRI Journal
    • /
    • 제34권5호
    • /
    • pp.684-689
    • /
    • 2012
  • A mode-singular-value-decomposition (SVD) maximum likelihood (ML) estimation procedure is proposed for the source localization problem under an additive measurement error model. In a practical situation, the noise variance is usually unknown. In this paper, we propose an algorithm that does not require the noise covariance matrix as a priori knowledge. In the proposed method, the weight is derived by the inverse of the noise magnitude square in the ML criterion. The performance of the proposed method outperforms that of the existing methods and approximates the Taylor-series ML and Cram$\acute{e}$r-Rao lower bound.

Far Ultraviolet Observations of the ${\zeta}$ Ophiuchi HII region

  • Choi, Yeon-Ju;Min, Kyoung-Wook;Seon, Kwang-Il
    • 천문학회보
    • /
    • 제39권1호
    • /
    • pp.60.1-60.1
    • /
    • 2014
  • The star ${\zeta}$ Ophiuchi (HD 149757) is one of the brightest massive stars in the northern hemisphere and was widely studied in various wavelength domains. We report the analysis results of far ultraviolet (FUV) observations with other wavelengths for around ${\zeta}$ Ophiuchi. We study the correlation of between multi wavelength observations. We have developed a Monte Carlo code that simulates dust scattering of light including multiple encounters. The code is applied to the present Oph HII region to obtain the geometrical information of dust such as distance and thickness. Also We apply three-dimensional photoionization code to model Wisconsin $H{\alpha}$ Mapper observations of the H II region surrounding the star.

  • PDF

Tides and Tidal Currents of the Yellow and East China Seas during the Last 13000 Years

  • Oh, Im-Sang;Lee, Dong-Eun
    • Journal of the korean society of oceanography
    • /
    • 제33권4호
    • /
    • pp.137-145
    • /
    • 1998
  • In order to investigate the paleotidal structure and current pattern in the Yellow and East China seas (YECS) since the late Wisconsin, which is the last glacial maximum period, a two-dimensional version of the Princeton ocean model is used. We assume that subtracting the sea-level differences from the present one can produce paleobasins and that the paleotide did not differ greatly from the present one in the adjacent deep seas, the northwestern Pacific Ocean and the East Sea. We could successfully simulate the paleo-M$_2$ tides and tidal currents of 9000, 11000 and 13000 yr B.P. The result of the model shows considerable differences in the tidal pattern in each period. As the eustatic sea level rose, the amplitudes of the paleotides and the number of the amphidromic points generally increased, but the tidal currents in each paleobasin were strong and about the same order as the present day's. Based on these paleotide calculations, we suggest that there should have been active erosion in the paleobasin as in the present YECS, and the erosion should have played an important role on widening the paleobasin to the present shape, YECS.

  • PDF

Determinants of E-Government Assimilation in Indonesia: An Empirical Investigation Using a TOE Framework

  • Pudjianto, Boni;Zo, Hangjung;Ciganek, Andrew P.;Rho, Jae-Jeung
    • Asia pacific journal of information systems
    • /
    • 제21권1호
    • /
    • pp.49-80
    • /
    • 2011
  • E-government needs to be successfully implemented and assimilated into organizations to take advantage of its potential values and benefits for organizations. This study examines factors for e-government assimilation in Indonesia and employs the TOE (Technology-Organization-Environment) framework to develop a theoretical model to explain e-government assimilation. It also investigates how organizational type (central vs. local) plays a role in the assimilation of e-government. One hundred eighteen respondents from the central and local governments in Indonesia participated in the survey and an in-depth analysis based on partial least squares (PLS) was carried out. The results show that ICT infrastructure has the strongest significant relationship with e-government assimilation, Top management support, regulatory environment, ICT expertise, and competitive environment are also significant factors to explain e-government assimilation in Indonesia. Central and local governments Significantly differ in terms of e-government assimilation, so organizational type can be a moderator in the process of e-government assimilation. These findings present the efficacy of the proposed model for analyzing e-government assimilation and contribute additional insights for academia as well as practitioners and policy makers.