• 제목/요약/키워드: R-Squared

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심근조영심초음파에서 심장의 움직임을 보정한 비침습적 심근관류모델의 정량적 평가

  • 이재훈;김희중;정남식;임세중;김기황
    • 한국의학물리학회:학술대회논문집
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    • 한국의학물리학회 2003년도 제27회 추계학술대회
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    • pp.49-49
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    • 2003
  • 목적 : 심초음파는 비침습적이므로 반복적으로 정확히 심질환의 경과를 관찰하여 치료효과 및 수술시기를 정할 수 있는 검사로서 임상적으로 매우 유용하다. 실시간 심근조영심초음파에 의한 time intensity 평가는 부위별로 수행됨으로 연속적으로 위치하는 관심영역이 intensity에 있어 심장의 움직임 변화에 영향을 받는다. Time intensity 곡선의 최적의 곡선맞춤을 위해 주기적인 심장 운동 매개변수를 조합해 기존의 모델을 보정한 안정적인 측정방법을 제시한다. 방법 : 심장의 운동에 의한 특징적인 정보를 설명하기 위해 기존의 문헌에 제시된 지수 함수에 주어진 심박수로 만들어진 시간에 관한 일반적인 정형파 함수를 추가한다. C(t) = A[1 - exp($\beta$t)] + Dsine(2$\pi$ft + $\theta$) C(t): videointensity A: plateau videointensity (blood volume) $\beta$: capillary blood velocity (rate constant of rise in videointensity) t: pulsing interval (ms) D: displacement from the periodic variance of the curve (estimated motion field from the ejection point for the ratio between systole and diastole) f: heart rate $\theta$: transit time issue A $\times$ $\beta$ : myocardial blood flow 관상동맥의 관류 데이터에 대한 실험이 펄스간격에 대한 비디오 세기로 수행되었다. 그리고 이러한 결과들이 the sum of squares due to error, R square, root mean squared error로 평가되었다. 결과 : 실험결과, 주기적인 심장의 움직임과 심박출 시점으로부터의 변위를 잘 기술하고 곡선에서의 측정 점들이 예측된 심장 움직임에 따라 성공적으로 표시되었다. 뿐만 아니라 보정된 모델이 현저한 적합도의 향상을 보여주었다. 결론 : 제시된 접근방법은 각각의 측정에서 심장 운동 영역의 변화에 독립적이며 측정 시점에 의해 영향받지 않고 심근 관류의 안정적인 측정이 가능하다. 심장의 움직임에 관한 매개변수를 조합한 모델로 곡선접합을 수행함으로써 관류의 정량적 정보를 좀더 정확하게 얻을 수 있으며 임상적 이용을 가능하게 할 것으로 기대된다.

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주성분 분석기법을 이용한 선박의 연료소비 예측에 관한 연구 (A Study on the Prediction of Fuel Consumption of a Ship Using the Principal Component Analysis)

  • 김영롱;김구종;박준범
    • 한국항해항만학회지
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    • 제43권6호
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    • pp.335-343
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    • 2019
  • 최근 선박의 배기가스 규제가 강화되면서 연료소비량을 저감하기 위한 많은 방안들이 검토되고 있다. 그중에서도 선박으로부터 수집한 데이터를 활용하여 연료소모량을 예측하는 기계학습 모델을 개발하고자 하는 연구가 활발히 수행되고 있다. 하지만 많은 연구들이 학습모델의 주요 변수 선정이나 수집데이터의 처리 방법에 대한 고려가 미흡하였으며, 무분별한 데이터의 활용은 변수 간의 다중공선성 문제를 야기할 수도 있다. 본 연구에서는 이러한 문제점을 해결하기 위하여 주성분 분석을 이용하여 선박의 연료소비를 예측하는 방법을 제시하였다. 13K TEU 컨테이너 선박의 운항데이터에 주성분 분석을 수행하였으며, 추출한 주성분으로 회귀분석을 수행하여 연료소비 예측모델을 구현하였다. 평가용 데이터에 대한 모델의 설명력은 82.99%이었으며, 이러한 예측모델은 항해 계획 수립 시 운항자의 의사결정을 지원하고 항해 중 에너지 효율적인 운항상태 모니터링에 기여할 수 있을 것으로 기대된다.

Pediatric Dehydration Assessment at Triage: Prospective Study on Refilling Time

  • Caruggi, Samuele;Rossi, Martina;De Giacomo, Costantino;Luini, Chiara;Ruggiero, Nicola;Salvatoni, Alessandro;Salvatore, Silvia
    • Pediatric Gastroenterology, Hepatology & Nutrition
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    • 제21권4호
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    • pp.278-288
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    • 2018
  • Purpose: Dehydration is a paediatric medical emergency but there is no single standard parameter to evaluate it at the emergency department. Our aim was to evaluate the reliability and validity of capillary refilling time as a triage parameter to assess dehydration in children. Methods: This was a prospective pilot cohort study of children who presented to two paediatric emergency departments in Italy, with symptoms of dehydration. Reliability was assessed by comparing the triage nurse's measurements with those obtained by the physician. Validity was demonstrated by using 6 parameters suggestive of dehydration. Comparison between refilling time (RT) and a validated Clinical Dehydration Score (CDS) was also considered. The scale's discriminative ability was evaluated for the outcome of starting intravenous rehydration therapy by using a receiver operating characteristic (ROC) curve. Results: Participants were 242 children. All nurses found easy to elicit the RT after being trained. Interobserver reliability was fair, with a Cohen's kappa of 0.56 (95% confidence interval [CI], 0.41 to 0.70). There was a significant correlation between RT and weight loss percentage (r-squared=-0.27; 95% CI, -0.47 to -0.04). The scale's discriminative ability yielded an area under the ROC curve (AUC) of 0.65 (95% CI, 0.57 to 0.73). We found a similarity between RT AUC and CDS-scale AUC matching the two ROC curves. Conclusion: The study showed that RT represents a fast and handy tool to recognize dehydrated children who need a prompt rehydration and may be introduced in the triage line-up.

증폭 후 재전송 MIMO 중계 시스템을 위한 선형 전처리 기법 (Linear Precoding Technique for AF MIMO Relay Systems)

  • 유병욱;이규하;이충용
    • 대한전자공학회논문지TC
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    • 제47권3호
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    • pp.16-21
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    • 2010
  • 본 논문에서는 다중 안테나 기반 증폭 후 재전송 중계 시스템을 위한 선형 전처리 필터 설계를 다룬다. 수신 신호의 평균 제곱 오차를 최소화하기 위한 송신 및 중계 선형 전처리 필터가 제안되며, 수신 단말에서는 제안된 전처리 필터에 적합한 MMSE 기반 수신기가 사용된다. 최적의 송신 및 중계 전처리 필터는 수식적으로 표현하기 어렵고 반복 과정으로 통하여 유도되므로 이러한 연산을 단순화한 전처리 기법을 제안한다. 모의실험을 통하여 제안한 전처리 기법이 최적의 전처리 기법과 거의 유사한 성능을 보이면서도 기존의 중계 전처리 기법 보다 우수한 성능을 보임을 확인할 수 있다. 게다가, 신호 대 잡음비가 높은 영역에서 중계 수선 단말간 신호 대 잡음비에 비하여 송선 중계 단말간 신호 대 잡음비가 성능에 더 많은 영향을 미친다는 사실도 확인할 수 있다.

Prediction of Future Milk Yield with Random Regression Model Using Test-day Records in Holstein Cows

  • Park, Byoungho;Lee, Deukhwan
    • Asian-Australasian Journal of Animal Sciences
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    • 제19권7호
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    • pp.915-921
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    • 2006
  • Various random regression models with different order of Legendre polynomials for permanent environmental and genetic effects were constructed to predict future milk yield of Holstein cows in Korea. A total of 257,908 test-day (TD) milk yield records from a total of 28,135 cows belonging to 1,090 herds were considered for estimating (co)variance of the random covariate coefficients using an expectation-maximization REML algorithm in an animal mixed model. The variances did not change much between the models, having different order of Legendre polynomial, but a decreasing trend was observed with increase in the order of Legendre polynomial in the model. The R-squared value of the model increased and the residual variance reduced with the increase in order of Legendre polynomial in the model. Therefore, a model with $5^{th}$ order of Legendre polynomial was considered for predicting future milk yield. For predicting the future milk yield of cows, 132,771 TD records from 28,135 cows were randomly selected from the above data by way of preceding partial TD record, and then future milk yields were estimated using incomplete records from each cow randomly retained. Results suggested that we could predict the next four months milk yield with an error deviation of 4 kg. The correlation of more than 70% between predicted and observed values was estimated for the next four months milk yield. Even using only 3 TD records of some cows, the average milk yield of Korean Holstein cows would be predicted with high accuracy if compared with observed milk yield. Persistency of each cow was estimated which might be useful for selecting the cows with higher persistency. The results of the present study suggested the use of a $5^{th}$ order Legendre polynomial to predict the future milk yield of each cow.

현대 남성 니트 웨어의 디자인 특성 - 2001년~2010년 밀라노컬렉션을 중심으로 - (The Design Characteristic in Contemporary Men's Knitwear - Focusing on Milano Collection from 2001 to 2010 -)

  • 이승아;이연희
    • 복식
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    • 제62권4호
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    • pp.91-106
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    • 2012
  • The purpose of this study was to offer some directions for the design of men's knitwear and provide basic data helpful for design conception and product development for creative and unique men's knitwear. As for the methodology, the investigator examined the works of these following ten designers that consistently participated in the men's Milano Collection for the last ten years from 2001 S/S to 2010 F/W: Burberry Prorsum, Costume National, D & G, D squared, Dolce & Gabbana, Giorgio Armani, Gucci, Iceberg, Prada, and Vivien Westwood. We identified the design elements expressed in knitwear, categorized examples for each element, and reviewed their characteristics. The results of this study are as follows. The designers usually adopted the H-silhouette with some room until 2006, after which the slim tubular silhouette became prevalent. Most of the designers made knitwear with normal yarn and expressed them by dyeing or printing regardless of seasons, which meant the usage level of fancy yarn was low. The much usage of the basic pattern was particularly salient. The most popular basic structure was plain, which was followed by rib and color pattern, which included the jacquard and intarsia pattern. The designers presented thick outer items made of thick yarn for F/W seasons and many thin inner items made of thin yarn for S/S seasons. The popular colors were brown from the Red Group(R) and beige from the Orange Group (YR) regardless of seasons. When achromatic colors were used a lot, there was a development of various grey shades. For the most used basic structure, plain, the designers employed such technical methods as printing, pleat treatment, and dyeing in high frequency.

CDMQC Model을 이용(利用)한 울산지역(蔚山地域)의 대기질(大氣質) 예측(豫測)과 실측치(實測値)와의 비교연구(比較研究) (Air Quality Prediction by CDMQC and Its Validation in the Ulsan Industrial Complex)

  • 신응배;이광호
    • 대한토목학회논문집
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    • 제1권1호
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    • pp.77-90
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    • 1981
  • 본(本) 연구(硏究)에서는 울산지역(蔚山地域)을 대상(對象)으로 CDMQC 모델을 이용(利用)하여 대기질(大氣質)을 예측(豫測)하였으며 아울러 동일대상지역(同一對象地域)에서 실측(實測)을 시행(施行)하므로써 전산(電算)모델을 이용(利用)한 예측치(豫測値)와 실측치간(實測値間)의 비교검토(比較檢討)를 실시하였다. 모델링결과(結果) 가장 오염(汚染)이 심한 지역(地域)은 부곡동(夫谷洞)과 여천동지역(呂川洞地域)으로 연평균(年平均) $SO_2$의 모델링치(値)는 52ppb 및 47ppb였으며, 실측치(實測値)는 44ppb 및 46ppb를 나타냈다. 또한 실측치(實測値)와 모델링치(値)와의 비교(比較)에서 ${\chi}^2$ 검증법(檢證法)에 의한 신뢰성(信賴性)은 90.02%로 두 자료간(資料間)에 속성(屬性)이 있음을 나타냈으며 상관계수(相關係數)(r)는 0.827로서 높은 상관관계(相關關係)를 나타내어 CDMQC 모델은 울산지역(蔚山地域)의 대기질예측(大氣質豫測)을 위하여 적합(適合)한 것으로 판단되었다.

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저장온도에 따른 마른김(Pyropia pseudolinearis)의 Bacillus cereus 성장예측모델 개발 (Predictive Growth Models of Bacillus cereus on Dried Laver Pyropia pseudolinearis as Function of Storage Temperature)

  • 최만석;김지윤;전은비;박신영
    • 한국수산과학회지
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    • 제53권5호
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    • pp.699-706
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    • 2020
  • Predictive models in food microbiology are used for predicting microbial growth or death rates using mathematical and statistical tools considering the intrinsic and extrinsic factors of food. This study developed predictive growth models for Bacillus cereus on dried laver Pyropia pseudolinearis stored at different temperatures (5, 10, 15, 20, and 25℃). Primary models developed for specific growth rate (SGR), lag time (LT), and maximum population density (MPD) indicated a good fit (R2≥0.98) with the Gompertz equation. The SGR values were 0.03, 0.08, and 0.12, and the LT values were 12.64, 4.01, and 2.17 h, at the storage temperatures of 15, 20, and 25℃, respectively. Secondary models for the same parameters were determined via nonlinear regression as follows: SGR=0.0228-0.0069*T1+0.0005*T12; LT=113.0685-9.6256*T1+0.2079*T12; MPD=1.6630+0.4284*T1-0.0080*T12 (where T1 is the storage temperature). The appropriateness of the secondary models was validated using statistical indices, such as mean squared error (MSE<0.01), bias factor (0.99≤Bf≤1.07), and accuracy factor (1.01≤Af≤1.14). External validation was performed at three random temperatures, and the results were consistent with each other. Thus, these models may be useful for predicting the growth of B. cereus on dried laver.

The relationship between odd- and branched-chain fatty acids and microbial nucleic acid bases in rumen

  • Liu, Keyuan;Hao, Xiaoyan;Li, Yang;Luo, Guobin;Zhang, Yonggen;Xin, Hangshu
    • Asian-Australasian Journal of Animal Sciences
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    • 제30권11호
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    • pp.1590-1597
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    • 2017
  • Objective: This study aims to identify the relationship between odd- and branched-chain fatty acids (OBCFAs) and microbial nucleic acid bases in the rumen, and to establish a model to accurately predict microbial protein flow by using OBCFA. Methods: To develop the regression equations, data on the rumen contents of individual cows were obtained from 2 feeding experiments. In the first experiment, 3 rumen-fistulated dry dairy cows arranged in a $3{\times}3$ Latin square were fed diets of differing forage to concentration ratios (F:C). The second experiment consisted of 9 lactating Holstein dairy cows of similar body weights at the same stage of pregnancy. For each lactation stage, 3 cows with similar milk production were selected. The rumen contents were sampled at 4 time points of every two hours after morning feeding 6 h, and then to analyse the concentrations of OBCFA and microbial nucleic acid bases in the rumen samples. Results: The ruminal bacteria nucleic acid bases were significantly influenced by feeding diets of differing forge to concentration ratios and lactation stages of dairy cows (p<0.05). The concentrations of OBCFAs, especially odd-chain fatty acids and C15:0 isomers, strongly correlated with the microbial nucleic acid bases in the rumen (p<0.05). The equations of ruminal microbial nucleic acid bases established by ruminal OBCFAs contents showed a good predictive capacity, as indicated by reasonably low standard errors and high R-squared values. Conclusion: This finding suggests that the rumen OBCFA composition could be used as an internal marker of rumen microbial matter.

유물실측을 통한 여자저고리의 치수연구 (A Study on stylistic measurement of Chogori with Museum specimens)

  • 유송옥
    • 복식
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    • 제32권
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    • pp.21-30
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    • 1997
  • Chogori the basic upper garment of korea costume occupies an important role in tra-ditional dressing and continues to be in use to the present days. Of course there has been changes in the length and line of Chogori with the flow of time based on the Ancient Yoo. This is a study of the 14 parts of Chgori based on statistical analysis by computing the practical measuements. Here the statistical analysis is a objective and quantitative of the stylistic changes in Chogori with time. In this study from the data the Mean and Standard deviation has been evaluated and periodic change is shown by graph to test the periodic change T-test Regressional analysis Index analysis has been used. The results are as follows: 1. The length of clothing has changed with time except the sleeve length. Here the length of clothing means all the other measurements ex-cept the sleeve Thus while the measurements of sleeve length has been uniquely unchanged the other measurements have influenced each other. 2. Generally the form of Chogori had the tendency towards smallness in the 19th cen-tury. But it tended to get larger in the 20th century. 3. Compared to other periods the mode of 19th and 20th century Chogori was widely ac-cepted as the Standard deviation of that period was very narrow. 4. The results seen from the regressional analysis of the Cho-sun period woman's Chogori satisfy the t-value and R-squared and thus support the regression formula presump-tion. 5. From the index analysis it is revealed that with decrease in the armhole measurement sleeve measurement and neckband; relatively same decrease in the wrist measurement; and very marked decrease in the sideline measurement.

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