• 제목/요약/키워드: Weights Correlation

검색결과 327건 처리시간 0.025초

텍스타일 기반의 협력적 필터링 기술과 디자인 요소에 따른 감성 분석을 이용한 패션 디자인 추천 에이전트 시스템 (A Fashion Design Recommender Agent System using Collaborative Filtering and Sensibilities related to Textile Design Factors)

  • 정경용;나영주;이정현
    • 한국정보과학회논문지:컴퓨팅의 실제 및 레터
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    • 제10권2호
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    • pp.174-188
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    • 2004
  • 제품의 품질 및 가격뿐만 아니라 물질적 풍요로움과 더불어 다변화 되어가는 생활 환경 속에서 소비자의 감성과 선호도를 파악하는 것은 제품 판매 전략의 중요한 성공요소가 되고 있다. 이를 위하여 제품의 기능적 측면뿐만 아니라 개개인의 정서적 감정과 선호도가 반영된 제품의 설계나 디자인 또한 요구되고 있다. 본 연구에서는 사용자의 감성과 선호도를 중심으로 소재를 개발하는 방법의 하나로 협력적 필터링 개인화 기법을 응용하여 패션 디자인 추천 에이전트 시스템(FDRAS-pro)을 제안한다. 텍스타일 기반의 협력적 필터링 기술에서, 예측에 사용될 이웃의 수를 결정하기 위해서 Representative Attribute-Neighborhood 방법을 사용한다. 사용자들간의 유사도 가중치를 계산하기 위해서 피어슨 상관계수(Pearson Correlation Coefficient)를 사용한다. 소재에 대한 사용자의 감성이나 선호도에 대한 텍스타일의 대표 감성 어휘를 추출함으로써 소재 개발을 위한 감성 어휘 데이타베이스를 구축한다. FDRAS-pro는 구축된 감성 어휘 데이타베이스를 기반으로 성향이 비슷한 사용자에게 텍스타일 디자인을 추천한다. 디자인 요소에 따른 감성 분석을 하기 위해서, 텍스타일 디자인을 9가지 디자인 요소(디자인 소재, 모티브대 배경비율, 모티브의 변화도, 해석법, 모티브의 배열, 모티브의 명료성, 명도차, 색상차, 채도차)에 따라 분석하였다. 패션 디자인 추천 시스템으로 개발하여 시스템의 논리적 타당성과 유효성을 검증하기 위해 실험적인 적용을 시도하고자 한다.

교차 프로젝트 결함 예측을 위한 유사도 측정 기법 비교 연구 (A Comparative Study on Similarity Measure Techniques for Cross-Project Defect Prediction)

  • 류덕산;백종문
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제7권6호
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    • pp.205-220
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    • 2018
  • 소프트웨어 결함 예측은 결함이 자주 발생하는 모듈에 집중함으로써 소프트웨어 품질 보증 활동에 귀중한 프로젝트 리소스를 효과적으로 할당하는 데 도움이 될 수 있다. 회사 내에서 수집 된 충분한 기록 데이터를 사용하여 정확한 결함 발생 가능성이 높은 모듈 예측에 대해 WPDP (프로젝트 내 결함 예측)를 사용할 수 있다. 회사가 과거 데이터를 유지하지 못한 경우 CPDP (Cross-Project Defect Prediction) 메커니즘을 기반으로 오류를 예측하는 분류기를 만드는 것이 도움이 될 수 있다. CPDP는 다른 조직에서 수집 한 다른 프로젝트 데이터를 사용하여 분류기를 작성하기 때문에 정확한 분류기를 만드는데 가장 큰 장애물은 소스와 대상 프로젝트 간의 서로 다른 분포이다. 이 문제의 해결을 위해 효과적인 유사도 측정 기술을 식별하는 것이 중요하므로, 본 논문에서는 다양한 유사도 측정 기술을 CPDP 모델에 적용하여 성능을 비교한다. 유사도 가중치의 유효성을 평가하고, 통계적 유의성 검정 및 효과 크기 검정을 통해 결과를 검증한다. 실험 결과, k-Nearest Neighbor (k-NN), LOcal Correlation Integral (LOCI) 및 Range 방법이 유사도 측정 기술 중 상위 3 개에 속했고, 이들을 사용하는 CPDP 예측 성능이 WPDP의 성능과 유사하였다.

α-cut Fuzzy TOPSIS 기법을 적용한 다기준 홍수취약성 평가 (MCDM Approach for Flood Vulnerability Assessment using TOPSIS Method with α Cut Level Sets)

  • 이규민;정은성;전경수
    • 한국수자원학회논문집
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    • 제46권10호
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    • pp.977-987
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    • 2013
  • 본 연구에서는 다기준 의사결정기법을 적용한 홍수취약성 평가에 내재되는 불확실성을 고려한 평가기법을 제시하였다. 홍수취약성평가과정은 3단계로 구성되며 1단계에서는 홍수와 연관되는 사회적, 경제적, 환경적 영향요인들 중에서 지역의 특성을 반영할 수 있는 평가인자를 선정하고 각 인자의 가중치를 책정한다. 이때 델파이 설문조사기법을 적용하여 의사결정자들의 의견을 수렴한다. 2단계는 평가자료를 수집하고 평가에 사용할 수 있도록 가공하는 단계이며 불확실성 문제를 해소하기 위하여 퍼지수를 적용하였다. 마지막단계에서 홍수취약성을 정량적으로 산정하여 취약지역의 우선순위를 도출한다. 본 연구에서는 퍼지수의 연산과정에서 발생하는 퍼지수의 과장 및 왜곡문제를 해소하기 위한 ${\alpha}$-cut fuzzy TOPSIS 방법을 적용하였다. 또한 수립한 평가기법으로 산정한 결과에 대하여 퍼지자료(fuzzy data)를 적용한 fuzzy TOPSIS, 크리스프(crisp) 자료를 사용한 TOPSIS, WSM등의 다양한 방법으로 평가한 결과들과의 상관관계분석을 수행하였다. 분석결과, ${\alpha}$-cut fuzzy TOPSIS 방법은 대체로 모든 방법과 높은 상관성을 나타내었다. 즉, 크리스프 자료와 퍼지자료를 사용하는 평가방법 사이에서 발생하는 결과의 차이가 ${\alpha}$-cut fuzzy TOPSIS를 이용하면 줄어드는 효과가 있다. 따라서본 연구에서 수립한 홍수취약성 평가방법은 불확실성 문제를 일정 부분 해소한 평가결과를 제시함으로서 치수정책 수립의 유용한 근거자료를 제공할 수 있다.

마산지역 시내버스 운전자의 건강관련 생활습관과 혈액의 생화학적 지표와의 상호관련성 분석 (An Analysis of the Correlation between Health-related Habits and the Biochemical Characteristics of the Blood of Bus Drivers in the Masan Area)

  • 윤현숙;김기련
    • 대한지역사회영양학회지
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    • 제7권2호
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    • pp.232-244
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    • 2002
  • This study investigated the correlation between health-related habits and the biochemical characteristics of the blood of Korean bus drivers. A total of 178 bus drivers working in the Masan area participated in this study. The general characteristics and health-related habits of the subjects were surveyed using a serf-administered questionnaire. The biochemical date were collected from regular health check-ups done through their workshop health insurance company in lune, 1999. The results were as follows : The average age of the subjects was 38 years, and 44.2% had a driving career of between 10 and 19 years. About 90% of the subjects ate irregularly, and 36% ate. health floods. Their rates of drinking, smoking and exercise were 74.6%, 83.6% and 70.8%, respectively. Their frequency of drinking was significantly increased as the length of their driving career increased (p < 0.001). Their levels of total serum cholesterol, in relation to the length of their driving career was significantly higher in the over 20 year group than in the below 10 year group (p < 0.05). Their systolic blood pressures, according to age, were significantly higher in the 51 to 60 age group than in the other groups (p < 0.05). Their total um cholesterol levels signiscantly increased with increasing age (p < 0.001). Their diastolic blood pressures (p < 0.001) and blood glucose levels (p < 0.05) were significantly higher among the subjects who drinking alcohol almost everyday, than among other subjects. Their systolic blood pressures who significantly increased with increasing frequency of their drinking (p < 0.001). The systolic blood pressure and diastolic blood pressure were positively related to age, the amount of drinking, the frequency of drinking and the obesity index, and negatively related to exercise and the duration of exercise. The hemoglobin was positively related to age, preference for a meat diet and the obesity index. The blood glucose was positively related to the amount of drinking, and the total serum cholesterol was positively related to age, length of driving career, period of smoking and the obesity index. The results of this study indicated that bus drivers need regular exercise, moderation of their drinking and smoking, and control of their body weights so as to prevent chronic diseases.

일부 청소년의 체중조절과 관련된 요인에 관한 연구 -자아존중감, 신체만족도 및 중요도, 신체적 특성과 체형에 대한 인식을 중심으로- (The Factors Associated with Weight Control Experiences among Adolescents - Based on Self-esteem, Body-cathexis, Attitudes toward the Body, Anthropometric Characteristics and Perceptions of Body Shape -)

  • 허은실;강현진;이경혜
    • 대한지역사회영양학회지
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    • 제8권5호
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    • pp.658-666
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    • 2003
  • This study was carried out to investigate among adolescents (total=729) the relationship between their self-esteem, body-cathexis, their attitudes toward the importance of their bodies, their anthropometric characteristics, their perceptions of their body shapes and their experiences with weight control. The results are summarized as follows: The mean values for self-esteem and body-cathexis were generally low, but these values were significantly higher among boys than girls (p<0.01-0.001). However the mean values for their attitudes toward the importance of their bodies were relatively high and were significantly higher among girls than boys (p<0.01). The mean values for Percent Ideal Body Weight (PIBW) and Body Mass Index (BMI) were normal and no significant differences between the genders were observed. The distribution of the PIBW and the BMI values showed a higher rate for normal weights among the girls and a higher rate for underweightedness and obesity among the boys (p<0.01). With regard to their perception of their body image, among the boys, their current figures were almost identical with their idea of an ideal figure, but among the girls, their idea of an ideal figure was thinner than their current figure. The girls were more dissatisfied with their own body image than the boys (p<0.001). Fifty-four percent of the subjects had previous weight control experience, and the girls had significantly more experience than the boys (p<0.001). Their main reason for practising weight control was to lose weight (65.3%) Those who had more weight control experience had lower satisfaction with their body shapes, higher PIBW, higher BMIs or currently had fatter figures. Their standard image of their figures was influenced by TV (40.3%) and friends (36.9%). There was a weakly positive correlation between their self-esteem and their satisfaction with their body shapes, and a weakly negative correlation between their satisfaction with their body shapes and their attitudes toward the importance of their bodies. These results suggest the necessity for an educational program for adolescents as to foster a positive body image. Such a program should consider psychological factors such as self-esteem, satisfaction with body shape and attitudes toward the importance of the body.

폐경 전 여성의 골밀도에 영향을 미치는 요인분석 (Factors Affecting Bone Mineral Status of Premenopausal Women)

  • 오세인;이행신;이미숙;김초일;권인순;박상철
    • 대한지역사회영양학회지
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    • 제8권6호
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    • pp.927-937
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    • 2003
  • This study was conducted to investigate dietary and other factors affecting bone mineral density (BMD) in Korean premenopausal women. Seventy-eight premenopausal women who visited the Health Promotion Center for health examinations volunteered to participate in this study. They were divided into two groups according to their bone status as shown by their T-scores: a non-osteoporotic group and a osteoporotic group. The results are as follows: The mean BMDs of the lumbar spine and femoral neck were 1.21$\pm$0.02$g/cm^2$ and 0.97$\pm$0.04$g/cm^2$, respectively. The BMD levels of the osteoporotic group were significantly lower than those of the non-osteoporotic group (p<0.001, respectively). The heights of the women in the osteoporotic group were significantly lower than those of the non-osteoporotic group (p<0.01) however, their body weights did not show any significant differences although they tended to be lower. The mean daily intake of energy was 1720$\pm$52㎉. When the nutrient intake was compared with the Korean recommended dietary allowances (RDA), calcium, Fe, vitamin A and riboflavin intakes were lower than the RDA. Their was no significant difference in the nutrient intake of the non-osteoporotic group and osteoporotic group except for the intakes of protein, fat and niacin. Their was no significant difference between the non-osteoporotic group and the osteoporotic group and all were within the normal range. However, the serum alkaline phosphatase level of the osteoporotic group was significantly higher than that of the non-osteoporotic group (p<0.001). Height measurements showed positive correlations with lumbar spine bone mineral density (LBMD, r=0.332, p<0.01) however there was no correlation with femoral neck bone mineral density (NBMD). Age, age at menarche, body weight, body mass index (BMI) and obesity showed no correlation with BMD. The BMD of the lumbar spine was significantly and positively related to the intake of niacin and vitamin C (r=0.236, p<0.05; r=0.274, p<0.05). Serum levels of calcium and phosphorus showed negative correlations with LBMD (r=-0.698, p=0.0001, r=-0.503, p=0.0001, respectively). The results suggested that the BMD of the lumbar spine was positively related to the intake of niacin and vitamin C in premenopausal women. Therefore, this study confirmed that one of the most effective ways to minimize bone loss would be have a higher intake of niacin and vitamin C rich foods and engaging habitually in physical activity may have a beneficial effect on BMD in the Premenopausal Period.

환경스트레스 처리에 의한 개똥쑥 artemisinin 생합성 증진 (Enhanced biosynthesis of artemisinin by environmental stresses in Artemisia annua)

  • 김경운;황철호
    • Journal of Plant Biotechnology
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    • 제49권4호
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    • pp.307-315
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    • 2022
  • 개똥쑥은 말라리아 등 다양한 질병의 치료물질인 artemisinin 제공하나, 식물체 내 농도가 낮고, 생산이 불안정하여 국제적 수요에 대응하지 못하고 있다. 재배환경을 인공적으로 제어하는 식물공장 시스템은 계절이나 장소에 제한 없이 약용식물의 공장식 생산체계가 가능하다(Kim 2010). 본 연구에서는 식물공장에서 개똥쑥의 artemisinin의 대량생산이 가능한 최적의 조건을 찾기 위하여 파종부터 수확까지 적색광(R)과 청색광(B)을 혼합한 3종류의 LED (R : B = 6 : 4, 7 : 3, 8 : 2)에서 생장 및 물질생산에 적합한 광조건을 탐색하였다. 개똥쑥의 수확 전, 1,395 ㎼/cm2의 UV-B, 4℃의 저온, 그리고 건조 처리로 식물에 hormesis를 유도하여 artemisinin의 생산 증가를 확인하였다. Artemisinin 생합성에 관여하는 효소들 중에서 ADS, CYP, ALDH1의 발현량을 qPCR로 측정하였고, artemisinin 정량을 통해 전사체와 대사물질의 연관성을 확인하고, artemisinin 생산에 적합한 재배 광조건과 hormesis 처리 조건을 탐색하였다. 3종의 LED 비율 중 8 : 2에서 높은 생체중 및 건물중을 생산했으며, hormesis를 유도하기 위한 3종의 물리 처리에서 이를 통해 7 : 3 식물을 수확전 6시간 건조처리했을 때 artemisinin 함량이 약 2배 증가하였다.

균등거리 기준 조명 맵과 색 상관성을 이용한 조명 색도 추정 (Estimation of Illuminant Chromaticity by Equivalent Distance Reference Illumination Map and Color Correlation)

  • 김정엽
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제12권6호
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    • pp.267-274
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    • 2023
  • 본 논문에서는 입력 영상에 대한 촬영 장면의 조명 색도를 추정하는 방법을 제안한다. 조명 기준영역을 이용하여 입력영상의 촬영 장면에 가장 근접한 조명 색도를 추정한다. 기존의 방법은 일정한 수의 기준조명 정보를 이용한다. 입력 영상으로부터 화소의 색도분포 정보와 기준 조명에 대한 미리 준비된 색도 집합을 대조하여 겹치는 면적이 가장 큰 기준 조명을 해당 입력 영상에 대한 장면 조명으로 간주한다. 겹치는 면적을 계산하는 과정에서 각 기준 조명에 대한 가중치를 가우시안 분포 형태로 적용하였으나, 분산 값에 대하여 명확한 기준을 제시하지 못하였다. 제안한 방법은 주어진 기준조명으로부터 독립적인 기준색도 영역을 추출하고, 입력영상의 모든 화소에 대하여 RGB 칼라좌표계의 r-g 색도 평면에서의 특징치를 계산한 다음, 독립적인 색도영역과 입력영상으로부터의 특징치를 이용하여 유사도를 평가한다. 유사도가 가장 높게 나타나는 조명을 해당 영상의 조명 색도 성분으로 추정하였다. 데이터베이스의 영상과 기준조명 색도를 이용한 성능평가에서 제안한 방법은 기존의 기본 방법에 비하여 평균 60% 정도의 개선을 보였고, 기존의 가우시안 분산 값이 0.1인 경우에 비하여 53% 내외의 개선 성능을 보였다.

황등화강암 시편의 크기에 따른 건조무게와 특이점 분석 (Analysis of the Influence of Sample Size on the Dry Weight and Singularity Weight of Hwangdeung Granite Rock Samples)

  • 이대형;김석주
    • 지질공학
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    • 제34권1호
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    • pp.137-146
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    • 2024
  • 우리나라의 한국산업표준(KS F)에는 105 ± 5℃로 노건조된 암석을 대기중에 꺼내어 저울에 무게를 측정하도록 하고 있다. 그러나 건조로 외부의 대기에 노출된 암석에서는 대기중의 수분을 흡수하여 무게가 증가하는 문제가 발생된다. 본 연구에서는 정육면체 모양으로 가공된 크기가 다른 8개의 황등화강암 시편을 사용하여 측정 방법에 따른 건조무게를 측정하고 비교 분석하였다. 대기중에서 측정된 특이점의 건조무게는 건조로 속에서 측정된 건조무게에 비하여 더 작게 나타났다. 건조 방법에 따른 건조무게의 차이는 암석의 크기와 양(+)의 상관관계를 나타내었고, 암석의 단위무게당 건조무게 차이는 암석의 크기가 클수록 오히려 작아지는 음(-)의 상관관계를 나타내었다. 대기중 노출된 암석의 무게는 가열된 암석 주위에서 발생되는 대류의 영향과 대기중 수분 흡수로 인한 영향의 크기에 따라 결정되며, 특이점은 두가지 영향의 크기가 같을 때 발생된다. 암석의 크기가 클수록 특이점 발생까지의 시간이 더 오래 걸리고 무게의 감소량도 증가되었다. 또한, 수분 흡수에 의한 초기 측정 무게까지 회복되는 시간도 더 오래 걸렸다. 향후, 특이점의 무게와 건조로 내부에서 측정된 건조 무게에 관한 연구를 통하여 현재 한국산업표준(KS F) 시험규정의 한계점을 보완할 수 있을 것이다.

논벼 장.단간품종의 증발산제계수와 건물량과의 관계에 대한 연구(I) (Studies on Relations between Various Coeffcients of Evapo-Transpiration and Quantities of Dry Matters for Tall-and Short Statured Varieties of Paddy Rice)

  • 류한열;김철기
    • 한국농공학회지
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    • 제16권2호
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    • pp.3361-3394
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    • 1974
  • The purpose of this thesis is to disclose some characteristics of water consumption in relation to the quantities of dry matters through the growing period for two statured varieties of paddy rice which are a tall statured variety and a short one, including the water consumption during seedling period, and to find out the various coefficients of evapotranspiration that are applicable for the water use of an expected yield of the two varieties. PAL-TAL, a tall statured variety, and TONG-lL, a short statured variety were chosen for this investigation. Experiments were performed in two consecutive periods, a seedling period and a paddy field period, In the investigation of seedling period, rectangular galvanized iron evapotranspirometers (91cm${\times}$85cm${\times}$65cm) were set up in a way of two levels (PAL-TAL and TONG-lL varieties) with two replications. A standard fertilization method was applied to all plots. In the experiment of paddy field period, evapotanspiration and evaporation were measured separately. For PAL-TAL variety, the evapotranspiration measurements of 43 plots of rectangular galvanized iron evapotranspirometer (91cm${\times}$85cm${\times}$65cm) and the evaporation measurements of 25 plots of rectangular galvanized iron evaporimeter (91cm${\times}$85cm${\times}$15cm) have been taken for seven years (1966 through 1972), and for TONG-IL variety, the evapotranspiration measurements of 19 plots and the evaporation measurements of 12 plots have been collected for two years (1971 through 1972) with five different fertilization levels. The results obtained from this investigation are summarized as follows: 1. Seedling period 1) The pan evaporation and evapotranspiration during seedling period were proved to have a highly significant correlation to solar radiation, sun shine hours and relative humidity. But they had no significant correlation to average temperature, wind velocity and atmospheric pressure, and were appeared to be negatively correlative to average temperature and wind velocity, and positively correlative to the atmospheric pressure, in a certain period. There was the highest significant correlation between the evapotranspiration and the pan evaporation, beyond all other meteorological factors considered. 2) The evapotranpiration and its coefficient for PAL-TAL variety were 194.5mm and 0.94∼1.21(1.05 in average) respectively, while those for TONG-lL variety were 182.8mm and 0.90∼1.10(0.99 in average) respectively. This indicates that the evapotranspiration for TONG-IL variety was 6.2% less than that for PAL-TAL variety during a seedling period. 3) The evapotranspiration ratio (the ratio of the evapotranspiration to the weight of dry matters) during the seedling period was 599 in average for PAL-TAL variety and 643 for TONG-IL variety. Therefore the ratio for TONG-IL was larger by 44 than that for PAL-TAL variety. 4) The K-values of Blaney and Criddle formula for PAL-TAL variety were 0.78∼1.06 (0.92 in average) and for TONG-lL variety 0.75∼0.97 (0.86 in average). 5) The evapotranspiration coefficient and the K-value of B1aney and Criddle formular for both PAL-TAL and TONG-lL varieties showed a tendency to be increasing, but the evapotranspiration ratio decreasing, with the increase in the weight of dry matters. 2. Paddy field period 1) Correlation between the pan evaporation and the meteorological factors and that between the evapotranspiration and the meteorological factors during paddy field period were almost same as that in case of the seedling period (Ref. to table IV-4 and table IV-5). 2) The plant height, in the same level of the weight of dry matters, for PAL-TAL variety was much larger than that for TONG-IL variety, and also the number of tillers per hill for PAL-TAL variety showed a trend to be larger than that for TONG-IL variety from about 40 days after transplanting. 3) Although there was a tendency that peak of leaf-area-index for TONG-IL variety was a little retarded than that for PAL-TAL variety, it appeared about 60∼80 days after transplanting. The peaks of the evapotranspiration coefficient and the weight of dry matters at each growth stage were overlapped at about the same time and especially in the later stage of growth, the leaf-area-index, the evapotranspiration coefficient and the weight of dry matters for TONG-IL variety showed a tendency to be larger then those for PAL-TAL variety. 4) The evaporation coefficient at each growth stage for TONG-IL and PAL-TALvarieties was decreased and increased with the increase and decrease in the leaf-area-index, and the evaporation coefficient of TONG-IL variety had a little larger value than that of PAL-TAL variety. 5) Meteorological factors (especially pan evaporation) had a considerable influence to the evapotranspiration, the evaporation and the transpiration. Under the same meteorological conditions, the evapotranspiration (ET) showed a increasing logarithmic function of the weight of dry matters (x), while the evaporation (EV) a decreasing logarithmic function of the weight of dry matters; 800kg/10a x 2000kg/10a, ET=al+bl logl0x (bl>0) EV=a2+b2 log10x (a2>0 b2<0) At the base of the weight of total dry matters, the evapotranspiration and the evaporation for TONG-IL variety were larger as much as 0.3∼2.5% and 7.5∼8.3% respectively than those of PAL-TAL variety, while the transpiration for PAL-TAL variety was larger as much as 1.9∼2.4% than that for TONG-IL variety on the contrary. At the base of the weight of rough rices the evapotranspiration and the transpiration for TONG-IL variety were less as much as 3.5% and 8.l∼16.9% respectively than those for PAL-TAL variety and the evaporation for TONG-IL was much larger by 11.6∼14.8% than that for PAL-TAL variety. 6) The evapotranspiration coefficient, the evaporation coefficient and the transpiration coefficient and the transpiration coefficient were affected by the weight of dry matters much more than by the meteorological conditions. The evapotranspiratioa coefficient (ETC) and the evaporation coefficient (EVC) can be related to the weight of dry matters (x) by the following equations: 800kg/10a x 2000kg/10a, ETC=a3+b3 logl0x (b3>0) EVC=a4+b4 log10x (a4>0, b4>0) At the base of the weights of dry matters, 800kg/10a∼2000kg/10a, the evapotranspiration coefficients for TONG-IL variety were 0.968∼1.474 and those for PAL-TAL variety, 0.939∼1.470, the evaporation coefficients for TONG-IL variety were 0.504∼0.331 and those for PAL-TAL variety, 0.469∼0.308, and the transpiration coefficients for TONG-IL variety were 0.464∼1.143 and those for PAL-TAL variety, 0.470∼1.162. 7) The evapotranspiration ratio, the evaporation ratio (the ratio of the evaporation to the weight of dry matters) and the transpiration ratio were highly affected by the meteorological conditions. And under the same meteorological condition, both the evapotranspiration ratio (ETR) and the evaporation ratio (EVR) showed to be a decreasing logarithmic function of the weight of dry matters (x) as follows: 800kg/10a x 2000kg/10a, ETR=a5+b5 logl0x (a5>0, b5<0) EVR=a6+b6 log10x (a6>0 b6<0) In comparison between TONG-IL and PAL-TAL varieties, at the base of the pan evaporation of 343mm and the weight of dry matters of 800∼2000kg/10a, the evapotranspiration ratios for TONG-IL variety were 413∼247, while those for PAL-TAL variety, 404∼250, the evaporation ratios for TONG-IL variety were 197∼38 while those for PAL-TAL variety, 182∼34, and the transpiration ratios for TONG-IL variety were 216∼209 while those for PAL-TAL variety, 222∼216 (Ref. to table IV-23, table IV-25 and table IV-26) 8) The accumulative values of evapotranspiration intensity and transpiration intensity for both PAL-TAL and TONG-IL varieties were almost constant in every climatic year without the affection of the weight of dry matters. Furthermore the evapotranspiration intensity appeared to have more stable at each growth stage. The peaks of the evapotranspiration intensity and transpiration intensity, for both TONG-IL and PAL-TAL varieties, appeared about 60∼70 days after transplanting, and the peak value of the former was 128.8${\pm}$0.7, for TONG-IL variety while that for PAL-TAL variety, 122.8${\pm}$0.3, and the peak value of the latter was 152.2${\pm}$1.0 for TONG-IL variety while that for PAL-TAL variety, 152.7${\pm}$1.9 (Ref.to table IV-27 and table IV-28) 9) The K-value in Blaney & Criddle formula was changed considerably by the meteorological condition (pan evaporation) and related to be a increasing logarithmic function of the weight of dry matters (x) for both PAL-TAL and TONG-L varieties as follows; 800kg/10a x 2000kg/10a, K=a7+b7 logl0x (b7>0) The K-value for TONG-IL variety was a little larger than that for PAL-TAL variety. 10) The peak values of the evapotranspiration coefficient and k-value at each growth stage for both TONG-IL and PAL-TAL varieties showed up about 60∼70 days after transplanting. The peak values of the former at the base of the weights of total dry matters, 800∼2000kg/10a, were 1.14∼1.82 for TONG-IL variety and 1.12∼1.80, for PAL-TAL variety, and at the base of the weights of rough rices, 400∼1000 kg/10a, were 1.11∼1.79 for TONG-IL variety and 1.17∼1.85 for PAL-TAL variety. The peak values of the latter, at the base of the weights of total dry matters, 800∼2000kg/10a, were 0.83∼1.39 for TONG-IL variety and 0.86∼1.36 for PAL-TAL variety and at the base of the weights of rough rices, 400∼1000kg/10a, 0.85∼1.38 for TONG-IL variety and 0.87∼1.40 for PAL-TAL variety (Ref. to table IV-18 and table IV-32) 11) The reasonable and practicable methods that are applicable for calculating the evapotranspiration of paddy rice in our country are to be followed the following priority a) Using the evapotranspiration coefficients based on an expected yield (Ref. to table IV-13 and table IV-18 or Fig. IV-13). b) Making use of the combination method of seasonal evapotranspiration coefficient and evapotranspiration intensity (Ref. to table IV-13 and table IV-27) c) Adopting the combination method of evapotranspiration ratio and evapotranspiration intensity, under the conditions of paddy field having a higher level of expected yield (Ref. to table IV-23 and table IV-27). d) Applying the k-values calculated by Blaney-Criddle formula. only within the limits of the drought year having the pan evaporation of about 450mm during paddy field period as the design year (Ref. to table IV-32 or Fig. IV-22).

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