• 제목/요약/키워드: Quadratic Regression

검색결과 248건 처리시간 0.026초

디지털 카메라 칼라영상 분석을 이용한 벼 질소 수비량 추천 원시 프로그램의 개발과 예비 적용성 검토 (Development and Preliminary Test of a Prototype Program to Recommend Nitrogen Topdressing Rate Using Color Digital Camera Image Analysis at Panicle Initiation Stage of Rice)

  • 지정현;이재홍;최병열;한상욱;김순재;박경열;이규종;이변우
    • 한국작물학회지
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    • 제55권4호
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    • pp.312-318
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    • 2010
  • 이 연구는 칼라 디지털 카메라 영상 분석에 의한 유수분화기 벼 군락의 건물중 및 질소흡수량 추정 모델, 유수분화기 질소흡수량과 질소 수비량에 따른 유수분화기 이후 질소 흡수량 추정 모델, 유수분화기 질소 흡수량과 유수분화기 이후 질소 흡수량에 따른 수량 및 쌀 단백질함량 추정 모델을 구축하고 이를 종합하여 목표 수량 또는 단백질함량을 달성하기 위한 질소 수비량을 추천하는 원시 프로그램을 개발하여 현장 적용성 예비 검토를 실시하고자 한 것이다. 1. 군락피복도(CC)와 군락체적(CV)은 초장, 건물중 및 질소흡수량과 고도로 유의한정의 상관을 나타내었으며, R, G, B, NDI 및 명도 값은 이들과 유의한 부의 상관을 나타내었다. 한편 표준화된 색지표인 r은 잎 및 지상부 질소함량과 유의한 부의 상관을 나타내었으나 표준화 색지표 b와 g는 이들과 유의한 상관을 보이지 않았다. 2. 벼 군락의 디지털 카메라 영상분석을 이용한 벼 지상부 건물중 및 질소 흡수량을 추정하기 위한 비선형회귀 모델을 작성하였다. 지상부 건물중 추정 모텔에는 CC와 정규화된 R값(r, NorR)이 변수로 채택이 되었고, 질소흡수량 추정에는 CC와 정규화된 G값(g, NorG)이 채택되었으며, 이들 모델의 결정계수는 각각 0.81과 0.68이었다. 영성분석 색지표 이외에 초장을 모델에 도입하는 경우 모델의 결정계수는 더 높아졌다. 3. 유수분화기에 적정 질소 추비량을 처방하기 위해서는 유수분화기 식물체의 질소 영양 상태(질소 흡수량, PNup) 및 질소 시비량이 수량과 단백질함량에 미치는 영향을 정량화하여야 하는데, 이를 위하여 Npi와 PNup이 유수 분화기부터 성숙기까지의 지상부 질소흡수량에 미치는 영향 및 PNup과 PHNup이 벼 수량 및 쌀 단백질 함량에 미치는 영향을 검토하여 중회귀 모델을 작성하였으며 이 모델들은 결정계수가 모두 0.8이상으로 높았다. 4. 상기의 모델들을 종합하여 유수분화기 벼 군락 영상분석을 이용한 수비처방 원시 프로그램을 작성하여 예비 검증 실험을 하였다. 벼 수비 처방 프로그램에 의해 쌀단백질 함량 6.0%를 기준으로 처방된 수비질소 분시율이 19%~21%로 표준재배 분시율 30%에 비해 낮은 수준으로 처방되었으나 완전미 수량은 대등하였고, 단백질함량은 수비처방 목표단백질 함량 6%보다는 다소 낮은 5.7~5.8%였으며, 수량과 단백질함량의 변이 계수는 관행 수비 처방구에 비하여 프로그램 처방구에서 크게 낮아져서 프로그램 처방에 의하여 수량과 품질이 균질화되는 결과였다.

갈매보리수나무 종자의 온도 및 여러 가지 전처리에 따른 발아반응 (Effect of Temperature and Various Pre-treatments on Germination of Hippophae rhamnoides Seeds)

  • 최충호
    • 한국자원식물학회지
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    • 제25권1호
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    • pp.132-141
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    • 2012
  • 본 연구는 기능성 작물, 사방용 수종, 토양개량 등 활용성이 뛰어난 갈매보리수나무의 유용 유전자원의 장기보존 및 실생번식에 도움을 주고자 종자의 발아 온도조건 및 전처리에 대한 발아특성을 구명하고자 실시되었다. 갈매보리수나무 종자는 $10{\sim}35^{\circ}C$의 온도조건에 치상한 결과, 15, $20^{\circ}C$에서 발아율이 가장 높았으며, 평균발아일수, 발아속도 및 발아치는 $25^{\circ}C$에서 가장 좋은 결과를 나타내었다. 또한 주요 발아온도를 예측하기 위하여 2차 및 선형 회귀분석모델을 이용하였는데, 발아율을 이용한 2차 회귀분석 모델에서는 기준온도 $0.6^{\circ}C$, 최대온도 $36.4^{\circ}C$, 적정온도 $18.5^{\circ}C$로 나타났으며, 발아가능 온도범위는 $35.8^{\circ}C$이었다. 발아속도를 이용한 선형 회귀분석모델에서는 기준온도 $8.3^{\circ}C$, 최대온도 $35.4^{\circ}C$, 적정온도 $25.3^{\circ}C$로 나타났으며, 발아가능 온도범위는 $27.2^{\circ}C$로 분석모델간 차이를 나타내었다. 갈매보리수나무 종자를 생리적 처리 방법인 예냉, 층적 및 priming을 이용하여 전처리한 후 발아특성을 조사한 결과, 발아율에서는 $CaCl_2$ 300, 400 mM priming 처리구에서 가장 높은 수치를 나타내었다. 평균발아일수는 층적 6, 8주 처리구에서 가장 짧게 나타났으나 대조구 보다 발아율이 낮은 것으로 보아 발아일수의 단축 보다는 발아의 종기 종료로 판단되었다. 발아속도 및 발아치의 경우 예냉 1, 2주 처리구에서 가장 높게 나타났으며 발아율 또한 $CaCl_2$ 300, 400 mM 처리구에 이어 높은 수치를 나타내어 유묘 생산시 양적 질적 측면을 고려했을 때 가장 적정한 조건으로 판단 되었다.

묘삼수량(苗蔘收量)에 미치는 토양요인(土壤要因)과 이들 상호관계 (Soil Factors Affecting Ginseng Seedling Yield and Their Relation)

  • 박훈;이명구;이종철;변정수
    • 한국토양비료학회지
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    • 제17권1호
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    • pp.24-29
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    • 1984
  • 왕겨부초와 피트시용한 묘포(苗圃)에서 묘삼수량(苗蔘收量)은 토양수분(土壤水分)에 의존(依存)하였으며 이 의존도는 토양칼리가 감소할수록 증가하였다. 부초와 피트처리는 토양수분을 증대시켰다. 수량의 토양수분 의존도에 대한 칼리의 영향은 일정수분 범위에서 일정할 것으로 보이며 이 수분범위는 묘삼생육의 적정수분 범위일 것 같다. 수량과 토양수분의 편상관계수 유기물, Mg, Ca에 관하여 유의성이 있었다. 수량에 관한 최적 다중(多重)회귀는 수분, K, Ca,의 조합이었다. 토양유효인산은 부초에 의하여 증가되고 피트 저수준에서 증가되나 고수준에서 감소되었다. 토양수분, pH, Ca, Mg, K, OM의 두 요인 간에는 K와 수분 또는 pH관계를 제외하고 직선유의상관이 있었다. 암모니아태질소는 Mg와 부 상관이었다. 질산태질소와 K 또는 $NH_4-N$간에 그리고 P와 K+Ca+Mg간에 2차회귀관계가 있었다. 토양요인 간에는 직선관계보다 2차회귀관계가 유의성이 컸다. 부초는 경장을 증가시켰으며 엽면적지수는 1.06~1.67범위였고 묘당엽 면적은 $16.0cm^2{\sim}18.8cm^2$범위였다.

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Effect of Replacing Corn and Wheat Bran With Soyhulls in Lactation Cow Diets on In Situ Digestion Characteristics of Dietary Dry Matter and Fiber and Lactation Performance

  • Meng, Qingxiang;Lu, Lin;Min, Xiaomei;McKinnon, P.J.;Xiong, Yiqiang
    • Asian-Australasian Journal of Animal Sciences
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    • 제13권12호
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    • pp.1691-1698
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    • 2000
  • An in situ digestion trial (Experiment 1) and a lactation trial (Experiment 2) were conducted to determine the effects of replacing corn and wheat bran with soyhulls (SH) in lactating dairy cow diets on the extent and kinetics of digestion of DM and NDF, and lactation performance. In experiment 1, five mixed feeds consisting of mixed concentrate and roughages (50:50 on a DM basis) were formulated on isonitrogenous and isoenergetic bases to produce five levels (0, 25, 50, 75 and 100%) of SH replacement for corn and wheat bran. SH had high in situ digestion (92 and 89% for potentially digestible DM and NDF) and fairly fast digestion rate (7.2 and 6.3 %/h for DM and NDF). Increasing level of SH replacement resulted in increased NDF digestibility (linear, p=0.001-0.04) and similar DM digestibility (beyond 12 h incubation, p=0.10-0.41). As level of SH replacement increased, percentage of slowly digestible fraction (b) of DM increased (linear, p=0.03), percentage of rapidly digestible fraction (a) of DM tended to decrease (linear, p=0.14), and DM digestion lag time tended to be longer (linear, p=0.13). Percentage of potentially digestible fraction (a+b) and digestion rate (c) of slowly digestible fraction of dietary DM remained unaltered (p=0.36-0.90) with increasing SH in the diet. Increasing level of SH for replacing corn and wheat bran in the diet resulted in increases in percentages of b (quadratic, p<0.001), a (linear, p=0.08), a+b (quadratic, p=0.001) and a tendency to increase in c for NDF (linear, p<0.19). It was also observed that there was a satisfactory fit of a non-linear regression model to NDF digestion data ($R^2=0.986-0.998$), but a relatively poor fit of the model to DM digestion data ($R^2=0.915-0.968$). In experiment 2, 42 lactating Holstein cows were used in a randomized complete block design. SH replaced corn and wheat bran in mixed concentrates at 0, 25, and 50%, respectively. These mixed concentrates were mixed with roughages and fed ad libitum as complete diets. Replacing corn and wheat bran with SH at 0, 25 and 50% levels did not influence (p=0.56-0.95) DM intakes (18.4, 18.6, and 18.5 kg/d), milk yields (27.7, 28.4 and 27.6 kg/d), 4% fat-corrected-milk (FCM) yields (26.2, 27.6, and 27.3 kg/d) and percentages of milk protein (3.12, 3.17 and 3.18%), milk lactose (4.69, 4.76 and 4.68%) and SNF (8.50, 8.64, and 8.54%). On the other hand, milk fat percentges linearly increased (3.63, 3.85 and 3.90% for SH replacement rates of 0, 25 and 50% in the diet, p=0.08), while feed costs per kg FCM production were reduced.

미세조류로부터 바이오 수소 생산을 위한 산(acid) 전처리의 최적화 (Optimization of bio-$H_{2}$ production from acid pretreated microalgal biomass)

  • 윤여명;정경원;김동훈;오유관;신항식
    • 유기물자원화
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    • 제20권1호
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    • pp.78-86
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    • 2012
  • 본 연구에서는 제 3세대 바이오매스 미세조류를 이용한 혐기성 암발효 수소 생산 과정에서 산 전처리의 최적화를 통계학적 실험방법인 반응표면법을 적용하여 도출 하였다. 1~3% (v/w)의 산 농도와 10~60 min 전처리 시간을 최적화 실험 범위로 설정하였으며 기질농도 76 g dcw/L와 초기 pH는 7.4로 고정하였고 수소발효 운전 중에 pH는 조절하지 않았다. 최적화 결과 HCl 1.2%와 반응시간 48 min에서 가장 높은 수소전환율인 36.8 mL $H_{2}/g$ dcw을 얻었으며 이때 가용화율은 18.9%로 나타났다. 정확도는 $R^{2}$=0.95로 매우 정확한 상관계수를 보였고 ANOVA test를 통해 예측된 수소전환율에 관련한 경험식은 a quadratic polynomial equation 으로 나타났으며 반응시간보다 산주입농도가 수소 생산에 큰 영향을 미치는 것으로 나타났다.

경항통 설문지를 이용한 한의학적 진단 및 분류체계에 관한 연구 (Research on Oriental Medicine Diagnosis and Classification System by Using Neck Pain Questionnaire)

  • 송인;이건목;홍권의
    • Journal of Acupuncture Research
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    • 제28권3호
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    • pp.85-100
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    • 2011
  • Objectives : The purpose of this thesis is to help the preparation of oriental medicine clinical guidelines for drawing up the standards of oriental medicine demonstration and diagnosis classification about the neck pain. Methods : Statistical analysis about Gyeonghangtong(頸項痛), Nakchim(落枕), Sagyeong(斜頸), Hanggang (項强) classified experts' opinions about neck pain patients by Delphi method is conducted by using oriental medicine diagnosis questionnaire. The result was classified by using linear discriminant analysis (LDA), diagonal linear discriminant analysis (DLDA), diagonal quadratic discriminant analysis (DQDA), K-nearest neighbor classification (KNN), classification and regression trees (CART), support vector machines (SVM). Results : The results are summarized as follows. 1. The result analyzed by using LDA has a hit rate of 84.47% in comparison with the original diagnosis. 2. High hit rate was shown when the test for three categories such as Gyeonghangtong and Hanggang category, Sagyeong caterogy and Nakchim caterogy was conducted. 3. The result analyzed by using DLDA has a hit rate of 58.25% in comparison with the original diagnosis. The result analyzed by using DQDA has a accuracy of 57.28% in comparison with the original diagnosis. 4. The result analyzed by using KNN has a hit rate of 69.90% in comparison with the original diagnosis. 5. The result analyzed by using CART has a hit rate of 69.60% in comparison with the original diagnosis. There was a hit rate of 70.87% When the test of selected 8 significant questions based on analysis of variance was performed. 6. The result analyzed by using SVM has a hit rate of 80.58% in comparison with the original diagnosis. Conclusions : Statistical analysis using oriental medicine diagnosis questionnaire on neck pain generally turned out to have a significant result.

Case study of the mining-induced stress and fracture network evolution in longwall top coal caving

  • Li, Cong;Xie, Jing;He, Zhiqiang;Deng, Guangdi;Yang, Bengao;Yang, Mingqing
    • Geomechanics and Engineering
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    • 제22권2호
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    • pp.133-142
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    • 2020
  • The evolution of the mining-induced fracture network formed during longwall top coal caving (LTCC) has a great influence on the gas drainage, roof control, top coal recovery ratio and engineering safety of aquifers. To reveal the evolution of the mining-induced stress and fracture network formed during LTCC, the fracture network in front of the working face was observed by borehole video experiments. A discrete element model was established by the universal discrete element code (UDEC) to explore the local stress distribution. The regression relationship between the fractal dimension of the fracture network and mining stress was established. The results revealed the following: (1) The mining disturbance had the most severe impact on the borehole depth range between approximately 10 m and 25 m. (2) The distribution of fractures was related to the lithology and its integrity. The coal seam was mainly microfractures, which formed a complex fracture network. The hard rock stratum was mainly included longitudinal cracks and separated fissures. (3) Through a numerical simulation, the stress distribution in front of the mining face and the development of the fracturing of the overlying rock were obtained. There was a quadratic relationship between the fractal dimension of the fractures and the mining stress. The results obtained herein will provide a reference for engineering projects under similar geological conditions.

실용적인 혼합물 성분 공정변수 실험설계 (Practical designs for mixture component-process experiments)

  • 임용빈
    • 품질경영학회지
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    • 제39권3호
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    • pp.400-411
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    • 2011
  • Process variables are factors in an experiment that are not mixture components but could affect the blending properties of the mixture ingredients. For example, the effectiveness of an etching solution which is measured as an etch rate is not only a function of the proportions of the three acids that are combined to form the mixture, but also depends on the temperature of the solution and the agitation rate. Efficient designs for the mixture components-process variables experiments depend on the mixture components-process variables model which is called a combined model. We often use the product model between the canonical polynomial model for the mixture and process variables model as a combined model. In this paper we propose three starting models for the mixture components-process variables experiments. One of the starting model we are considering is the model which includes product terms up to cubic order interactions between mixture effects and the linear & pure quadratic effect of the process variables from the product model. In this paper, we propose a method for finding robust designs and practical designs with respect to D-, G-, and I-optimality for the various starting combined models and then, we find practically efficient and robust designs for estimating the regression coefficients for those models. We find the prediction capability of those recommended designs in the case of three components and three process variables to be good by checking FDS(Fraction of Design Space) plots.

적용환경을 고려한 Flextensional 변환기의 최적구조 설계 (Optimal Structural Design of a Flextensional Transducer Considering the Working Environment)

  • 강국진;노용래
    • 한국전기전자재료학회논문지
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    • 제21권12호
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    • pp.1063-1070
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    • 2008
  • The performance of an acoustic transducer is determined by the effects of many design variables, and mostly the influences of these design variables are not linearly independent of each other. To achieve the optimal performance of an acoustic transducer, we must consider the cross-coupled effects of the design variables. In this study, the variation of the performances of underwater acoustic transducer in relation to its structural variables was analyzed. In addition, the new optimal design scheme of an acoustic transducer that could reflect not only individual but also all the cross-coupled effects of multiple structural variables, and could determine the detailed geometry of the transducer with great efficiency and rapidity was developed. The validation of the new optimal design scheme was verified by applying the optimal structure design of a flextensional transducer which are the most common use for high power underwater acoustic transducer. With the finite element analysis(FEA), we analyzed the variation of the resonance frequency, sound pressure, and working depth of a flextensional transducer in relation to its design variables. Through statistical multiple regression analysis of the results, we derived functional forms of the resonance frequency, sound pressure, and working depth in terms of the design variables. By applying the constrained optimization technique, Sequential Quadratic Programming Method of Phenichny and Danilin(SQP-PD), to the derived function, we designed and verified the optimal structure of the Class IV flextensional transducer that could provide the highest sound pressure level and highest working depth at a given operation frequency of 1 kHz.

Optimization of Hyaluronidase Inhibition Activity from Prunus davidiana (Carriere) Franch Fruit Extract Fermented by its Isolated Bacillus subtilis Strain SPF4211

  • Kim, Won-Baek;Park, So Hae;Koo, Kyoung Yoon;Kim, Bo Ram;Kim, Minji;Lee, Heeseob
    • Journal of Microbiology and Biotechnology
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    • 제26권9호
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    • pp.1527-1532
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    • 2016
  • Strain SPF4211, having hyaluronidase (HAase) inhibition activity, was isolated from P. davidiana (Carriere) Franch fruit (PrDF) sugar extract. The phenotypic and biochemical properties based on 16S rDNA sequencing and an API 50 CHB kit suggested that the organism was B. subtilis. To optimize the HAase inhibition activity of PrDF extract by fermentation of strain SPF4211, a central composite design (CCD) was introduced based on three variables: concentration of PrDF extract (X1: 1-5%), amount of starter culture (X2: 1-5%), and fermentation time (X3: 0-7 days). The experimental data were fitted with quadratic regression equations, and the accuracy of the equations was analyzed by ANOVA. The statistical model predicted the highest HAase inhibition activity of 37.936% under the optimal conditions of X1 = 1%, X2 = 2.53%, and X3 = 7 days. The optimized conditions were validated by observation of an actual HAase inhibition activity of 38.367% from extract of PrDF fermented by SPF4211. These results agree well with the predicted model value.