• 한국수자원학회논문집
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• 제44권7호
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• pp.537-551
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• 2011

본 연구에서는 앞선 연구를 통해 선정된 최적 입력 자료 조합을 이용하여 한강수계의 왕숙천과 금강유역의 갑천에 대한 Takagi-Sugeno 퍼지기법과 신경망을 연계한 뉴로-퍼지 홍수예측 모형을 구축하였다. 구축된 뉴로-퍼지 홍수예측 모형을 한강수계의 왕숙천과 금강유역의 갑천에 적용하여 30분, 60분, 90분, 120분, 150분, 180분의 선행시간에 대해 각각 홍수예측을 수행하였다. 선행시간별 예측수위를 관측수위와 비교한 결과 안정되고 정확도 높은 홍수예측을 하는 것을 확인할 수 있었다. 추가적으로 정량적 평가를 위해 평균제곱근 오차(Root Mean Square Error)와 같은 통계지표를 산정하여 모형의 적용성을 검증하였다. 검증 결과 모든 통계지표에서 큰 오차 없이 성공적으로 홍수예측이 모의됨을 확인할 수 있었다. 본 연구결과는 향후 중소하천에서 충분한 선행시간을 확보한 정확도 높은 홍수정보시스템의 구축에 활용할 수 있을 것으로 판단된다.

• Journal of Preventive Medicine and Public Health
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• 제41권5호
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• pp.300-306
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• 2008

Objectives : This study was performed to compare the standardized mortality ratios among different small areas and to explore the usefulness of standardized mortality ratios in South Korea. Methods : To calculate the standardized mortality ratio (SMR), we obtained the national deaths certificate data (2004-2006) and national registration population data (2003-2006), and these were provided by the National Statistical Office. The small areas (Eup.Myoun.Dong) were based on the subdivisions of counties. Among the 3,580 small areas classified by the National Statistical Office, 3,571 areas were included in this study. The basic statistics and decile distributions of the SMRs for all the regional levels were calculated, and the small area maps were also produced for some selected regions. To evaluate the precision of SMR, we calculated the 95% confidence intervals of the SMR in selected small areas. Results : The mean and the standard deviation of the SMRs among all small areas were 100.8 and 17.0, respectively. The range was 30.6-211.7 and the inter-quartile range was 20.7. Seoul metropolitan city displayed the lowest mean SMR among 16 regions in South Korea, and 34.6 percent of the small area SMRs belonged to the first decile(the lowest group). On the contrary, the mean SMR of Gyeongsangnam province was highest, and 26.1 percent of the small area SMRs belonged to the tenth decile(the highest group). In some areas, the precision of the SMR, which was calculated by the 95% confidence intervals, remained questionable, yet it was quite stable for almost areas. Conclusions : The standardized mortality ratios can be useful for allocating health resources at the small area level in Korea.

• The Journal of Korean Physical Therapy
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• 제15권3호
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• pp.173-188
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• 2003

The two groups each consisting of 28 people who had an adult hemiplegia due to a brain injury received two different methods of exercises to reduce the angle to which the affected lower limb rotates externally. The comparisons between the two groups were made for the changes of the angle in external rotations measured between pre and post test. The static balance index values taken during pre and post tests were also compared. In addition, the correlations of the angle to which the affected lower limb rotates externally with static balance index values were analyzed. The result were as follows: 1. A statistical analysis indicated that in group one having taken simple R.O.M exercises, the angle to which the affected lower limb rotates externally and the static balance index values were both significantly different between pre and post test (P<.01). 2. A statistical analysis indicated that in group two having taken a pattern movement, both the angle to which the affected lower limb rotates externally and static balance index values were significantly different between pre and post test (P<.01). 3. A significant difference between simple R.O.M exercises group and pattern movement exercises groupwas shown only for the angle to which affected limb rotates externally not for static balance index values (P<.01), 4. Pearson correlation coefficient for the angle to which the affected limb rotates externally with static balance index values was found to be significant only in pattern movement exercises group (P < .05).

• Smart Structures and Systems
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• 제13권3호
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• pp.453-471
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• 2014

The fault diagnosis of rolling element bearings has drawn considerable research attention in recent years because these fundamental elements frequently suffer failures that could result in unexpected machine breakdowns. Artificial intelligence algorithms such as artificial neural networks (ANNs) and support vector machines (SVMs) have been widely investigated to identify various faults. However, as the useful life of a bearing deteriorates, identifying early bearing faults and evaluating their sizes of development are necessary for timely maintenance actions to prevent accidents. This study proposes a new two-layer structure consisting of support vector regression machines (SVRMs) to recognize bearing fault patterns and track the fault sizes. The statistical parameters used to track the fault evolutions are first extracted to condense original vibration signals into a few compact features. The extracted features are then used to train the proposed two-layer SVRMs structure. Once these parameters of the proposed two-layer SVRMs structure are determined, the features extracted from other vibration signals can be used to predict the unknown bearing health conditions. The effectiveness of the proposed method is validated by experimental datasets collected from a test rig. The results demonstrate that the proposed method is highly accurate in differentiating between fault patterns and determining their fault severities. Further, comparisons are performed to show that the proposed method is better than some existing methods.

• 응용통계연구
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• 제19권1호
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• pp.149-161
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• 2006

CART로 대표되는 의사결정나무의 알고리즘에서 가장 중요한 요소는 분리변수의 선택방법이다. 대부분의 알고리즘은 변수의 형태가 연속형인지, 혹은 명목형(nominal)인지에 따라 별개의 변수선택방법을 적용한다. 하지만 변수의 형태가 순서형(ordinal)인 경우에는 그 변수를 연속형으로 취급하여 연속형 변수선택방법을 적용하는 것이 대부분이다. 이것은 CART와 같은 Greedy탐색을 이용하는 방법에는 문제점이 발생하지 않는다. 하지만 Greedy탐색의 약점을 보완하기 위해 통계이론을 이용하여 개발된 최근의 방법들에는 최선의 대처방법이 아니다. 따라서 본 연구에서는 의사결정 나무에서 분리변수를 선택하는데 있어서 비모수적 접근 방법인 Clamor-von Mises 검정을 이용한 방법을 순서형 변수에 사용하는 것을 제안하고, CART, C4.5, QUEST, CRUISE등 기존 알고리즘과 본 연구에서 제안하는 방법의 순서형 변수 선택력을 비교하였다. 모의실험의 결과, Clamor-von Mises 검정을 이용한 변수선택방법은 순서형 변수의 분류력을 기존 방법들에 비해 더 정확히 예측하는 좋은 성과를 보여주었다.

• 한국전문물리치료학회지
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• 제23권4호
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• pp.55-62
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• 2016

Background: The functioning of the serratus anterior (SA) muscle is essential to normal scapulohumeral rhythm during forward flexion (FF) of the shoulder. Also, SA weakness and overuse of the upper trapezius (UT) is observed in patients with shoulder dysfunction and trapezius myalgia. We designed a combination exercise involving FF and scapular protraction with resistance (CFFSP) to activate the SA muscle and to deactivate the UT muscle. Objects: The purpose of this study was to determine whether or not CFFSP would be more effective in activating the SA muscle than FF alone and FF with scapular protraction (FFP). Methods: Nineteen subjects (12 men and 7 women) participated in this study and performed FF, FFP, and CFFSP at $120^{\circ}$. Surface electromyography was applied to the SA, UT, and pectoralis major (PM) muscles, as was one-way analysis of variance (ANOVA) with repeated measures. Statistical significance was set at .05. Bonferroni adjustment was used to counteract the problem of multiple comparisons, with a statistical level of significance of .017 (.05/3). Results: A statistically significant difference was found in relation to the three positions for the SA muscle (p<.001) and the SA/UT ratio (p=.005) using ANOVA. Significantly different results, depending on the position, were also demonstrated using the Bonferroni post-hoc test for the SA muscle ($FF=28.27{\pm}16.20$, $FFP=45.66{\pm}15.81$, and $CFFSP=62.4{\pm}27.21$) and for the SA/UT ratio ($FF=3.04{\pm}2.14$, $FFP=3.61{\pm}2.38$, and $CFFSP=5.95{\pm}3.01$). Significant differences between the three positions was not found regarding the average amplitude of SA/PM muscle ratio (SA/PM: p=.060). Conclusion: We recommend the use of CFFSP to strengthen the SA muscle at $120^{\circ}$.

• Journal of Acupuncture Research
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• 제32권4호
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• pp.29-36
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• 2015

Objectives : The purpose of this study is to compare the efficacy of fire needling therapy and general acupuncture for the patient with lumbar herniated intervertebral disc. Methods : We observed 20 lumbar herniated intervertebral disc patients from March, 2014 to October, 2015. This study was randomized and assessor blinded. The patients were divided into two groups: one group(group A) was treated by general acupuncture only, and the other group(group B) was treated by fire needling therapy and general acupuncture. We evaluated the treatment effect experienced by each group using the visual analogue scale(VAS) and Oswestry disability index(ODI). Results : 1. In group A, VAS and ODI from before treatment to treatment 4, 8, 12, 16 were significantly improved in statistics. 2. In group B, VAS from before treatment to treatment 4, 8, 12, 16 was significantly improved, but ODI was significantly improved in statistics only from before treatment to treatment 12, not in treatment 4, 8, 16. 3. As a result of comparisons between group A and B, there were no statistical significance in VAS and ODI. Conclusions : This study was not able to determine statistical significance between the group treated by general acupuncture only and the group treated by fire needling therapy and general acupuncture, so further studies are required in the future.

• Journal of Radiation Protection and Research
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• 제31권1호
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• pp.17-23
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• 2006

본 연구의 목적은 바이오어쎄이 측정오차의 통계적 분포가 섭취량 추정값에 미치는 영향을 분석하여 오차의 분포를 선정하는데 필요한 기준을 제시하는데 있다. 이를 위하여 본 연구에서는 오차가 정규분포와 대수정규분포를 따른다고 가정한 경우에 대해 최대우도법을 사용하여 섭취량을 평가하였고 그 결과를 서로 비교해 보았다. 본 연구의 결과에 따르면, 검출한도보다 약간 높은 값을 갖는 폐 잔류량 측정결과의 경우 두 분포사이에서의 차는 거의 무시할 수 있을 정도로 작게 나타났다. 그러나 일일 소변 배설률에 대한 측정결과의 경우 오차가 대수정규분포를 따른다고 가정하였을 때의 결과가 정규분포를 따른다고 가정하였을 때의 결과보다 거의 10 % 정도 높게 평가되었다. 이러한 사실로 비추어 볼 때 불착도 요소가 계측통계 오차에 주로 기인되는 경우 오차의 분포가 섭취량 추정값에 거의 영향을 미치지 않는 것으로 사료되나, 불확도 요소에서 그 이외의 오차가 지배적인 경우에는 대수정규분포를 가정하여 섭취량을 추정하는 것이 바람직하다고 판단된다.

• 한국통신학회논문지
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• 제16권12호
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• pp.1274-1285
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• 1991

이 논문에서는 극이 하나 있는 저역 여파기를 쓰는 정규화된 LMS 앨고리즘의 통계학적 수렴을 분석하였다. 이 앨고리즘에서 저역 여파기는 출력이 입력 신호전력의 추정 값에 가깝도록 순환적으로 조정하는 데에 쓰인다. 또한 이때 얻은 입력신호 전력 추정값은 수렴 매개변수를 정규화하는데에 쓰인다. 적응여파기 입력값들이 독립이고 평균이 0이며 넓은 뜻에서 정상인 가우시안 확률과정이라는 가정아래에서 여파기 계수의 평균, 제곱 평균과 제곱 평균 추정오차의 성격을 나타내는식을 얻었다. 평균과 제곱 평균수렴에 필요한 조건을 살펴보았으며 정규화된 LMS 앨고리즘의 성능과 LMS 앨고리즘의 성능을 견주어 보았다. 해석적 방법과 경험적 방법이 매우 잘 들어 맞는다는 것을 보여주는 실험결과도 보였다.

• 한방비만학회지
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• 제3권1호
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• pp.25-35
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• 2003

Objectives : This study was aimed to investigate the change of the reduction in body weight and the change of body composition after fasting therapy, Chulsikyopub, which was put into practice in Dept. of oriental rehabilitation medicine at Kyung Hee oriental hospital. Method : We measured body weight, body composition, and the degree of obesity 2 weeks after fasting therapy and 10 weeks after fasting therapy with body composition analyzer(Inbody 2.0). Statistical comparisons between pre-therapy group and post-therpay group were done by paired t-test and Wilcoxon's signed rank test. Results : 2 weeks after fasting therapy, body weight was decreased 7.33kg(9.18%), body fat was decreased 2.47Kg(7.24%), muscle weight was decreased 4.66kg(11.37%), body fat ratio was increased 1.08%, and body metabolic rate(BMR) was decreased 118.23kcal(8.22%). 10 weeks after fasting therapy, each of body weight and fat was decreased 10.4Kg, muscle weight was increased 0.3Kg(0.7%), body fat ratio was decreased 7.9%, and BMR was increased 6.8Kcal(0.47%). But muscle weight and BMR did not satisfy statistical significance. Conclusions : fasting therapy for 10 weeks reduced body weight and body fat statistically significant without loss of muscle weight and BMR.