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CNN을 적용한 한국어 상품평 감성분석: 형태소 임베딩을 중심으로 (Sentiment Analysis of Korean Reviews Using CNN: Focusing on Morpheme Embedding)

  • 박현정;송민채;신경식
    • 지능정보연구
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    • 제24권2호
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    • pp.59-83
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    • 2018
  • 고객과 대중의 니즈를 파악하기 위한 감성분석의 중요성이 커지면서 최근 영어 텍스트를 대상으로 다양한 딥러닝 모델들이 소개되고 있다. 본 연구는 영어와 한국어의 언어적인 차이에 주목하여 딥러닝 모델을 한국어 상품평 텍스트의 감성분석에 적용할 때 부딪히게 되는 기본적인 이슈들에 대하여 실증적으로 살펴본다. 즉, 딥러닝 모델의 입력으로 사용되는 단어 벡터(word vector)를 형태소 수준에서 도출하고, 여러 형태소 벡터(morpheme vector) 도출 대안에 따라 감성분석의 정확도가 어떻게 달라지는지를 비정태적(non-static) CNN(Convolutional Neural Network) 모델을 사용하여 검증한다. 형태소 벡터 도출 대안은 CBOW(Continuous Bag-Of-Words)를 기본적으로 적용하고, 입력 데이터의 종류, 문장 분리와 맞춤법 및 띄어쓰기 교정, 품사 선택, 품사 태그 부착, 고려 형태소의 최소 빈도수 등과 같은 기준에 따라 달라진다. 형태소 벡터 도출 시, 문법 준수도가 낮더라도 감성분석 대상과 같은 도메인의 텍스트를 사용하고, 문장 분리 외에 맞춤법 및 띄어쓰기 전처리를 하며, 분석불능 범주를 포함한 모든 품사를 고려할 때 감성분석의 분류 정확도가 향상되는 결과를 얻었다. 동음이의어 비율이 높은 한국어 특성 때문에 고려한 품사 태그 부착 방안과 포함할 형태소에 대한 최소 빈도수 기준은 뚜렷한 영향이 없는 것으로 나타났다.

태교 실천에 대한 일상생활 기술적 연구 (An Ethnographic Study about Taegyo Practice in Korea)

  • 김현옥
    • 대한간호학회지
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    • 제27권2호
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    • pp.411-422
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    • 1997
  • The purpose of this study is twofold : (i) to investigate how much effort the married couples are making for the good health of both the pregnant woman and her unborn child from the time of their marriage to and during the period of conception : and (ii) to comprehensive investigate socio-cultural back-grounds which affect prenatal effort. Result of this study provide a basis for the prenatal care program which will be appropriate to our culture. This study has been done by the ethnographic research method. The subjects of this study are 53 people in all consisting of 33 pregnant women and 20 husbands. In order to investigate socio-cultural factors which influence Taegyo, producers of Taegyo music were interviewed. In addition the researcher surveyed the markets of Taegyo music, participated in special courses of prenatal education, analyzed the content of the books and periodicals dealing with Taegyo, and collected the concept of Taegyo distributed by the mass media. The full-fledged study continued for eight months from February to August.1996. The data were analyzed as soon as they were collected. Spradly's(1979, 1980) developmental, sequential method of domain analysis. taxonomic analysis, componential analysis, and theme analysis in this order was adopted as the procedure of analyzing the data. To obtain the exactness of study, Sandelowski's (1986) four criteria, that is, Credibility, Fittingness, Auditability, and Confirmability were applied to all stages of data collection, data analysis, the interpretation of the result, and the description of the result. The following are the result : 1. The couples' Taegyo at the stage of preconception was related to their physical, psychological, spiritual conditions under which a healthy baby will be born. Specific methods they prefer are : "the choice of one's spouse." "physical check-up," "physical good health, " "praying, " and so on. 2. When the marriod couple have sex in order to conceive, their Taegyo was related to the imposition of their physical, psychological, and environmental conditions. Specific methods they prefer are : "having sex at specific time, " "having sex in nice place." "to purify their minds while having sex," and so on. 3. The married couples' Taegyo while they are in pregnancy was related to the imposition of their physical. psychological, emotionmental. environmental, social and spiritual conditions. Specific methods they prefer are : "listening to music. " "reading," "looking at beautiful things only," "to avoid looking at or listening to bad things." "to eat food in good shape, " "to avoid drugs," "eating Korean herbal medicine." "sexual abstinence," "to avoid dangerous places," "to keep emotional tranquility," "moderate exercises and rest." "leading a pure life." "praying." "being aware of their words and behavior." "for the couple to keep a good relationship." "interaction with their unborn child," "to support Taegyo for pregnant women," and so on. 4. The married couple put Taegyo into practice on the basis of the following principles : the principle of respecting an unborn child, the principle of forming a good disposition. the principle of top-down parental love, the principle of synergy between a pregnant woman and her unborn child, the principle of expecting a good child, the principle of forming a good habit, and the principle of acquiring a parental role. 5. The practice of Taegyo is influenced by such factors as the married couple, the supporting system, and the mass media. As the husband -and-wife factor, their information of Taegyo, the degree of importance is assigned to their characters, their time to spare, their healthiness, the age of pregnant woman, their conception plan, their religion, their belief of the Taegyo effects, and the birth of a baby in this order. The factor of the supporting system consists of her husband's support, her family support, and her neighbor's support. The mass media factors include the broadcasting media, books specialized in Taegyo, periodicals for pregnant women, booklets for advertizing powdered milk, Taegyo music of record manufacturing companies, and the teaching materials for gifted children. Among these the mass media is especially taking advantage of Taegyo as its main source of economic profits are leading the public behavior pattern to a prodigal one. Taegyo is a self-control behavior which requires practice for the following : the physical and psychological good health of the pregnant woman and her unborn child, the development of the unborn child's good character, the development of the unborn child's intelligence and talents, the expectation of the unborn child's good features. shape a good habit, the expectation of the unborn child's bright future, and the learning of a parental role, the expectation of male birth. Above all it is a type of our good cultural tradition which pursues a value higher than the one that the prenatal care does. The principles of pregnancy care inherent in the habit of Taegyo will provide us a guideline for the development of the prenatal care.

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뇌졸중환자 가족의 간호요구 (A Study on the Care Needs of Family-Caregivers to the Patients with Stroke)

  • 김미희
    • 기본간호학회지
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    • 제4권2호
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    • pp.175-192
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    • 1997
  • The purpose of this study was to identify the care needs of family-caregivers to the patients with stroke. Subjects were 115 family-caregivers caring for the patients while they were in-patients or out-patients with stroke in two general hospitals and one oriental medicine hospital located in Seoul and Kwang-Ju. The instrument used for this study was made by the researcher on the basis of results of literature review and interviews with family-caregivers, composed of 35 items. Internal validity by calculation of cronbach's alpha with data of respondents was 0.91, which was regarded as high. The Data were analyzed by SAS program, with percentage, mean, t-test, and ANOVA. Factor structures of care needs of family-caregivers were elicited by factor analysis(PCA, Varimax rotation). Datum collection had been from July 1 to August 14, 1997. The results of this study were as follows : 1. The mean score of the sum of the care needs of family-caregivers was 3.96 and the highest-mean item was 'need for immediate care(M=4.77)', and the lowest-mean item was 'need for chaplian's visit (M=2.82)'. 2. Care needs of the family-caregivers were : Need to be informed of the disease, treatment and care ; need of education and assistance related to physical functional level ; need of social support and consultation ; need of management of nursing problem related to immobility ; need of appreciation ; need of the way to communicate with patients ; need of immediate care and help. The highest mean factor was the 'need for immediate care and help(M=4.74)', and the lowest mean factor was the 'need of appreciation(M=3.58)'. 3. The variables influencing the degree of care needs perceived by family-caregivers to the patients with stroke were as follows : There were significant differences between need to be informed of the disease, treatment and care and general characteristic factors, which were family caregiver's sex (p=.0178), caring period(p=.0223) and patient's suffering period(p=.0244). There were significant differences between need of education and assistance related to physical functional level and general characteristic factors, which were patient's paralysis(p=.0177), patient's ADL dependency(p=.0032). There were significant differences between need of social support and consultation and general characteristic factors, which were family caregiver's sex(p=.0055), occupation(p=.0159), religion(p=.0093) and patient's sex(p=.0134). There was significant difference in the degree of need of management of nursing problem related to immobility, according to the patient's ADL dependency(p=.0493). There were significant differences between need of appreciation and general characteristic factors, which were family caregiver's age(p=.0107), sex(p=.0133), and patient's age(p=.0338). There were significant differences between need of the way to communicate with patient and general characteristic factors, which were patient's paralysis(p=.0002) and aphasia(p=.0001). There were significant differences between need of immediate care and help and general characteristic factors, which were family caregiver's caring period(p=.0162) and patient's suffering period(p=.0116). 4. The mean score of patient's ADL dependency was 3. 38 and the highest-mean item was 'ascending and descending stairs(M=4.12)', and the lowest-mean item was 'drinking(M=2.60)'. There was no significant difference in the degrees of care needs related to the patient's ADL dependency. 5. The highest information source of family-caregivers was from the doctors about the disease, treatment and care(26.1%). The second highest one was from mass media(20.8%), and the third one was from the nurses. The above findings may be used as the basic data to seek more efficient way of elevating nursing practice and quality for family-caregivers to the patients with stroke.

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금융기관의 CRM문제점과 개선방안에 관한연구 (A Study on the Problem and Improvement of CRM in Financial Institutions)

  • 이상윤;오성택;김문정
    • 산경연구논집
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    • 제1권1호
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    • pp.33-41
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    • 2010
  • 정보기술의 발달은 CRM분야의 혁신을 가져왔고 많은 기업들은 CRM기술혁신 분야에 투자하여 개별고객가치에 의한 차별화된 고객관리가 가능하게 됨으로써 장기고객의 지속적 확보와 비용절감효과를 얻고자 하였다. 기업들은 경쟁력 확보를 위한 전략적 도구로서 정보기술을 이용한 차별화된 서비스를 제공하지 않으면 고객과의 관계 형성이 어려워 경쟁우위를 달성할 수 없게 되었다. 이러한 측면에서 고객에 대한 맞춤형 재화와 서비스의 제공이 필수적인 것이 되었으며, 기업 내 모든 자원이 전사적으로 통합관리되는 전사적 자원관리(ERP)시스템과 과학적이고 체계적으로 고객정보를 활용할 수 있도록 설계된 고객관계관리(CRM)시스템은 기업의 경쟁력 강화를 위해 반드시 갖추어야 할 시스템이라고 할 수 있다. 본 연구는 한국 금융기관에서 실행되고 있는 CRM의 문제점과 개선방안을 제시하는데 목적을 두고 CRM의 이론적 배경을 살펴보고 현재 금융기관의 CRM 구축상황을 분석하여 개선방안을 제시하였다.

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사용자 리뷰를 통한 소셜커머스와 오픈마켓의 이용경험 비교분석 (A Comparative Analysis of Social Commerce and Open Market Using User Reviews in Korean Mobile Commerce)

  • 채승훈;임재익;강주영
    • 지능정보연구
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    • 제21권4호
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    • pp.53-77
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    • 2015
  • 국내 모바일 커머스 시장은 현재 소셜커머스가 이용자 수 측면에서 오픈마켓을 압도하고 있는 상황이다. 산업계에서는 모바일 시장에서 소셜커머스의 성장에 대해 빠른 모바일 시장진입, 큐레이션 모델 등을 주요 성공요인으로 제시하고 있지만, 이에 대한 학계의 실증적인 연구 및 분석은 아직 미미한 상황이다. 본 연구에서는 사용자 리뷰를 바탕으로 모바일 소셜커머스와 오픈마켓의 사용자 이용경험을 비교 분석하는 탐험적인 연구를 수행하였다. 먼저 본 연구는 구글 플레이에 등록된 국내 소셜커머스 주요 3개 업체와 오픈마켓 주요 3개 업체의 모바일 앱 리뷰를 수집하였다. 본 연구는 LDA 토픽모델링을 통해 1만여건에 달하는 모바일 소셜커머스와 오픈마켓 사용자 리뷰를 지각된 유용성과 지각된 편리성 토픽으로 분류한 뒤 감정분석과 동시출현단어분석을 수행하였다. 이를 통해 본 연구는 국내 모바일 커머스 상에서 오픈마켓 이용자들에 비해 소셜커머스 이용자들이 서비스와 이용편리성 측면에서 더 긍정적인 경험을 하고 있음을 증명하였다. 소셜커머스는 '배송', '쿠폰', '할인'을 중심으로 서비스 측면에서 이용자들에게 긍정적인 이용경험을 이끌어내고 있는 반면, 오픈마켓의 경우 '로그인 안됨', '상세보기 불편', '멈춤'과 같은 기술적 문제 및 불편으로 인한 이용자 불만이 높았다. 이와 같이 본 연구는 사용자 리뷰를 통해 서비스 이용경험을 효과적으로 비교 분석할 수 있는 탐험적인 실증연구법을 제시하였다. 구체적으로 본 연구는 LDA 토픽모델링과 기술수용모형을 통해 사용자 리뷰를 서비스와 기술 토픽으로 분류하여 효과적으로 분석할 수 있는 새로운 방법을 제시하였다는 점에서 의의가 있다. 또한 본 연구의 결과는 향후 소셜커머스와 오픈마켓의 경쟁 및 벤치마킹 전략에 중요하게 활용될 수 있을 것으로 기대된다.

물류센터 선진화를 위한 발전 방안에 대한 소고 (A Contemplation on Measures to Advance Logistics Centers)

  • 선일석;이원동
    • 유통과학연구
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    • 제9권1호
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    • pp.17-27
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    • 2011
  • 세계화의 진전으로 기업 간의 경쟁은 날로 치열해지고 있으며 그동안 단순 비용으로만 인식되던 물류분야가 비용과 서비스 제고 측면에서 제3의 이익원으로 인식되고 있다. 이에 물류경로 상에서 공급자와 판매자 및 수송과 보관의 연계를 원활하게 수행하도록 하는 핵심 인프라인 물류센터의 관심이 고조되고 있으며 본 연구에서는 물류센터의 활성화 및 발전을 위한 방안을 모색하고자 한다. 먼저 이론적 고찰을 통하여 선행연구 및 물류센터의 개요 및 역할, 현황 등에 대하여 알아보았으며 물류센터의 문제점 파악과 더불어 물류시설의 수요조사 및 표준화 구축을 위한 가이드 제시, 관련 법령 및 제도 정비, 규제 보완, 불공정 거래 척결을 위한 방안 등의 정책 개선, 공동화, 정보화 등을 통한 효율적 운영을 위한 시스템 구축, 안전관리, 원가산정을 통한 비용개선, 파트너쉽 구축, 재정적 지원, 부처별 협력 등의 발전방안을 제시하였으며, 이러한 방안은 물류센터의 활성화 및 선진화에 도움이 될 것으로 기대한다.

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A RURAL HEALTH SERVICE MODEL FOR KOREA BASED OH A PRIMARY CARE NURSING SERVICE SYSTEM

  • Hong, Yeo-Shin
    • 대한간호학회지
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    • 제11권2호
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    • pp.5-8
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    • 1981
  • This study concerns itself with the development of a new model of comprehensive health service for rural communities of Korea. The study was conceived to resolve the problems of both underservice in rural communities and underutilization of valuable health manpower, namely the nurses, the disenchanted elite health personnel in Korea. On review of the current situation, the greatest deficiencies in the Korean health care system were found in the availability of primary care at the peripheries of md communities, in the dissemination of knowledge of disease prevention and health care, and in the induction of and guidance for active participation by the clientele in health maintenance at the personal, family and community level Abundant untapped health resources were identified that could be brough to bear upon the national effort to extend health services to every member of the Korean Population. Therefore, it was Postulated that the problem of underservice in rural communities of Korea can be structurcturally resolved by the effective mobilization and organization of untapped health resources, and that. a primary care Nursing Service System offers the best possibility for fulfillment of rural health service goals within the current health man-power situation. In order to identify appropriate strategies to combat the present difficulties in Korean rural health services and to utilize nurses and other health personnel in community-centered health programs, a search was made for examples of innovative service models throughout the world. An extensive literature survey and field visits to project sites both in Korea and in the United States were made. Experts in the field of world health, health service, planners, administrators, and medical and nursing practitioners in Korea, in the United States as well as visitors from other Asian countries were widely consulted. On the basis of information and inputs from these experts a new rural health service model has been constructed within the conceptual framework of community development, especially of the innovation diffusion Model. It is considered especially important that citizens in each community develop capacities for self-care with assistance and supports from available health professionals and participate in health service-related decisions that affect their own well-being. The proposed model is based upon the regionalization of health care planning utilizing a comprehensive Nursing Service System at the immediate delivery level The model features: (1) a health administration unit at each administrative level; (2) mechanisms for community participation; (3) a continuous source of primary health care at the local community level; (4) relative centralization of specialty care and provision of tertiary or super-specialty care only at major national metropolitan centers; and (5) a system for patient referral to the appropriate level of care. This model has been built around professional nurses as the key community health workers because their training is particularly suited and because large numbers of well-trained nurses are currently available and being trained. The special element in this model is a professional nurse-guided, self-care facilitating primary care Community Nursing Service System. This is supported by a Nursing Extension Service as a new training and support structure. (See attached diagrams). A broad spectrum of programs was proposed for the Community Nursing Service System. These were designed to establish a balance of activities between the clinic-centered individual care component and the field activity-centered educational and supportive component of health care services. Examples of possible program alternatives and proposed guidelines for health care in specific situations were presented, as well as the roles and functions of the key health personnel within the Community Nursing Service System. This Rural Health Service Model was proposed as a real alternative to the maldistributed, inequitable, uncoordinated solo-practice, physician-centered fee-for-service health care available to Koreans today.

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검정콩 종피 함유 안토시아닌의 최적 추출조건 (Optimal Extraction Condition of Anthocyanins in Soybean (Glycine max) with Black Seed Coats)

  • 정명근;황영선;이현진;최수산나;임정대;강성택;한원영;백인열;김현경
    • 한국작물학회지
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    • 제53권1호
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    • pp.110-117
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    • 2008
  • 검정콩 품질평가의 한 기준이 되는 안토시아닌의 함량평가를 위한 분석기술 개발의 일환으로 검정콩 종피 함유 안토시아닌의 최적의 추출용매 및 추출방법을 확립하고, 주요재배 검정콩 종피 함유 안토시아닌의 함량을 정량적으로 평가한 결과를 요약하면 다음과 같다. 1. 검정콩 종피 함유 안토시아닌의 최적 추출용매를 검토한 결과 1% HCl - $H_2O$로부터 1% HCl - 80% MeOH용액까지 통계적 차이가 인정되지 않았으나, 산술적으로 1% HCl - 60% MeOH 용액으로 추출하였을 때 총 안토시아닌의 함량이 7.72 mg/g으로 가장 높은 양상을 나타내었으나, 추출용매에 메탄을 함량이 높아질수록 안토시아닌 피크의 분리도가 극히 불량한 결과를 나타내므로 종합적 견지에서 볼 때 1% HCl - 20% MeOH를 이용하여 안토시아닌을 추출하는 것이 가장 우수한 것으로 평가되었다. 2. 검정콩 종피 함유 안토시아닌의 최적 추출방법 및 추출시간을 검토한 결과 상온 12시간 추출이 가장 우수한 결과를 나타내었으며, 추출시간이 24시간 이상 지속될 경우 추출시간이 증대됨에 따라 안토시아닌의 함량이 소량 감소되는 양상을 확인할 수 있었다. 3. 국내외 주요 재배 검정콩 품종별 종피 함유 안토시아닌 색소의 함량을 비교한 결과 총 안토시아닌의 함량 범위는 1.58-10.62 mg/g으로 조사되었고, 조사된 품종 중 검정 올콩이 10.62 mg으로 가장 높은 양상을 나타내었으며, 가장 낮은 함량을 나타낸 흑청콩 대비 약 7배 높은 안토시아닌 함량을 나타내었다.

공기조화, 냉동 분야의 최근 연구 동향 - 1998년 1999년 학회지 논문에 대한 종합적 고찰 - (Recent Progress in Air Conditioning and Refrigeration Research - A Review of papers Published in the Korean Journal of Air-Conditioning and Refrigeration Engineering in 1998 and 1999 -)

  • 이재헌;김광우;김병주;이재효;김우승;조형희;김민수
    • 설비공학논문집
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    • 제12권12호
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    • pp.1098-1125
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    • 2000
  • A review on the papers published in the Korean Journal of Air-Conditioning and Refrigerating Engineering in 1998 and 1999 has been done. Focus has been put on current status of research in the aspect of heating, cooling, ventilation, sanitation and building environment. The conclusions are as follows. 1) A review of the recent studies on fluid flow, turbomachinery and pipe-network shows that many experimental investigations are conducted in applications of impingement jets. Researches on turbulent flows, pipe flows, pipe-networks are focused on analyses of practical systems and prediction of system performance. The results of noise reduction in the turbomachinery are also reported. 2) A review of the recent studies on heat transfer analysis and heat exchanger shows that there were many papers on the channel flow with the application to the design of heat exchanger in the heat transfer analysis. Various experimental and numerical papers on heat exchanger were also published, however, there were few papers available for the analysis of whole system including heat exchanger. 3) A review of the recent studies on heat pump system have focused on the multi-type system and the heat pump cycle to utilize treated sewage as the heat source. The defrosting and the frosting behaviors in the fin-tube heat exchanger is experimentally examined by several authors. Several papers on the ice storage cooling system are presented to show the dynamic simulation program and optimal operation conditions. The study on the micro heat pipes for the cooling of high power electronic components is carried out to examine the characteristics of heat and mass transfer processed. In addition to these, new type of separate thermosyphon is studied experimentally. 4) The recent studies on refrigeration/air conditioning system have focused on the system performance and efficiency for new alternative refrigerants. New systems operating with natural refrigerants are drawing lots of attention. In addition to these, evaporation and condensation heat transfer characteristics of traditional and new refrigerants are investigated for plain tubes and also for microfin tubes. Capillary tubes and orifice are main topics of research as expansion devices and studies on thermophysical properties of new refrigerants and refrigerant/oil mixtures are widely carried out. 5) A review of the recent studies on absorption cooling system shows that numerous experimental and analytical studies on the improvement of absorber performance have been presented. Dynamic analysis of compressor have been performed to understand its vibration characteristics. However research works on tow-phase flow and heat transfer, which could be encountered in the refrigeration system and various phase-change heat exchanger, were seemed to be insufficient. 6) A review of recent studies on duct system shows that the methods for circuit analysis, and flow balancing have been presented. Researches on ventilation are focused on the measurement of ventilation efficiency, and variation of ventilation efficiency with ventilation methods by numerous experimental and numerical studies. Furthermore, many studies have been conducted in real building in order to estimate indoor thermal environments. Many research works to get some information for cooling tower design have been performed but are insufficient. 7) A review on the recent studies on architectural thermal environment and building mechanical systems design shows that thermal comfort analysis is sitting environment, thermal performance analysis of Korean traditional building structures., and evaluation of building environmental load have been performed. However research works to improve the performance of mechanical system design and construction technology were seemed to be insufficient.

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복합레진의 광중합 전·후와 shade guide의 색차 비교 (COLOR DIFFERENCES BETWEEN RESIN COMPOSITES BEFORE- AND AFTER-POLYMERIZATION, AND SHADE GUIDES)

  • 전이주;조성식;엄정문
    • Restorative Dentistry and Endodontics
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    • 제24권2호
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    • pp.299-309
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    • 1999
  • The composite resin, due to its esthetic qualities, is considered the material of choice for restoration of anterior teeth. With respect to shade control, the direct-placement resin composites offer some distinct advantages over indirect restorative procedures. Visible-light-cured (VLC) composites allow dentists to match existing tooth shades or to create new shades and to evaluate them immediately at the time of restoration placement. Optimal intraoral color control can be achieved if optical changes occurring during application are minimized. An ideal VLC composite, then, would be one which is optically stable throughout the polymerization process. The shade guides of the resin composites are generally made of plastic, rather than the actual composite material, and do not accurately depict the true shade, translucency, or opacity of the resin composite after polymerization. So the numerous problems associated with these shade guides lead to varied and sometimes unpredictable results. The aim of this study was to assess the color changes of current resin composite restorative materials which occur as a result of the polymerization process and to compare the color differences between the shade guides provided with the products and the actual resin composites before- and after-polymerization. The results obtained from this investigation should provide the clinician with information which may aid in improved color match of esthetic restoration. Five light activated, resin-based materials (${\AE}$litefil, Amelogen Universal, Spectrum TPH VeridonFil-Photo, and Z100) and shade guides were used in this study. Three specimens of each material and shade combination were made. Each material was condensed inside a 1.5mm thick metal mold with 10mm diameter and pressed between glass plates. Each material was measured immediately before polymerization, and polymerized with Curing Light XL 3000 (3M Dental products, USA) visible light-activation unit for 60 seconds at each side. The specimens were then polished sequentially on wet sandpaper. Shade guides were ground with polishing stones and rubber points (Shofu) to a thickness of approximately 1.5mm. Color characteristics were performed with a spectrophotometer (CM-3500d, Minolta Co., LTD). A computer-controlled spectrophotometer was used to determine CIELAB coordinates ($L^*$, $a^*$ and $b^*$) of each specimen and shade guide. The CIELAB measurements made it possible to evaluate the amount of the color difference values (${\Delta}E{^*}ab$) of resin composites before the polymerization process and shade guides using the post-polishing color of the composite as a control, CIE standard D65 was used as the light source. The results were as follows. 1. Each of the resin composites evaluated showed significant color changes during light-curing process. All the resin composites evaluated except all the tested shades of 2100 showed unacceptable level of color changes (${\Delta}E{^*}ab$ greater than 3.3) between pre-polymerization and post-polishing state. 2. Color differences between most of the resin composites tested and their corresponding shade guides were acceptable but those between C2 shade of ${\AE}$litefil and IE shade of Amelogen Universal and their respective shade guides exceeded what is acceptable. 3. Comparison of the mean ${\Delta}E{^*}ab$ values of materials revealed that Z100 showed the least overall color change between pre-polymerization and post-polishing state followed by ${\AE}$litefil, VeridonFil-Photo, Spectrum TPH, and Amelogen Universal in the order of increasing change and Amelogen Universal. Spectrum TPH, 2100, VeridonFil-Photo and ${\AE}$litefil for the color differences between actual resin and shade guide. 4. In the clinical environment, the shade guide is the better choice than the shade of the actual resin before polymerization when matching colors. But, it is recommended that custom shade guides be made from resin material itself for better color matching.

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