• 제목/요약/키워드: modified z-score method

검색결과 6건 처리시간 0.02초

어림과 나머지 성분을 이용한 연안 수온자료의 이상자료 감지 (Outlier Detection of the Coastal Water Temperature Monitoring Data Using the Approximate and Detail Components)

  • 조홍연;오지희
    • 한국해양환경ㆍ에너지학회지
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    • 제15권2호
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    • pp.156-162
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    • 2012
  • 연안 환경모니터링 사업이 확대되면서 방대하게 축적되어 있는 연안 환경모니터링 자료의 통계적 분석을 위해서는 모니터링 자료에서 빈번하게 발생하는 이상 자료의 감지 처리가 우선적으로 필요하다. 본 연구에서는 연안 환경모니터링 자료의 어림성분과 나머지(또는 잔차)성분을 이용한 이상자료 진단기법을 제안하였다. 주기함수를 이용한 조화분석 방법과 국지 회귀함수추정 방법을 이용하여 각각 어림성분과 나머지성분을 추출한 후, 추출된 나머지성분 자료에 범용적인 Grubbs 검정기법 및 수정표본점수기법을 적용하여 이상자료를 진단 제거한 후 이상자료가 제거된 자료로 재구성하는 방법이다. 제안된 이 기법을 국립수산과학원 실시간어장정보시스템 제공하는 연안 수온 연속 모니터링 자료에 적용한 결과 이상자료가 성공적으로 제거되는 양상을 보이는 것으로 파악되었다.

Outlier Detection Method for Time Synchronization

  • Lee, Young Kyu;Yang, Sung-hoon;Lee, Ho Seong;Lee, Jong Koo;Lee, Joon Hyo;Hwang, Sang-wook
    • Journal of Positioning, Navigation, and Timing
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    • 제9권4호
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    • pp.397-403
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    • 2020
  • In order to synchronize a remote system time to the reference time like Coordinated Universal Time (UTC), it is required to compare the time difference between the two clocks. The time comparison data may have some outliers and the time synchronization performance can be significantly degraded if the outliers are not removed. Therefore, it is required to employ an effective outlier detection algorithm for keeping high accurate system time. In this paper, an outlier detection method is presented for the time difference data of GNSS time transfer receivers. The time difference data between the system time and the GNSS usually have slopes because the remote system clock is under free running until synchronized to the reference clock time. For investigating the outlier detection performance of the proposed algorithm, simulations are performed by using the time difference data of a GNSS time transfer receiver corrected to a free running Cesium clock with intentionally inserted outliers. From the simulation, it is investigated that the proposed algorithm can effectively detect the inserted outliers while conventional methods such as modified Z-score and adjusted boxplot cannot. Furthermore, it is also observed that the synchronization performance can be degraded to more than 15% with 20 outliers compared to that of original data without outliers.

자기효능증진프로그램이 당뇨환자의 자기효능, 혈당대사 및 자기간호실천행위에 미치는 효과 (Effect of Self-Efficacy Promoting Program on Self-Efficacy, Metabolic Control and Self-Care Behaviors in Patients with NIDDM)

  • 이숙희
    • 재활간호학회지
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    • 제8권1호
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    • pp.59-67
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    • 2005
  • Purpose: The purpose of this study is to investigate the effect of Self-Efficacy Promoting Program on Self-Efficacy, Metabolic Control and Self-Care Behaviors in Patients with NIDDM. Method: Data was collected from March 15th to July 15th, 2001. The subjects of the study consisted of 23 NIDDM patients who had visited regularly the endocrinology out-patient department of Gwangju Christian Hospital. The instrument used in the study Paek's self-efficacy measurement scale, was modified by the researcher, self-care behaviors were created by health care teams, and HbA1c for the sugar metabolic control were measured from the patients blood. The Interventions of the self efficacy promoting program were applied 4 hours a week for 6weeks. Data were analyzed with SPSS/PC+, using T-test and Wilcoxon rank sum test. Result: The mean score for self-efficacy was $70.61{\pm}15.48$ of a 140 point scale, the mean score for $HbA_{1c}$ level was $8.07{\pm}1.86%$. The self efficacy promoting program significantly increased the score of self efficacy(Z=-4.198, P=.000). And the self efficacy promoting program was significantly decreased in metabolic control(Z=-2.585, p=.010). Taking medicine and controlling alcohol were the best self care behaviors of this program. Conclusion: It was established that the self efficacy promoting program was effective for improving self efficacy, metabolic level and self care behaviors in patients with NIDDM.

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북한 산림의 시·공간 변화와 황폐화 추동 (Spatio-Temporal Changes and Drivers of Deforestation and Forest Degradation in North Korea)

  • 유재심;김경민
    • 한국환경복원기술학회지
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    • 제18권6호
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    • pp.73-83
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    • 2015
  • The objective of this study is to establish implications for forest restoration planning in North Korea by analyzing spatio-temporal forest changes and detecting bio-physical factors driving forest degraded. We measured the relationship and spatial distribution between shifting cultivation and sparse forest. We also analyzed between degraded forest land and ecological variables by binary logistic regression to find biophysical drivers of forest degradation and deforestation in North Korea. Between the sparse forest and the shifting cultivation, a positive relationship is found (r=0.91) and scattered discontinuously throughout the country (Moran's I = -1, Z score = -13.46 (p=0.000)). The sparse forest showed a negative relationship with the warmest month(bio 9), the coldest month(bio10), and the minimum of soil water contents (swc_min), while the shifting cultivation had a negative relationship with the warmest month(bio 9) and the minimum of soil water contents(swc_min). However, the most critical drivers convert forests into sloping farmland were the three months rainfall in summer(bio8) and the yearly mean of soil water contents. Such results reflect the growth period of crops which overlaps with the rainy season in North Korea and the recent land reclamation of uplands where the soil water contents are maintained with a dense forest. When South Korea aids forest restoration projects in North Korea, in consideration of food shortage due to North Korea's cropland deficiency, terrace farmlands where soil water contents can be maintained should be excluded from the priority restoration area. In addition, an evaluation method for selecting a potential restoration area must be modified and applied based on multiple criteria including altitude and socio-economic factors in the respective regions.

강하분진의 화학적 특성파악을 위한 통계학적 해석 (Statistical Analysis for Chemical Characterization of Fall-Out Particles)

  • 김현섭;허정숙;김동술
    • 한국대기환경학회지
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    • 제14권6호
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    • pp.631-642
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    • 1998
  • Fall-out particles were collected by the modified British deposit gauges at 35 sampling sites in Suwon area from January to November, 1996. Twenty chemical species (Al. Ba, Cd, Cr, K, Pb, Sb, Zn, Cu, Fe, Ni, V, F-, Cl-, NO3-, 5042-, Na+, NH4+, Mg2+, and Ca2+) were analyzed by AAS and If. The purposes of this study were to estimate qualitatively various emission sources of the fell-out particle by applying multivariate statistical techniques such as factor analysis, multiple regression analysis, and discriminant analysis. During the study, outlier sites were determined by a z-score method. Cl-, Na+, Mg2+, and SO42- were highly correlated due to their common marine related source. Wind speed was the most influential factor for the deposition fluxes of the particle itself and all the chemical species as well. When applying the factor analysis, 8 source patterns were qualitatively obtained, such as marine source, soil source, oil burning source, Cr related source, tire source, Cd related source, agriculture source, and F- related source. As a result of the multiple regression analysis, we could suggest that some chemical compounds may possibly exist in the form of CaSO4, NaN03, NaCl, MgC12, (NH4)2SO4, NaF, and CaCl2 in the fall-out particles. Finally, spatial and seasonal classification study performed by a discriminant analysis showed th.at SO42-, Ca2+, Cl-, and Fe were dominant in the group of spatial pattern; however, SO42-, Cl-, Al, and V were in the group of seasonal pattern.

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Comparison of shear bond strength of orthodontic brackets using various zirconia primers

  • Lee, Ji-Yeon;Kim, Jin-Seok;Hwang, Chung-Ju
    • 대한치과교정학회지
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    • 제45권4호
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    • pp.164-170
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    • 2015
  • Objective: The aim of this study was to compare the shear bond strength (SBS) of orthodontic brackets bonded to zirconia surfaces using three different zirconia primers and one silane primer, and subjected to thermocycling. Methods: We designed 10 experimental groups following the surface treatment and thermocycling. The surface was treated with one of the following method: no-primer (NP), Porcelain Conditioner (PC), Z-PRIME Plus (ZP), Monobond Plus (MP) and Zirconia Liner Premium (ZL) (n=20). Then each group was subdivided to non-thermocycled and thermocycled groups (NPT, PC, ZPT, MPT, ZLT) (n=10). Orthodontic brackets were bonded to the specimens using $Transbond^{TM}$ XT Paste and light cured for 15 s at $1,100mW/cm^2$. The SBS was measured at a 1 mm/min crosshead speed. The failure mode was assessed by examination with a stereomicroscope and the amount of bonding resin remaining on the zirconia surface was scored using the modified adhesive remnant index (ARI). Results: The SBS of all experimental groups decreased after thermocycling. Before thermocycling, the SBS was ZL, $ZP{\geq}MP{\geq}PC>NP$ but after thermocycling, the SBS was $ZLT{\geq}MPT{\geq}ZPT>PCT=NPT$ (p > 0.05). For the ARI score, both of the groups lacking primer (NP and NPT) displayed adhesive failure modes, but the groups with zirconia primers (ZP, ZPT, MP, MPT, ZL, and ZLT) were associated with mixed failure modes. Conclusions: Surface treatment with a zirconia primer increases the SBS relative to no-primer or silane primer application between orthodontic brackets and zirconia prostheses.