• Title/Summary/Keyword: basis weight

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적응적 특징추출을 이용한 Radial Basis Function 신경망의 성능개선 (Performance Improvement of Radial Basis Function Neural Networks Using Adaptive Feature Extraction)

  • 조용현
    • 한국멀티미디어학회논문지
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    • 제3권3호
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    • pp.253-262
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    • 2000
  • 본 논문에서는 적응적으로 추출된 입력 데이터의 특징을 은닉층 뉴런 개수와 중심값 설정에 이용하는 새로운 radial basis 함수 신경망을 제안하였다. 제안된 신경망에서는 입력데이터의 특징을 효과적으로 추출하기 위해 적응 학습알고리즘의 주요성분분석 기법을 이용하였다. 이렇게 하면 주요성분분석 기법이 가지는 대용량의 입력데이터를 통계적으로 독립인 특징들의 집합으로 변환시키는 장점과 RBF신경망이 가지는 우수한 속성을 그대로 살릴 수 있다. 제안된 기법의 radial basis 함수 신경망을 200명의 암환자를 2부류(초기와 악성)로 분류하는 문제에 적용하여 시뮬레이션한 결과, k-평균 군집화 알고리즘을 이용한 radial basis 함수 신경망에 의한 결과와 비교할 때 학습시간과 시험 데이터의 분류에서 더욱 우수한 성능이 있음을 확인할 수 있었다. 그리고 신경망의 초기 연 결가중치에 대한 의존도와 평활요소의 설정여유도 측면에서도 우수한 특성이 있음을 확인할 수 있었다.

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레이디얼 베이시스 함수망을 이용한 플라즈마 식각공정 모델링 (Modeling of plamsa etch process using a radial basis function network)

  • 박경영;김병환;이병택
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2004년도 하계학술대회 논문집 Vol.5 No.2
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    • pp.1129-1133
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    • 2004
  • 반도체공정 최적화에 소요되는 시간과 경비를 줄이기 위해 신경망 모델이 개발되고 있다. 주로 역전파 신경망을 이용하여 모델이 개발되고 있으며, 본 연구에서는 Radial Basis Function Network (RBFN)을 이용하여 플라즈마 식각공정 모델을 개발한다. 실험데이터는 유도결합형 플라즈마를 이용한 Silicon Carbide 박막의 식각공정으로부터 수집되었다. 모델개발을 위해 $2^4$ 전인자 (full factorial) 실험계획법이 적용되었으며, 모델에 이용된 식각응답은 식각률과 atomic force microscopy로 측정한 식각표면 거칠기이다. 모델검증을 위해 추가적으로 16번의 실험을 수행하였다. RBFN의 예측성능은 세 학습인자, 즉 뉴런수, width, 초기 웨이트 분포 (initial weight distribution-IWD) 크기에 의해 결정된다. 본 연구에서는 각 학습인자의 영향을 최적화하였으며, IWD의 불규칙성을 고려하여 주어진 학습인자에 대해서 100개의 모델을 발생하고, 이중 최소의 IWD를 갖는 모델을 선택하였다. 최적화한 식각률과 표면거칠기 모델의 RMSE는 각기 26 nm/min과 0.103 nm이었다. 통계적인 회귀모델과 비교하여, 식각률과 표면거칠기 모델은 각기 52%와 24%의 향상된 예측정확도를 보였다. 이로써 RBFN이 플라즈마 공정을 효과적으로 모델링 할 수 있음을 확인하였다.

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Evaluation on Nutritional Value of Field Crickets as a Poultry Feedstuff

  • Wang, Dun;Zhai, Shao Wei;Zhang, Chuan Xi;Bai, Yao Yu;An, Shi Heng;Xu, Ying Nan
    • Asian-Australasian Journal of Animal Sciences
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    • 제18권5호
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    • pp.667-670
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    • 2005
  • The proximate analysis, amino acid content and true amino acid digestibility and TMEn for poultry of adult Field crickets Gryllus testaceus Walker, were investigated. The insect was also used as partial replacement of protein supplements in the broiler diet on an equal CP percentage and TMEn basis. The results indicated that the adult insect contained: crude protein 58.3%; fat 10.3%, chitin 8.7% and ash 2.96% on dry matter basis, respectively. The total amounts of methionine, cystine and lysine in the Field crickets were 1.93%, 1.01% and 4.79%, respectively, and their true digestibility coefficients, determined in cecectomized roosters, were 94.1%, 85% and 96%, respectively. The TMEn of this insect meal was 2,960 kcal/kg determined in cecectomized roosters. When cornsoybean meal diets were formulated on an equal CP percentage and TMEn basis, up to 15% Field cricket could replace control diet without any adverse affects on broiler weight gain, feed intake or gain:feed ratio from 8 to 20 d posthatching.

Implementation of Elbow Method to improve the Gases Classification Performance based on the RBFN-NSG Algorithm

  • Jeon, Jin-Young;Choi, Jang-Sik;Byun, Hyung-Gi
    • 센서학회지
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    • 제25권6호
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    • pp.431-434
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    • 2016
  • Currently, the radial basis function network (RBFN) and various other neural networks are employed to classify gases using chemical sensors arrays, and their performance is steadily improving. In particular, the identification performance of the RBFN algorithm is being improved by optimizing parameters such as the center, width, and weight, and improved algorithms such as the radial basis function network-stochastic gradient (RBFN-SG) and radial basis function network-normalized stochastic gradient (RBFN-NSG) have been announced. In this study, we optimized the number of centers, which is one of the parameters of the RBFN-NSG algorithm, and observed the change in the identification performance. For the experiment, repeated measurement data of 8 samples were used, and the elbow method was applied to determine the optimal number of centers for each sample of input data. The experiment was carried out in two cases(the only one center per sample and the optimal number of centers obtained by elbow method), and the experimental results were compared using the mean square error (MSE). From the results of the experiments, we observed that the case having an optimal number of centers, obtained using the elbow method, showed a better identification performance than that without any optimization.

초등학생의 비만 관련 요인에 대한 진단적 연구 - PRECEDE 모형을 근간으로 - (Diagnostic Variables Related to Elementary School Students' Weight Control - Based on the PRECEDE model -)

  • 유재순
    • 한국보건간호학회지
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    • 제19권1호
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    • pp.95-107
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    • 2005
  • With the aim of diagnostic research on health education. the health promoting behaviors related to elementary school students' weight control. life satisfaction. health state. self-efficacy. parent's interest and knowledge about weight control and school health education of weight control were investigated on the basis of the PRECEDE model. The data for this study were collected from a sample at an elementary school in Chongju for 5 days in July. 2004. In analyzing the data. t-test. one-way ANOVA. chi-square test and multiple regression analysis were done by using SPSS 10.1 The results were as follows : 1. The elementary school students' level of life satisfaction was above half of the full point. The score difference of life satisfaction was statistically significant by grade and academic achievement(F=4.646. p=.010. F=16.042. p=.000). 2. The perceived level of health state was moderate for all students. Normal weight students' level was significantly higher than obese students' (t=3.667. p=.000). 3. The perceived level of health promoting behaviors related to weight control was above the moderate. The perceived level of health promoting behaviors related to weight control in the obese students was significantly higher than that in normal weight students(t=-2.225. p=.027). The students used computer for 1.48 hours and watched TV for 2.52 hours a day. 4. The score of health promoting behavior self-efficacy in this subject was 70.61. 5. The parents' level of interest in the obese students' weight control was significantly higher than that in the normal weight students(t=-4.86. p=.000). 6. Sixty-six percent of the students learned about weight control education in school. 7. The health promoting behavior self-efficacy among the educational diagnostic variables was the most influential variable in students' health promoting behaviors related to weight control. This research diagnosed the needs of weight control education in elementary school by assessing various factors related to weight control behaviors. The research findings suggest that we can enhance the prevention of childhood obesity by strengthening the related factors such as parents' knowledge and interest, health promoting behaviors and self-efficacy related to weight control in school health education.

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시메티딘이 간혈류량에 미치는 영향 - Rat에 있어서 Indocyanine Green의 체내 동태를 중심으로 - (Effect of Cimetidine on the Hepatic Blood flow -On the Basis of Pharmacokinetics of Indocvanine Green in Rats-)

  • 이용복;고익배
    • 한국임상약학회지
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    • 제3권2호
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    • pp.163-168
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    • 1993
  • The influence of cimetidine pretreatment(100mg/kg, single i.p.) on the hepatic blood flow was investigated using pharmacokinetic parameters of indocyanine green(ICG) in the rat on the basis of hepacc perfusion-limited model. ICG(1mg/kg) was respectively administered via femoral and portal vein to the control and to the cimetidine-pretreated rats. The rate constant K12, K20 and the systemic clearance(CLt) of ICG were significantly(p<0.05) decreased ill the cimetidine-pretrea-to(B rats, but no significant diffirences were observed in hematocrit and liver weight. The biliary excretion rates of ICG were also decreased regardless of the route of administration in the cimetidine-pretreated rats. And also the hepatic blood flow in rats was decreased about $16\%$ by cimetidine. It may be concluded that the decreased hepatic blood flow with cimetidine mainly contributed to the decreased hepatic uptake and the decreased systemic clearance of ICG.

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칡덩굴을 이용한 남은 음식물의 발효사료화 (Fermented Feeds Production of Garbages using Kudzu Creeper as a Bulking Material)

  • 박진식;장성호;김수생
    • 환경위생공학
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    • 제14권2호
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    • pp.90-95
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    • 1999
  • The study on the fermented feeds production of garbages have been conducted to determine the optimum operation condition. The process variables considered for this study were initial air flow rate and temperature control. The results showed that optimum air requirement was $4{\ell}-air/min{\cdot}kg-$ garbages on dry weight basis which is equal to $0.8{\ell}-air/min{\cdot}kg-$ garbages on the basis of 80% moisture content. The optimum initial temperature control in the reactor was $40^{\circ}C$. Crude fiber content of fermented final byproducts were higher than feedstuffs standard for pig breeding and consequently final byproducts had to mix with single-component feed.

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Role of Cytochrome P-450 in the Bioactivation of Nicotine

  • Kim, Bong-Hee;Anthony Travor
    • Archives of Pharmacal Research
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    • 제14권2호
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    • pp.130-136
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    • 1991
  • Nicotine (100 .mu. M) was incubated with microsomes (1 mg/ml) prepared from New Zealand White rabbits. On the basis of microsomal weight, the rate of nicotine oxidation were calculated on the basis of cytochrome P-450 concentration, the specific activity of the metabolic oxidation catalyzed by lung was approximately 4 times greater than liver (6.4 vs 1, 65 nmoles nicotine oxidized. nmole cytochrome $P-450^{-1}\;min{-1})$. These studies employed several methods of altering activities of specific isozymes present in pulmonary microsomes, including the use of the isozyme2 and 6 specific inhibitor $\alpha$-methylbenzyl ABT, metabolite inhibitors, norbenzphetamine and N-hydroxyamphetamine. TCDD induction and Arochlor 1260 pretreatment. These results support the conclusion that nicotine metabolism by rabbit lung microsomes is mediated primarily by cytochrome P-450 isozyme 2.

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원자력 발전소 RCB 내 중요배관의 KEPIC 코드에 의한 내진 안전성 설계 (A Seismic Stability Design by the KEPIC Code of Main Pipe in Reactor Containment Building of a Nuclear Power Plant)

  • 이형복;이진규;강태인
    • 한국정밀공학회지
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    • 제28권2호
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    • pp.233-238
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    • 2011
  • In piping design of nuclear power plant facilities, the load stress according to self-weight is important for design values in test run(shutdown and starting). But sometimes it needs more studies, such as seismic analysis of an earthquake of power plant area and fatigue life and stress of thermal expansion and anchor displacement in operating run. In this paper, seismic evaluations were performed to nuclear piping system of Shin-Kori NO. 3&4 being built in Pusan lately. Results of seismic analysis are evaluated on basis of KEPIC MN code. The structural integrity on RCB piping system was proved.

벼의 종이 멀치재배법 및 멀치용 종이 개발을 위한 연구 (Studies on the Mulch Paper and Paper Mulch Cultivation of Rice)

  • 신동소;이변우
    • 펄프종이기술
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    • 제29권1호
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    • pp.13-25
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    • 1997
  • To establish the weed control method without herbicide and weeding work, mulch paper was developed from domestic old corrugate container. Basis weight of mulch paper should be above 120 g/$m^2$ to guarantee the mechanical properties. It was concluded that polyamide polyamine epichlorohydrin was desirable to improve the wet strength of mulch paper and the optimum addition level was about 1.5% on the basis of oven dry pulp. The mulch paper was found to be effective in controlling paddy weeds. For the complete weed control the mulch paper should be sustained without decomposition over 45 days. As the paper mulching reduced the soil temperature, the mulch paper was required to improve the penetration of radiant heat.

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