• 제목/요약/키워드: Model based Design

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유기물의 인화점 예측을 위한 부분최소자승법과 SVM의 비교 (Comparison of Partial Least Squares and Support Vector Machine for the Flash Point Prediction of Organic Compounds)

  • 이창준;고재욱;이기백
    • Korean Chemical Engineering Research
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    • 제48권6호
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    • pp.717-724
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    • 2010
  • 액체의 화재 및 폭발위험을 나타내는 가장 중요한 물성의 하나인 인화점의 실험 데이터는 그 필요에도 불구하고 실제로 데이터를 확보하는 것이 가능하지 않은 경우가 많다. 이 연구에서는 DIPPR 801에서 얻은 893개 유기물의 인화점 실험데이터로부터 인화점을 예측하는 부분최소자승법(PLS) 및 support vector machine(SVM) 모델을 만들고 비교하였다. 분자를 구성하는 각 구성요소들이 분자의 물성에 일정한 기여를 한다는 가정을 이용하여 분자의 물성을 예측하는 방법인 그룹기여법을 이용하여 65개 작용기가 이 예측모델의 독립변수가 되었고 분자량의 로그값이 추가되었다. 두 모델에서 결정해야 할 매개변수는 교차검증에서 계산된 오차를 이용하여 결정되었는데, SVM모델은 그 매개변수가 많아 particle swarm optimization을 이용한 최적화를 이용하였다. 훈련데이터의 선택이 예측성능에 영향을 줄 수 있어 임의로 100개의 데이터 세트를 생성하여 테스트하였다. 전체 데이터에 대해 계산된 평균절대오차는 PLS가 13.86~14.55였고, SVM이 7.44~10.26여서 SVM이 PLS에 비해 매우 우수한 예측성능을 보였다.

옴니채널 상황에서 브랜드 충성도에 관한 연구: 카테고리 지식 조절변수 (Effect on Brand Loyalty in Omni-Channel: Focus on Category Knowledge)

  • 한상설
    • 유통과학연구
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    • 제15권3호
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    • pp.61-72
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    • 2017
  • Purpose - The ICT development is affecting the consumer behaviors in selecting channel or distribution system. This study aims to advance the theory on the influence and interaction with omni-channel behaviors. Specifically, analyzing moderating variable is category knowledge that effect between propensity of brand loyalty and its precedence factor which is perceived difference, perceived value, authenticity and consumer-brand relationship. Research design, data, and methodology - The subject of this research is consumers who purchase goods in omni-channel situation. The hypothesis of this research is derived from the literature of the preceding research analysis on brand loyalty, omni-channel and consumer behaviors. This study have constructs that were defined operationally with reference to previous studies, and the research model was designed to figure out the structural relationship among perceived difference, perceived value, authenticity, consumer-brand relationship and brand loyalty. From 2016 Sept. 1 to Dec. 31, a questionnaire survey was performed targeting customers using omni-channel. 327 questionnaire survey had conducted. 316 survey data were used for empirical analysis except data that had missing and wrong value. AMOS(structural equation) was used to confirm the hypothesis which developed by researcher. Results - The results of this study are as follows. First, an authenticity has significant effect on brand loyalty. Second, in the omni-channel situation, but perceived differentiation, perceived value, consumer-brand relationship does not affect brand loyalty. According to this result, it is judged that it is easy to search for information in the situation of omni-channel and integrated decision making is done without distinction between channels. Third, category knowledge has moderating effect between brand loyalty and precedence factors. When the category knowledge level is low, preceding factors have a significant effect on brand loyalty. when the category knowledge level is high, the preceding factors did not have a significant effect on brand loyalty except the authenticity. Conclusions - This study finds out omni-channel's phenomenon is different from other distribution channel phenomenon. In the situation of omni-channel, it is suggested that brand loyalty may be relatively low for a certain brand because it raises the knowledge level of the category. Then this study provides a managerial implications based on the role of the moderate effect on category knowledge, brand loyalty and omni-channel.

화재시뮬레이션을 이용한 해양플랜트 전용생활부선 거주자의 생존율 향상에 대한 연구 (A Study on Improving the Efficiency of the Survival Rate for the Offshore Accommodation Barge Resident Using Fire Dynamic Simulation)

  • 김원욱;이창희
    • 해양환경안전학회지
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    • 제21권6호
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    • pp.689-695
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    • 2015
  • 일반 상선과 달리 해양플랜트 시설은 발주자가 직접 고용한 인원과 조선소에서 파견된 시운전 종사자들은 2교대로 해양플랜트공사가 종료될 때까지 혼재되어 승선한다. 그러므로 많은 인원들이 안전하게 거주할 수 있는 별도의 해양플랜트 전용생활부선을 사용하는 것이 일반적이다. 따라서 이 연구에서는 인명 안전의 관점에서 해양플랜트 전용생활부선 거주자의 생존율 향상을 위한 방법을 제시하고자 한다. 이를 위해 해양플랜트 전용생활부선에서 발생할 수 있는 다양한 종류의 사고 중 가장 많이 발생할 것으로 판단되는 화재 사고를 가정하였다. 이를 위해 국내 외 규정에 근거한 화재시뮬레이션 전산 모형을 제작하여 종사자들에 대한 피난 안전성을 분석하였다. 특히, 해양플랜트 전용생활부선에서 화재가 발생할 경우 지속적으로 훈련을 받은 선원들과는 달리 다양한 직종, 인종, 문화를 갖고 있는 인력들의 비정형화된 피난 행위로 인하여 위험성이 높아질 것으로 판단되므로 생존가능시간인 유효 피난시간을 증가시키고, 실제 피난에 소요되는 필요 피난시간을 감소시켜 생존율을 향상시킬 수 있는 구조개선 및 안전설비 설치에 대해 제안하였다.

의류 물류센터 보관효율 향상을 위한 실증적 연구 : 행거 랙 보관과 건물기둥 간격을 중심으로 (An Empirical Study on Clothing Distribution Center to Improve Storage Efficiency : Especially on Hanger Rack Storage According to Distance between Columns)

  • 남희대
    • 대한안전경영과학회지
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    • 제21권4호
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    • pp.75-80
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    • 2019
  • Sales of the Korean clothing industry grew to 16.9 percent on-year in 2010, but the growth rate dropped to 3 percent from 2011 to 2016 and the overall market began to slump to 1.1.6 percent in 2017. The competitiveness of clothing companies is also a major sector in logistics capability, and the average logistics cost of domestic clothing companies is 8.3 percent of sales in 2011, higher than the average 8 percent of domestic industries, and 36.4 percent of the total storage cost in 2011, higher than the 28.8 percent share of the total storage cost of domestic companies. As domestic production conditions such as wage hikes and labor disputes worsened in the 1990s, production facilities were rapidly moved overseas, which led many clothing companies to have no production facilities or a minimal production base in Korea and focus on marketing and design capabilities. The total storage capacity and storage efficiency of the logistics center became very important as the products were changed to the form of mass warehousing and small-volume forwarding. Research shows that building column spacing, a model of this research, can affect the amount of hanger rack storage empirically, so for sustainable growth of clothing companies, it is necessary to improve competitiveness in the logistics market by reducing costs and improving efficiency to overcome difficulties in corporate management. Because logistics costs are 8.3 percent and operating profit to sales ratio is 2 percent, it is expected that operating profit will increase by 41.5 percent if logistics costs are reduced by 10 percent. If 10% of storage cost is saved based on storage cost, operating profit is expected to increase by 15% To strengthen the competitiveness of the clothing industry, a reduction in logistics costs is essential. Therefore, the purpose of this study is to provide hints that logistics experts can have empirically small amounts in reducing storage costs through column spacing adjustment of logistics centers that have not been dealt with statistically until now, and to contribute to the continued growth of clothing companies and the development of the domestic logistics industry.

지진재해도를 고려한 철골 보통중심가새골조의 위험도기반 내진성능 (Risk-Targeted Seismic Performance of Steel Ordinary Concentrically Braced Frames Considering Seismic Hazard)

  • 신동현;홍석재;김형준
    • 한국전산구조공학회논문집
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    • 제30권5호
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    • pp.371-380
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    • 2017
  • 미국의 내진설계기준인 ASCE/SEI 7-10은 구조물 붕괴성능에 대한 불확실성을 고려하지 않는 등재해도 기반 내진설계의 문제점을 해결하기 위해 위험도 기반 내진설계 개념을 도입하였다. 하지만 현행 국내 내진설계기준의 경우 한반도 내에서 발생한 큰 규모의 지진기록과 구조물의 붕괴성능과 관련된 연구의 부족으로 위험도 기반 내진설계 개념을 반영하지 않고 있다. 본 연구에서는 철골 보통중심가새골조를 표본건물로 선정하여 위험도 기반 내진성능평가를 수행하였다. 건물이 위치한 지역, 높이, 지반조건을 변수로 바탕으로 표본건물에 대한 붕괴성능 평가를 수행하였으며, 국내 지진기록의 특성을 반영할 수 있는 경험적 스펙트럴 형상 예측 모델을 활용하여 지진재해도 곡선을 작성하였다. 이를 활용하여 국내 주요 도시에 위치한 철골 보통중심가새골조의 붕괴확률을 위험도 적분 개념에 따라 평가하였다. 국내 주요 도시에 위치한 철골 보통중심가새골조의 붕괴확률을 평가한 결과, 현행 건축구조기준에 따라 설계된 표본건물은 본 연구에서 고려한 해석 변수에 따라 붕괴확률에 상당한 차이를 보였다. 특히 국내 건축구조기준의 경우 철골 보통중심가새골조에 대한 높이제한이 없어 일부 고층표본건물에서 목표 위험도인 50년간 1%의 붕괴확률을 초과하는 것으로 평가되었다.

기업연상의 기업제품에 대한 긍정행동효과에서 프라이드 및 고마움과 전체자아-기업브랜드 일치성의 역할 (Roles of Pride, Gratitude and Global Self-Corporate Brand Congruity in Corporate Association on Positive Behavior)

  • 최낙환;하건수;임아영
    • 유통과학연구
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    • 제14권9호
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    • pp.73-83
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    • 2016
  • Purpose - Previous studies have not paid attention to global self-corporate brand congruity and affective approach from the viewpoint of global self. This study explored an inducement of gratitude that, under the circumstance of corporate association, consumers feel toward corporate's responsible activities, pride related to corporate's ability, and global self congruity. Current researches also have examined positive behavior effects of global self-corporate brand congruity and the feelings on corporate products. Research design, data, and methodology - This research theoretically reviewed that corporate ability and social responsibility association would influence global self-corporate brand congruity, that corporate ability association could induce consumers' sense of pride, and that social responsibility association might induce gratitude. This study, furthermore, examined theoretically whether global self-corporate brand congruity, pride and gratitude could make consumers behave positively toward corporate products, and developed hypotheses. For the empirical analysis with the questionnaires, 231 employees and common people completed the questionnaires, and structural equation model of AMOS 18.0 was used. Results - From the empirical analysis, the outcomes are as followings. First, corporate ability association makes consumers feel proud. Second, corporate social responsible association makes consumers feel grateful. Third, both corporate ability association and social responsibility association let consumers be aware of global self-corporate brand congruity. Fourth, being conscious of each of pride, gratitude and global self-corporate brand congruity prompts consumers to behave positively toward corporate products. Fifth, mediation effects of pride and the congruity in the roles of corporate ability association on the positive behavior, and those of gratitude and the congruity in the roles of corporate social responsible association on the positive behavior are identified. Conclusions - Based on the results, it can be said that a marketing manager should endeavor to make consumers associate the corporate ability and social responsibility. However, the degree of consumers' feelings such as pride and gratitude can differ according to their cultural backgrounds. It is, therefore, needed to be explored by the types of feelings that can be caused more from the difference in cultural backgrounds by corporate association, and to be investigated differently and positively with behavioral effects on the corporate's products between the types.

제품 시장 경쟁 및 기업의 사회적 책임 활동 (Product Market Competition and Corporate Social Responsibility Activities)

  • 류혜영;채수준
    • 산경연구논집
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    • 제10권11호
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    • pp.49-56
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    • 2019
  • Purpose: Corporate social responsibility is a self-regulating business model that helps a firm be socially accountable to the public. By practicing corporate social responsibility, firms can be conscious of the kind of impact they are having on all aspects of society, including economic, social, and environmental. Corporate social responsibility activities are not directly linked to increasing corporate performance and corporate value, but rather involve spending expenses. Based on these facts, this study verifies whether the effects of corporate social responsibility activities differ depending on the firm's situation. Research design, data and methodology: This study analyzed the effect of market competition on corporate social responsibility activities using logistic regression analysis on listed companies in the KOSPI and KOSDAQ for fiscal years 2014 through 2016. In this study, market competition was measured using the Herfindahl-Herschman Index(HHI). Higher HHI value can be interpreted as a lower degree of market competition. We also measured corporate social responsibility activities using the KEJI Index published by the Korea Economic Justice Institute (KEJI). If a firm-year is included in the top 200 companies of the KEJI Index, it is classified as a good corporate social responsibility activity firm. Results: We find that companies in less competitive market were not included in the KEJI Index. This result indicates that firms in the market with lower market competition perform less corporate social responsibility activities that incur costs. An additional analysis showed that there was a significant negative relationship between the market competition and the corporate social responsibility activity scores published by the KEJI Index. These result adds robustness to the result of the hypothesis that firms that have a monopolistic place in the market practice passive corporate social responsibility activities. Conclusions: The results show that managers of a firm in the lower market competition have a lower incentive to use limited resources for projects that are not directly related to revenue. The results of this study imply that corporate social responsibility activities vary according to the position of the business. Therefore, this study suggests that market investors should consider the degree of competition in the market when they evaluate corporate social responsibility activities.

5축 매니퓰레이터를 이용한 쾌속 임의형상제작시스템의 구현에 관한 연구 (A Study on the Implementation of an Agile SFFS Based on 5DOF Manipulator)

  • 김승우;정용래
    • 전자공학회논문지SC
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    • 제42권1호
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    • pp.1-11
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    • 2005
  • 본 연구에서는 다양한 재료의 시트(Sheet)를 각각 절단하여 적층하는 방법으로 기존 적층조형법과는 다른 쾌속 임의형상제작 시스템인 CAFL/sup VM/(Computer Aided Fabrication of Lamination for Various Material)을 제안한다. 이러한 조형 방법은 가공 속도를 빠르게 하며 복잡한 후처리 과정을윽 대폭 줄일 수 있고, 여러 가지 재료가 사용 가능한 장점을 지니고 있다. 이러한 목적으로 개발된 2자유도의 X-Y테이블 형태의 CAFL/sup VM/은 레이저빔으로 시트(Sheet)를 절단, 적층하여 조형물을 완성하는 새로운 고속적층 시스템으로 가능성을 검증하였다. 하지만 2자유도 시스템은 X-Y 평면을 이동하는 작업공간에 수직으로 레이저 가공이 이루어지는 방법으로, 조형된 사물의 표면에 계단 형상이 나타나는 표면정밀도상의 문제점을 드러낸다. 이러한 문제점을 해결하고자 2자유도에 3자유도를 추가한 5자유도 시스템을 제안하여 레이저의 경사절단이 가능하게 함으로서 조형된 사물의 표면 정밀도를 높이고, 일정한 패턴의 모양을 갖는 조형물 가공의 경우 여러 시트(Sheet)가 적층되는 부분을 한번에 가공할 수 있도록 하여 보다 빠르고 정밀한 5자유도 매니퓰레이터 CAFL/sup VM/ 시스템을 설계한다. 즉, 정속경로제어와 경사각절단제어를 구현하고 그 외에 수반된 자동화 CAFL/sup VM/ 시스템을 구현하는 것이 본 논문의 목적이다.

금연홍보 캠페인의 메시지 효과평가 -영상홍보물을 이용한 탐색적 연구- (Evaluation of Anti-Smoking Public Relations Messages -An Exploratory Study On the Effects Using Televised Health Messages-)

  • 이철한
    • 한국언론정보학보
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    • 제44권
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    • pp.223-247
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    • 2008
  • 이 연구의 목적은 금연홍보 영상물 메시지의 전달방법이 흡연에 대한 신념, 태도, 행동에 어떤 영향을 끼치는지를 탐구하는 것이다. 영상물 제작에서, 정보결손모델, 건강신념모델, 계획된 행동이론, 사회인지 이론을 바탕으로 금연 메시지를 구성하여 이를 실험연구를 통해서 각각의 효과를 분석하고자 하였다. 금연 메시지의 효과에 중요한 영향을 끼치는 요소로는 메시지의 측면성, 자아효능감, 규범적 압력이 도출되었고, 이를 바탕으로 한 메시지의 효과를 흡연자와 금연자 집단으로 나눠 이원변량분석 방법을 이용하여 분석하였다. 연구결과에 의하면, 금연자가 양면적 메시지로 구성된 실험물에 노출되었을 때, 그리고 규범적 압력의 메시지가 포함된 실험물에 노출되었을 때 금연효과가 높은 것으로 나타났다. 흡연여부에 관계없이 규범적 압력이 포함된 실험 영상물이 사회적 흡연 신념을 억제시키는 설득효과가 나타났다. 또한 흡연여부와 관계없이 양면적 메시지와 규범적 압력이 포함된 영상물을 선호하고 있음이 나타났다. 이러한 효과는 자아존중감의 메시지에 노출된 집단에는 나타나지 않았다. 양면적 메시지와 규범적 압력의 메시지의 주효과가 일부 흡연신념을 통해서 나타난 것에 비해서 흡연여부의 주 효과는 통계적으로 의미 있는 결과가 도출되지 않았다. 이러한 결과는 흡연자와 비흡연자 간의 흡연태도가 차이가 없음을 의미하는 것인데 이는 흡연자가 금연자와 마찬가지로 담배의 신체위해성이나 심리적, 사회적 이유로 흡연하는 것이 좋지 않다는 것을 인식한 상태에서 흡연을 하고 있음을 보여주는 결과이다. 본 연구의 의의는 금연메시지를 구성하는 이론적 토대에 따라 영상물을 대상으로 한 실험연구를 수행했다는 점으로 향후 실제 금연 캠페인에 적용할 수 있는 메시지 전략도출에 기여를 하였다는 점이다.

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Fabrication, Estimation and Trypsin Digestion Experiment of the Thermally Isolated Micro Teactor for Bio-chemical Reaction

  • Sim, Tae-Seok;Kim, Dae-Weon;Kim, Eun-Mi;Joo, Hwang-Soo;Lee, Kook-Nyung;Kim, Byung-Gee;Kim, Yong-Hyup;Kim, Yong-Kweon
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제5권3호
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    • pp.149-158
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    • 2005
  • This paper describes design, fabrication, and application of the silicon based temperature controllable micro reactor. In order to achieve fast temperature variation and low energy consumption, reaction chamber of the micro reactor was thermally isolated by etching the highly conductive silicon around the reaction chamber. Compared with the model not having thermally isolated structure, the thermally isolated micro reactor showed enhanced thermal performances such as fast temperature variation and low energy consumption. The performance enhancements of the micro reactor due to etched holes were verified by thermal experiment and numerical analysis. Regarding to 42 percents reduction of the thermal mass achieved by the etched holes, approximately 4 times faster thermal variation and 5 times smaller energy consumption were acquired. The total size of the fabricated micro reactor was $37{\times}30{\times}1mm^{3}$. Microchannel and reaction chamber were formed on the silicon substrate. The openings of channel and chamber were covered by the glass substrate. The Pt electrodes for heater and sensor are fabricated on the backside of silicon substrate below the reaction chamber. The dimension of channel cross section was $200{\times}100{\mu}m^{2}$. The volume of reaction chamber was $4{\mu}l$. The temperature of the micro reactor was controlled and measured simultaneously with NI DAQ PCI-MIO-16E-l board and LabVIEW program. Finally, the fabricated micro reactor and the temperature control system were applied to the thermal denaturation and the trypsin digestion of protein. BSA(bovine serum albumin) was chosen for the test sample. It was successfully shown that BSA was successfully denatured at $75^{\circ}C$ for 1 min and digested by trypsin at $37^{\circ}C$ for 10 min.