• 제목/요약/키워드: Linear regression fit

검색결과 139건 처리시간 0.021초

우리나라 연안 기온과 수온의 비선형 상관관계 분석 (Nonlinear correlation analysis between air and water temperatures in the coastal zone, Korea)

  • 이길하
    • 한국해안해양공학회지
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    • 제19권2호
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    • pp.128-135
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    • 2007
  • 해양수산부에서 연안에 설치한 기상 관측 장비로 측정된 우리나라 세 지역(낙동강 하구, 시화호, 마산만)의 기온과 수온 자료를 바탕으로 기온-수온의 비선형 상관관계를 분석하였다. 기온-수온 대표관계인 비선형 S-모형의 관계식에 포함된 4개의 매개변수를 결정하기 위해서 SCE 최적화 기법을 이용하였으며, 마산만 지역에서는 계절적 이력현상을 고려하여 서로 다른 관계식을 적용하였다. 기온-수온 상관 관계는 시간규모에 따른 최대 온도값과 최소 온도값에 차이가 있으나 수질 또는 생태 반응의 적당한 시간규모에 해당하는 주 평균 온도값을 이용하여 분석하였다. 전반적으로 연구지역인 하천과 해안이 접하는 우리나라 해안 및 하구 지역에서는 S-모형의 관계식이 선형 관계식보다 적합한 것으로 파악되었다. 이 연구는 기후변화 가설에 따른 미래의 수온변화에 반응하는 수질, 수문, 및 생태반응을 모의하여 공학기술자 또는 정책입안자에게 적절한 기후변화 대책 방향을 설정하는데 기여할 것으로 사료된다.

중소기업 청년인턴 이직횟수 결정요인 분석 (The study on the determinants of the number of job changes)

  • 박성익;류장수;김종한;조장식
    • Journal of the Korean Data and Information Science Society
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    • 제26권2호
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    • pp.387-397
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    • 2015
  • 본 연구에서는 청년인턴 DB와 고용보험 DB를 사용하여 중소기업 청년인턴의 이직횟수에 영향을 미치는 요인을 분석하였다. 이직횟수는 음수가 아닌 정수 값만 가지는 계수 데이터 (count data)이므로 일반적인 선형회귀모형을 적용하는 것은 문제가 있다. 따라서 계수 데이터에 적합한 회귀모형으로 포아송 회귀모형, 영과잉 포아송 회귀모형, 음이항 회귀모형, 영과잉 음이항 회귀모형 등 4개의 회귀모형을 적용하였다. 분석결과 최적모형으로 영과잉 음이항 회귀모형이 선택되었다. 주요 분석결과를 정리하면 다음과 같다. 첫째, 통제집단 (비인턴집단)에 비해서 처리집단 (인턴집단)이 통계적으로 유의하게 이직경험이 낮게 나타났다. 둘째, 연령이 작을수록 통계적으로 유의하게 이직경험이 낮게 나타났다. 셋째, 여자에 비해서 남자가 유의하게 이직횟수가 높게 나타났다. 마지막으로 기업규모가 클수록 이직횟수가 유의하게 감소하는 것으로 나타났다.

한국 서해 참조기(Larimichthys polyactis)의 육안판별법과 GSI판별법에 의한 성숙체장 추정 (Estimating Length at Sexual Maturity of the Small Yellow Croaker Larimichthys polyactis in the Yellow Sea of Korea Using Visual and GSI Methods)

  • 강희중;마지영;김현지;김한주
    • 한국수산과학회지
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    • 제53권1호
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    • pp.50-56
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    • 2020
  • Determination of the precise size at sexual maturity is very important for science-based stock assessment and fisheries resource management. In this study, two different models, (1) a visual method and (2) a gonadosomatic index (GSI) method, were employed to estimate length at sexual maturity of the small yellow croaker Larimichthys polyactis in the Yellow Sea of Korea. The visual method is a common qualitative method using visual gonadal identification. Conversely, the GSI method is a quantitative method using the GSI, which can be easily and precisely collected. We compared results from these methods to determine the best approach, and to examine the practicality of the GSI method. Logistic regression of the maturity ogive was conducted using a general linear model (GLM) with the R statistics program. Also, the bootstrapped 95% confidence intervals of all estimates were calculated. The best-fit model was the visual method (RMc2=0.805, AUC=0.989, L50=15.1). Among models using the GSI method, the model computing GSIref=0.94 was the best-fit model (RMc2=0.792, AUC=0.989, L50=15.2). There was no significant difference between the two models, evidencing the effectiveness and accuracy of the GSI method.

공동가치창출 경험이 소비자 태도에 미치는 영향: 소비자 동기의 조절효과를 중심으로 (Effects of Consumer Co-creation on Consumer Attitude: Moderating Roles of Consumer Motivation)

  • 손정민;강우성;강성호
    • 유통과학연구
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    • 제13권12호
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    • pp.105-111
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    • 2015
  • Purpose - Many global companies across industries are paying significant attention to co-creation activities, which enable consumers to participate in firms' value creation process, as a main model of new product development processes. In this study, we aim to examine different types of co-creation activities and their effects on consumer attitudes. We focus on upstream co-creation, downstream co-creation, autonomous co-creation, and sponsored co-creation. Upstream co-creation includes firms' control and management in the initial stage of new product development and prototype testing. Downstream co-creation indicates that consumers participate in firms-initiative activities at a later stage in new product development, such as public relations and marketing communications. Autonomous co-creation includes consumers' commitment activities in the absence of firms' rewards. However, under the sponsored co-creation, consumers can return monetary and social rewards from firms through their co-creation activities. The hypotheses regarding the effect of co-creation on consumer attitudes are as follows. (H1, H2, H3, H4) Upstream, downward, autonomous, and sponsored co-creation has positive effects on consumer attitude. (H5, H6) As intrinsic motivation increases, the positive effect of upstream and autonomous co-creation increases. (H7, H8) As extrinsic motivation increases, the positive effect of downward and sponsored co-creation increases. Research design, data, and methodology - To achieve our research goals, we analyzed responses from 246 samples from Korean consumers and verified the proposed hypotheses using a linear regression model. The samples include Korean consumers who experienced upstream, downstream, autonomous, and sponsored co-creation by firms. Results - First, both upstream co-creation and downstream co-creation with firms and consumers are found to have positive effects on consumer attitudes. Second, autonomous co-creation and sponsored co-creation are found to positively affect consumer attitudes. Third, consumers' intrinsic motivation has a fit-effect between upstream co-creation and autonomous co-creation, and their extrinsic motivation has a fit-effect between downstream co-creation and sponsored co-creation. Consumers who have strong intrinsic motivation are affected by upstream co-creation and autonomous co-creation. However, consumers who have strong extrinsic motivation are affected by downstream co-creation and sponsored co-creation. Conclusion - These results indicate that the fit between consumers' co-creation participation types and consumers'motivations is a significant factor in determining consumer attitudes. The results of this study imply that various types of consumer participation actually improve consumers' attitudes toward products and brands. In addition, our study also suggests that firms should consider the fit between co-creation types and consumers' motivations when they initiate co-creation activities. In this study, we survey consumers who participated in firms' co-creation activities. Future studies can compare different types of consumers. For instance, we can examine the different in different test by comparing experienced versus inexperienced consumers. Finally, we expand this research to user-generated content topics. This attending issue focuses on the mechanism that breaks down the boundaries and barriers between consumers and producers.

Rheological, physico-mechanical and durability properties of multi-recycled concrete

  • Rahmani, Abdessamed Azzaz;Chemrouk, Mohamed;Ammar-Boudjelal, Amina
    • Advances in concrete construction
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    • 제9권1호
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    • pp.9-22
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    • 2020
  • The present work looks at the possibilities of recycling more than once demolished concrete as coarse aggregates, to produce new concrete. Different concrete mixes were made with substitutions of 50%, 75% and 100% of recycled concrete aggregates respectively as coarse aggregates. The physico-mechanical characterization tests carried out on the recycled concrete aggregates revealed that they are suitable for use in obtaining a structural concrete. The resulting concrete materials had rheological parameters, compressive strengths and tensile strengths very slightly lower than those of the original concrete even when 100% of two cycles recycled concrete aggregates were used. The durability of the recycled aggregates concrete was assessed through water permeability, water absorption and chemical attacks. The obtained concretes were thought fit for use as structural materials. A linear regression was developed between the strength of the material and the number of cycles of concrete recycling to anticipate the strength of the recycled aggregates concrete. From the results, it appear clear that recycling demolished concrete represents a valuable resource for aggregates supply to the concrete industry and a the same time plays a key role in meeting the challenge for a sustainable development.

공동주택 공종별 수선비용 예측모델 연구 - 옥상방수 공사와 승강기 공사를 중심으로 - (The Forecasting Model of the Repair Cost in Apartment Housing - Focused roof water proofing and Elevator work -)

  • 이강희;채창우
    • KIEAE Journal
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    • 제15권6호
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    • pp.63-68
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    • 2015
  • Purpose: Most if buildings need various repair works for preventing or delaying the deterioration which gives rise to affect the living condition or function after constructed. Therefore, a long-term repair schedule should be planned and a repair cost is required. In this paper, it aimed at providing the statistical forecast model for a repair cost in roof water-proofing work and elevator work using statistical approach with three variables such as number of household, management area and a elapsed year. Data are collected in apartment housings which are located in Seoul area and conducted with interview and questionnaire sheet. Each analyzed work is divided into a partly work and fully work. Results of this study are shown that, first, the regression model takes a multiplying type like a Cobb-Douglas function and is changed into the log-linear type to include the three variable simultaneously. Second, the goodness-of-fit of the repair cost forecasting model has a good statistics in determinant's coefficient and Dubin-Watson value. Third, the management area is stronger factor than other the number of household and an elapsed year in roof water-proofing work and elevator work.

Sea-Level Trend at the Korean Coast

  • Cho, Kwangwoo
    • 한국환경과학회지
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    • 제11권11호
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    • pp.1141-1147
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    • 2002
  • Based on the tide gauge data from the Permanent Service for Meau Sea Level (PSMSL) collected at 23 locations in the Korean coast, the long-term sea-level trend was computed using a simple linear regression fit over the recorded length of the monthly mean sea-level data. The computed sea-level trend was also corrected for the vertical land movement due to post glacial rebound(PGR) using the ICE-4G(VM2) model output. It was found that the PGR-corrected sea-level trend near Korea was 2.310 $\pm$ 2.220 mm/yr, which is higher than the global average at 1.0∼2.0mm/yr, as assessed by the Intergovernmental Panel on Climate Change(IPCC). The regional distribution of the long-term sea-level trend near Korea revealed that the South Sea had the largest sea-level rise followed by the West Sea and East Sea, respectively, supporting the results of the previous study by Seo et al. However, due to the relatively short record period and large spatial variability, the sea-level trend from the tide gauge data for the Korean coast could be biased with a steric sea-level rise by the global warming during the 20th century.

현미밥의 식미 향상을 위한 곡류 혼합비의 최적화 (Optimization of Cooked Brown Rice by Controlling the Ratio of Grain Cereal Blends to Improve Palatability)

  • 한규상;정혜정;윤지현;백만기
    • 동아시아식생활학회지
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    • 제22권6호
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    • pp.782-794
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    • 2012
  • The objective of this study was to determine the optimal conditions for preparation of cooked brown rice by blending brown rice, white rice and glutinous rice to improve the palatability. Formulations composed of brown rice (10~100%), white rice (0~90%) and glutinous rice (0~90%) were generated from an extreme-vertices of mixture experimental design, which showed ten experimental points for brown rice, with white rice and glutinous rice as the independent variables. The sensory evaluation, color, and texture profile analysis (TPA) of cooked brown rice and pasting characteristics of blending cereals flour were measured as response variables. Regression analysis showed that all responsible variables fit linear, quadratic or special cubic models (p<0.1), except for the cohesiveness of TPA. The goals of optimization of the blending ratio of brown rice, white rice and glutinous rice were given as appearance, flavor, texture and overall acceptability (lower: 5.50, target: 6.62). The optimal conditions were determined to be 34.55% brown rice, 42.71% white rice and 22.74% glutinous rice.

하천오염인자의 통계적 특성 (Statistical Characteristics of Pollutants in Sterm Flow)

  • 황임구;윤태훈
    • 물과 미래
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    • 제14권4호
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    • pp.19-26
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    • 1981
  • 자연하천에서의 수질은 유량의 변화에 많은 영향을 받을 것으로 기대되는 바, 유량과 각 수질인자의 통계적 특성 및 유량변화와 수질인자간의 상관관계를 조사하기 위하여 자기 및 상호상관함수 power spectrum, coherence 함수 및 Markov 모형을 적용하였다. 일부 자료만이 입수 가능한 한강 하류부 인도교 지점에서의 유량, 용존산소, 전기전도도는 명백한 1년 주기와 6, 4, 3개월의 약한 주기를 가지며, 유량과 용존산소, 유량과 전도도 사이의 상관은 약하게 나타났고 상호상관함수에서 첨두가 지체 1일에서 발생하여 미약하지만 유량의 변화에 의한 영향이 1일 정도 차이로 수질인자에게 미치는 것으로 해석된다. 계열 발생 및 예측수단인 선형회귀모형의 검토에서 유량은 1차 및 2차 Markov 모형과, 용존산소와 전도도는 1차 Markov 모형과 흡사하게 나타났다.

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양돈폐수의 영양염류 제거를 위한 녹조류 Chlorella vulgaris 성장 모형의 비교 (Comparison of Models to Describe Growth of Green Algae Chlorella vulgaris for Nutrient Removal from Piggery Wastewater)

  • 임병란;주티담롱판;박기영
    • 한국농공학회논문집
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    • 제52권6호
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    • pp.19-26
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    • 2010
  • Batch experiments were conducted to investigate growth and nutrient removal performance of microalgae Chlorella vulgaris by using piggery wastewater in different concentration of pollutants and the common growth models (logistic, Gompertz and Richards) were applied to compare microalgal growth parameters. Removal of nitrogen (N) and phosphorus (P) by Chlorella vulgaris showed correlation with biomass increase, implying nutrient uptake coupled with microalgae growth. The higher the levels of suspended solids (SS), COD and ammonia nitrogen were in the wastewater, the worse growth of Chlorella vulgaris was observed, showing the occurrence of growth inhibition in higher concentration of those pollutants. The growth parameters were estimated by non-linear regression of three growth curves for comparative analyses. Determination of growth parameters were more accurate with population as a variable than the logarithm of population in terms of R square. Richards model represented better fit comparing with logistic and Gompertz model. However, Richards model showed some complexity and sensitivity in calculation. In the cases tested, both logistic and Gompertz equation were proper to describe the growth of microalgae on piggery wastewater as well as easy to application.