• 제목/요약/키워드: Weight model

검색결과 4,753건 처리시간 0.034초

연결강도분석접근법에 의한 부도예측용 인공신경망 모형의 입력노드 선정에 관한 연구 (Selection of Input Nodes in Artificial Neural Network for Bankruptcy Prediction by Link Weight Analysis Approach)

  • 이응규;손동우
    • 지능정보연구
    • /
    • 제7권2호
    • /
    • pp.19-33
    • /
    • 2001
  • 본 연구에서는 부도예측용 인공신경망의 입력노드 선정을 위한 휴리스틱으로 연결강도분석접근법을 제안한다. 연결강도분석은 학습이 끝난 인공신경망에서 입력노드와 은닉노드를 연결하는 연결가중치의 절대값 즉, 연결강도를 분석하여 입력변수를 선정하는 접근법으로, 선정기준에 따라 약체연결뉴론제거법과 강체연결뉴론선택법을 들 수 있다. 본 연구에서는 약체연결뉴론제거법, 강체연결뉴론선택법 그리고 이 두 기법을 통합한 통합 연결강도 모형을 제안하여 각각 의사결정트리 및 다변량판별분석에 의해 선정된 입력변수를 이용한 인공신경망 모형과 예측율을 비교한다. 실험 결과 본 연구에서 제안하고 있는 방법론이 의사결정트리나 다변량판별분석 기법보다 높은 예측율을 보여주었다. 특히 두 기법의 통합연결강도 모형의 경우에는 다른 단일 기법보다 높은 예측율을 보이고 있다.

  • PDF

Optimal design of spoke double-layer cable-net structures based on an energy principle

  • Ding, Mingmin;Luo, Bin;Han, Lifeng;Shi, Qianhao;Guo, Zhengxing
    • Structural Engineering and Mechanics
    • /
    • 제74권4호
    • /
    • pp.533-545
    • /
    • 2020
  • An optimal design method for a spoke double-layer cable-net structure (SDLC) is proposed in this study. Simplified calculation models of the SDLC are put forward to reveal the static responses under vertical loads and wind loads. Next, based on an energy principle, the relationship among the initial prestress level, cross-sectional areas of the components, rise height, sag height, overall displacement, and relative deformation is proposed. Moreover, a calculation model of the Foshan Center SDLC is built and optimized. Given the limited loading cases, material properties of the components, and variation ranges of the rise height and sag height, the self-weight and initial prestress level of the entire structure can be obtained. Because the self-weight of the cables decreases with increasing of the rise height and sag height, while the self-weight of the inner strut increases, the total weight of the entire structure successively exhibits a sharp reduction, a gradual decrease, a slow increase, and a sharp increase during the optimization process. For the simplified model, the optimal design corresponds to the combination of rise height and sag height that results in an appropriate prestress level of the entire structure with the minimum total weight.

초기하중 전이를 고려한 내장형 밸런스의 WEIGHT TARE 연구 (A Study on the Weight Tare of an Internal Balance Including Translation of the Initial Loads)

  • 오세윤;안승기
    • 한국항공우주학회지
    • /
    • 제31권9호
    • /
    • pp.9-17
    • /
    • 2003
  • 본 논문에서는 내장형 밸런스에 가해지는 모형중량성분의 보상을 위해 초기하중의 전이를 고려한 weight tare 계산방안을 제시하였다. 만약, 이러한 초기하중의 영향을 고려하지 않고 공력하중 데이터에 밸런스 교정관계식을 그대로 적용한다면 공력하중 전체에 걸쳐서 오차가 발생하게 된다. 본 계산방안의 신뢰성 검증을 위해 계산중량과 실측중량간의 비교 평가와 초기하중의 영향에 대한 평가를 수행하였다.

성인 남성근로자의 체중감소행동 변화단계에 따른 식생활 지침 실천 양상 및 건강신념 비교 (Comparison of practice of dietary guidelines and health beliefs according to stage of weight loss behavior change among male workers)

  • 송수정;안홍석;길진모
    • Journal of Nutrition and Health
    • /
    • 제46권3호
    • /
    • pp.276-284
    • /
    • 2013
  • This study compared levels of health and dietary behavior practices and health beliefs according to the stage of weight loss behavior change of Korean male workers. A self-administered survey questionnaire was collected from 411 male adult workers residing in Seoul, Kyeonggi, Chungcheong region. Practices of health related behavior, including smoking, drinking, exercise, work related physical activity, and dietary behavior according to dietary guidelines were evaluated. In addition, the levels of perceived benefit, perceived barrier, perceived susceptibility, perceived seriousness, and perceived cue to action from the health belief model were measured according to the stages of weight loss behavior change. Significant differences in BMI, level of daily exercise, and practices of dietary behavior according to dietary guidelines were observed among stages of weight loss behavior change. Subjects who were in action/maintenance stage showed a more desirable level of health behavior and health belief model variables, except perceived barrier. Based on the findings of this study, it is suggested that subjects with different stages of behavior change need an appropriate specific nutrition education method and material for improvement of nutrition education efficacy.

음식 선택 동기와 채소 소비의 관계를 조절하는 음식 신공포증의 효과 평가 (The Effect of Food Neophobia on Food Choice Motives and Vegetable Consumption)

  • 강종헌;정항진
    • 동아시아식생활학회지
    • /
    • 제18권3호
    • /
    • pp.294-301
    • /
    • 2008
  • The purpose of this study was to analyze the effects of food neophobia on food choice motives, such as health concern, weight control, ethical concern, and vegetable consumption. A total of 290 questionnaires were completed. Moderated regression analysis was used to measure the moderating effects of food neophobia. Results demonstrated Model 3 to be the best fit, compared to Model 1 and Model 2. In Model 3, the effects of health concern and food neophobia on vegetable consumption were statistically significant (p<0.01). However, the effects of weight control and ethical concern on vegetable consumption were not statistically significant (p>0.05). As expected, the combination of health concern and food neophobia had a significant effect on vegetable consumption (p<0.05). However, weight control and food neophobia, and ethical concern and food neophobia had no significant effects on vegetable consumption (p>0.05). Moreover, health concern related to vegetable consumption was statistically significant at all levels of food neophobia, except, when level of food neophobia was high (p<0.001). In developing and testing moderated regression models, which integrate relationship among food neophobia, health concern, weight control, ethical concern and vegetable consumption in the future, this study may provide a deeper understanding of the complex relationship among vegetable consumption behavior-related variables.

  • PDF

Exploring the Health Production Model in Vietnam

  • NGUYEN, Tuyen Thi Mong;NGUYEN, Quyen Le Hoang Thuy To
    • The Journal of Asian Finance, Economics and Business
    • /
    • 제8권12호
    • /
    • pp.391-397
    • /
    • 2021
  • One of the sustainable development goals is to promote good health and well-being for all people. Child health is a top priority since their health issues can have a detrimental impact on human capital development, which is a critical input for the growth model. This paper applies the health production model to explore the determinants that influence the health of children under the age of five. The results of a survey of 203 households in Ho Chi Minh City, Vietnam, were examined. Child health is measured using anthropometric indicators such as weight-for-age, height-for-age, and weight-for-height (ZWFH). Three separate multinomial logistic models are regressed to examine the drivers of child health as proxied by z-score weight for age, z-score height for age, and z-score weight for height. The significance of input variables relating to a child's attributes, household, and environment was validated by the findings. The inclusion of overweight besides under-nourished indexes is novel because it reflects the current trend of child over-nutrition. The findings of the study highlight the importance of a wide range of initiatives to enhance child health. Moreover, the genetic effect is found to be crowded out by environmental and household factors. The finding verifies that despite their parents' moderate height, the future generation of Vietnamese can achieve the desired height.

A Baseball Batter Evaluation Model using Genetic Algorithm

  • Lee, Su-Hyun;Jung, Yerin;Moon, Hyung-Woo;Woo, Yong-Tae
    • 한국컴퓨터정보학회논문지
    • /
    • 제24권1호
    • /
    • pp.41-47
    • /
    • 2019
  • In this paper, we propose a new batter evaluation model that reflects the skill of the opponent pitcher in Korean professional baseball. The model consists of evaluation factors such as Run Value, Contribution Score and Ball Consumption considering the pitcher grade. These evaluation factors are calculated as different data. In order to include the evaluation factors having different characteristics into one model, each evaluation factor is weighted and added. The genetic algorithms were used to calculate the weights, and the data were based on the 2016 records of Korea Professional Baseball and the salary data of the players of 2017. As a result of calculation of the weight, the weight of the Run Value was high and the weight of the Contribution Score was very low. This means that when calculating the annual salary, it reflects much of the expected score according to the batting result of the batter. On the other hand, the contribution score indicating the degree to which the batting result contributed to the victory of the team according to the state of the economy is not reflected in the salary or point system.

준설매립지반의 자중압밀을 고려한 2차원 축대칭 비선형 유한변형 압밀 모델 (2-D Axisymmetric Non-linear Finite Strain Consolidation Model Considering Self-weight Consolidation of Dredged Soil)

  • 곽태훈;이동섭;임지희;티모시 스탁;최은석;최항석
    • 한국지반공학회논문집
    • /
    • 제28권8호
    • /
    • pp.5-19
    • /
    • 2012
  • 준설매립지반 설계시 압밀 소요시간 단축을 위해 연직배수공법와 선행재하공법등의 연약지반 개량공법을 주로 적용한다. 준설매립지반의 자중에 의한 압밀이 완료되기까지는 많은 시간이 소요되므로 공사비 절감, 공기단축의 이유로 연약지반 개량공법은 일반적으로 자중압밀 도중 적용된다. 본 논문에서는 준설매립지반에서 연직방향으로 자중압밀이 진행되는 도중 연직배수재 타설에 의해 방사방향의 흐름이 추가로 발생하는 경우의 압밀거동 예측을 위하여 자중압밀을 고려한 2차원 축대칭 비선형 유한변형 압밀 지배방정식과 이를 적용하기 위한 수치모델(Axi-Selcon)을 개발하였다. Axi-Selcon의 검증과 자중압밀 도중 연직배수재가 타설된 준설매립지반을 모사하기 위해 일련의 실내시험을 수행하였다. 이를 위해 연직배수재가 타설된 준설매립지반을 모사하는 대형자중압밀 시험기를 고안하였다. 모델의 추가적인 검증을 위하여 기존에 제안된 간편 해석법을 적용한 결과와 Axi-Selcon의 해석결과와 비교하였다. 마지막으로, Axi-Selcon을 적용하여 가상의 대심도 준설매립지반의 거동을 예측하였다. 이와 같은 일련의 모델 검증과정을 통해 본 논문에서 개발된 Axi-Selcon은 자중압밀 도중 연직배수재 타설과 선행재하공법이 적용될 경우에 대한 초연약 준설매립지반의 압밀 거동을 적절히 예측할 수 있음을 보였다.

한우의 3차원 영상에서 결정된 몸통 체적을 이용한 체중 추정 (Estimation of Body Weight Using Body Volume Determined from Three-Dimensional Images for Korean Cattle)

  • 장동화;김철수;김용현
    • 생물환경조절학회지
    • /
    • 제30권4호
    • /
    • pp.393-400
    • /
    • 2021
  • 가축의 체중은 사료 요구량과 영양 상태를 평가하는 데 필요한 주요 지표에 해당한다. 본 연구는 한우의 3-D 영상으로부터 몸통 체적을 산출한 후 체중을 추정하고자 시도되었다. 한우의 3-D 영상 획득에 640×480 픽셀의 해상도, 44fps의 프레임속도 및 47°(H)×37°(V)의 화각을 갖는 TOF 카메라가 사용되었다. 획득된 3-D 영상에서 배경과 몸통 분리, 이상치 제거 등의 전처리 과정을 거쳐서 몸통에 대한 격자 영상을 얻었다. 또한 각각의 격자에 깊이 정보를 적용한 수치적분으로 몸통 체적을 결정하였다. Calibration dataset에서 체중과 몸통체적의 선형회귀에 대한 결정계수는 0.8725로 나타났다. 한편 몸통 체적에 월령을 설명 변수로 추가한 체중 추정의 중회귀 모형에서 결정계수는 0.9083으로 나타났다. Validation dataset에서 중회귀 모형을 이용한 체중 추정의 MAPE와 RMSE는 각각 8.2%, 24.5kg으로 나타났다. 결과적으로 체중 추정을 위한 회귀 모형의 성능이 개선되고, 체중 추정에 소요되는 노력이 절감됨을 고려한다면 3-D 영상에서 결정된 몸통 체적이 한우의 체중 추정에 유효한 변수로 사용될 것이다.

Dominance effects of ion transport and ion transport regulator genes on the final weight and backfat thickness of Landrace pigs by dominance deviation analysis

  • Lee, Young?Sup;Shin, Donghyun;Song, Ki?Duk
    • Genes and Genomics
    • /
    • 제40권12호
    • /
    • pp.1331-1338
    • /
    • 2018
  • Although there have been plenty of dominance deviation analysis, few studies have dealt with multiple phenotypes. Because researchers focused on multiple phenotypes (final weight and backfat thickness) of Landrace pigs, the classification of the genes was possible. With genome-wide association studies (GWASs), we analyzed the additive and dominance effects of the single nucleotide polymorphisms (SNPs). The classification of the pig genes into four categories (overdominance in final weight, overdominance in backfat thickness and overdominance in final weight, underdominance in backfat thickness, etc.) can enable us not only to analyze each phenotype's dominant effects, but also to illustrate the gene ontology (GO) analysis with different aspects. We aimed to determine the additive and dominant effect in backfat thickness and final weight and performed GO analysis. Using additive model and dominance deviation analysis in GWASs, Landrace pigs' overdominant and underdominant SNP effects in final weight and backfat thickness were surveyed. Then through GO analysis, we investigated the genes that were classified in the GWASs. The major GO terms of the underdominant effects in final weight and overdominant effects in backfat thickness were ion transport with the SLC8A3, KCNJ16, P2RX7 and TRPC3 genes. Interestingly, the major GO terms in the underdominant effects in the final weight and the underdominant effects in the backfat thickness were the regulation of ion transport with the STAC, GCK, TRPC6, UBASH3B, CAMK2D, CACNG4 and SCN4B genes. These results demonstrate that ion transport and ion transport regulation genes have distinct dominant effects. Through GWASs using the mode of linear additive model and dominance deviation, overdominant effects and underdominant effects in backfat thickness was contrary to each other in GO terms (ion transport and ion transport regulation, respectively). Additionally, because ion transport and ion transport regulation genes are associative with adipose tissue accumulation, we could infer that these two groups of genes had to do with unique fat accumulation mechanisms in Landrace pigs.