• 제목/요약/키워드: Non-linear correlation

검색결과 378건 처리시간 0.032초

In-depth Correlation Analysis of SARS-CoV-2 Effective Reproduction Number and Mobility Patterns: Three Groups of Countries

  • Setti, Mounir Ould;Tollis, Sylvain
    • Journal of Preventive Medicine and Public Health
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    • 제55권2호
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    • pp.134-143
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    • 2022
  • Objectives: Many governments have imposed-and are still imposing-mobility restrictions to contain the coronavirus disease 2019 (COVID-19) pandemic. However, there is no consensus on whether policy-induced reductions of human mobility effectively reduce the effective reproduction number (Rt) of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Several studies based on country-restricted data reported conflicting trends in the change of the SARS-CoV-2 Rt following mobility restrictions. The objective of this study was to examine, at the global scale, the existence of regional specificities in the correlations between Rt and human mobility. Methods: We computed the Rt of SARS-CoV-2 using data on worldwide infection cases reported by the Johns Hopkins University, and analyzed the correlation between Rt and mobility indicators from the Google COVID-19 Community Mobility Reports in 125 countries, as well as states/regions within the United States, using the Pearson correlation test, linear modeling, and quadratic modeling. Results: The correlation analysis identified countries where Rt negatively correlated with residential mobility, as expected by policymakers, but also countries where Rt positively correlated with residential mobility and countries with more complex correlation patterns. The correlations between Rt and residential mobility were non-linear in many countries, indicating an optimal level above which increasing residential mobility is counterproductive. Conclusions: Our results indicate that, in order to effectively reduce viral circulation, mobility restriction measures must be tailored by region, considering local cultural determinants and social behaviors. We believe that our results have the potential to guide differential refinement of mobility restriction policies at a country/regional resolution.

정수장 전염소 공정 제어를 위한 침전지 잔류 염소 농도 예측모델 개발 (Prediction Models of Residual Chlorine in Sediment Basin to Control Pre-chlorination in Water Treatment Plant)

  • 이경혁;김주환;임재림;채선하
    • 상하수도학회지
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    • 제21권5호
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    • pp.601-607
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    • 2007
  • In order to maintain constant residual chlorine in sedimentation basin, It is necessary to develop real time prediction model of residual chlorine considering water treatment plant data such as water qualities, weather, and plant operation conditions. Based on the operation data acquired from K water treatment plant, prediction models of residual chlorine in sediment basin were accomplished. The input parameters applied in the models were water temperature, turbidity, pH, conductivity, flow rate, alkalinity and pre-chlorination dosage. The multiple regression models were established with linear and non-linear model with 5,448 data set. The corelation coefficient (R) for the linear and non-linear model were 0.39 and 0.374, respectively. It shows low correlation coefficient, that is, these multiple regression models can not represent the residual chlorine with the input parameters which varies independently with time changes related to weather condition. Artificial neural network models are applied with three different conditions. Input parameters are consisted of water quality data observed in water treatment process based on the structure of auto-regressive model type, considering a time lag. The artificial neural network models have better ability to predict residual chlorine at sediment basin than conventional linear and nonlinear multi-regression models. The determination coefficients of each model in verification process were shown as 0.742, 0.754, and 0.869, respectively. Consequently, comparing the results of each model, neural network can simulate the residual chlorine in sedimentation basin better than mathematical regression models in terms of prediction performance. This results are expected to contribute into automation control of water treatment processes.

부착슬립 효과를 고려한 합성보의 비선형 해석 (Non-linear Structural Analysis of Composite Beams Considering the Bond-slip Effect)

  • 곽효경;황진욱
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2009년도 춘계 학술대회 제21권1호
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    • pp.25-26
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    • 2009
  • 본 논문에서는 합성보의 부착슬립거동을 해석하기 위한 유한요소 수치해석모델을 제안하고, 기존의 수치해석결과 및 실험결과와의 비교를 통해 부착슬립거동이 적절하게 나타나고 있음을 확인하였다.

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CORRELATION AMONG MORPHOLOGICAL CLASSIFICATIONS AND MASS TO LUMINOSITY (M/L) RATIONS OF EXTRA GALAXIES

  • Chun, Mun-Suk;Na, Kyung-Sun
    • Journal of Astronomy and Space Sciences
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    • 제7권2호
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    • pp.73-103
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    • 1990
  • Morphological luminosity parameters$(\mu_e,\;r_e,\;\mu_0,\;\alpha^{-1})$ and D/B were estimated from the decomposition of surface brightness distributions of 28 extra galaxies. Decomposition was made using the standard non-linear least square fitting method and we used the seeing convolved model to get the central brightness of these galaxies. Masses and $M/L_B$ were calculated using rotational velocities of these galaxies from the fitting to the generalized Toomre's mass model.

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비틀림비정형을 갖는 건물의 비선형 시간이력해석 (Non-linear time history analysis of building with torsional irregularity)

  • 이한선;고동우
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2005년도 봄학술 발표회 논문집(I)
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    • pp.219-222
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    • 2005
  • Many RC building structures of multiple uses constructed in Korea have the irregularities of torsion and soft story at bottom stories. A typical irregular building was selected as prototype and shaking table tests were performed to investigate the seismic performance of this building. The objective of this study is to evaluate the correlation between the experimental and analytical responses of this irregular building structure subjected to the earthquake excitation by using OpenSees(Open System for Earthquake Engineering Simulation). The results of analyses simulate well the behavior of the building having torsional irregularity and weak stories.

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비선형 전처리필터를 이용한 스테레오 음향 반향 제거기의 성능향상 (Performance Improvement of Stereophonic Acoustic Echo Canceler Using Non-linear Pre-processing Filter)

  • 박장식;정일규;손경식;김현태
    • 한국음향학회지
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    • 제21권3호
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    • pp.264-273
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    • 2002
  • 스테레오 신호간의 상호상관 때문에 일반적인 적응 필터는 수신실의 음향 반향 경로를 정확하게 추정하지 못한다. 본 논문에서는 스테레오 신호의 음질을 크게 저하시키지 않으면서 신호간의 상호상관을 줄여 스테레오 음향 반향 제거기의 성능을 향상시키는 새로운 전처리 방법을 제안한다. 상호 상관을 줄이기 위하여 각 채널 신호로부터 서로 직교하는 두 신호를 구하고 그 절대값을 원신호에 더한다. 각 채널 신호의 전력이 두 채널 신호의 상호상관도보다 크다는 가정을 활용하여 서로 직교하는 신호를 구하기 위한 계산량을 감소시켰다. 시뮬레이션을 통하여 제안하는 전처리 방법을 채용한 스테레오 음향 반향 제거기의 성능이 기존의 방법보다 우수함을 보인다.

부분체를 이용한 비선형 수열의 상호상관관계의 효율적인 계산방법 (Computing Method of Cross-Correlation of Non-Linear Sequences Using Subfield)

  • 최언숙;조성진;김석태
    • 한국정보통신학회논문지
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    • 제16권8호
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    • pp.1686-1692
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    • 2012
  • 확산수열(spreading sequence)은 다중 반송파 대역확산(multi-carrier spectrum) 통신시스템과 CDMA와 같은 무선통신에서 중요한 역할을 한다. 이러한 통신 시스템에서 낮은 상호상관관계를 갖는 확산수열은 다중접속 충돌을 최소화하고, 시스템의 보안수준을 가능한 높일 수 있다. 수열을 설계하는 데 있어 상호상관관계를 분석한는 것을 반드시 필요한 절차이다. 상호상관관계를 분석하기 위해서는 많은 계산 시간이 요구된다. 본 논문에서는 비선형 이진수열의 상호상관관계를 실제적으로 계산하는 과정에서 부분체를 이용하여 효과적으로 구하는 방법을 제안한다.

2012년 기상관측 결과와 한국형 수평면전일사량 예측식(I) (Prediction Correlation of Solar Insolation using Relationships between Meteorological Data and Solar Insolation in 2012)

  • 김하양;김정배
    • 한국태양에너지학회 논문집
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    • 제36권1호
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    • pp.1-9
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    • 2016
  • To well design the solar energy system, the correlation to calculate and predict solar irradiation is basically needed. So, this study was performed to reveal the relationships between the solar irradiation and four meteorological observation data(dry-bulb temperature, relative humidity, duration of sunshine, and amount of cloud) that didn't show from previous any other researches. And then, we finally proposed the various order non-linear correlation from the measured solar irradiation and four meteorological measurement data using MINITAB. To show the deviation and accuracy of the solar irradiation between measured and calculated, this study compared for the daily total solar insolation. From those results, the calculation error could well predicted about maximum 97% for the daily total solar insolation. But, the coefficients of the proposed correlations didn't show any relationships. So, needs more studies to make the proper one correlation for the country.

Circular Polarization Diversity in Indoor Wireless Mobile Environments

  • Ha, Deock-Ho;Ko, Yeon-Hwa;An, Jae-Sung;Kim, Tai-Hong
    • Journal of electromagnetic engineering and science
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    • 제4권3호
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    • pp.128-136
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    • 2004
  • In this paper,. with the aim of achieving the expected performance improvement for a polarization diversity system, we analyzed two-branch polarization diversity at the receiving end of a mobile link which a transmitter emits circularly polarized wave. In this analysis, to calculate the correlation coefficient considered by XPD(cross polarization discrimination) between the two received signals, a simple theoretical model of circular polarization diversity is adopted. From the analysis results, it is clearly seen that the correlation coefficient of circular polarization diversity evaluated by the XPD is less than that of conventional linear polarization diversity. And also, we designed and implemented a circular polarization diversity system with micro-strip antenna. By using the circular polarization diversity system, we analyzed the measured data in indoor NLOS(Non-Line-Of-Sight) environments. From this analysis results, it is also clearly seen that the diversity effect of circular polarization diversity system shows better performance compared to the conventional linear diversity system by about 3 dB high.

국내 해성점토의 비배수 전단강도 분석을 통한 설계 적용성 평가 (Assessment on Design Applicability of Analysis of the Undrained Shear Strength in Korea Coastal Marine Clay)

  • 김명환;송창섭
    • 한국농공학회논문집
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    • 제58권1호
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    • pp.61-71
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    • 2016
  • This study performed the physical and mechanical experiment on the samples of costal marine clays individually collected in western and southern regions to identify the characteristics of western and southern costal marine clay. Based on the experiment result, the characteristics of costal marine clay is identified undrained shear strength. Based on the experiment result on the physical and mechanical characteristics of costal marine clays, the regression is presented that can analyze the mechanical characteristics of undrained shear strength in costal marine clay of Korea, region of Korea and western-southern region. The correlation of uniaxial compressive strength and undrained shear strength was suitable for use of western-southern region correlation equation. The test result of Jeonnam Yeosu area compares with prediction results of previous researchers formula and western-southern region formula. Prediction results appear highest reliability on the 0.827 of coefficient of determination in the prediction results of the western-southern region formula.