• 제목/요약/키워드: national information technology management

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지상부 원격탐사 센서의 반사율지수에 의한 고추 생체량 추정 (Estimation for Red Pepper(Capsicum annum L.) Biomass by Reflectance Indices with Ground-Based Remote Sensor)

  • 김현구;강성수;홍순달
    • 한국토양비료학회지
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    • 제42권2호
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    • pp.79-87
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    • 2009
  • 지상 원격탐사 센서를 이용하여 질소 스트레스에 의한 고추의 생체량을 평가하기 위하여 사경재배를 이용한 포트실험을 수행하였다. 고추의 질소 스트레스 처리는 Hoagland 영양액 질소농도를 기준으로 40%에서 140% 까지 20% 간격으로 6개 수준으로 하였다. 고추는 이식후 120일 동안 생육시켰고 지상부의 생체중과 건물중, 잎의 질소흡수량과 엽록소 함량 그리고 수량을 조사하였다. 지상 원격탐사의 센서종류는 SPAD-502(Minolta)와 $Field\;Scout^{TM}$(CM1000, Spectrum) 엽록소 측정기, Spectroradiometer(LI-1800, Licor Inc.), $Crop\;Circle^{TM}$(Holland Scientific), 그리고 $GreenSeeker^{TM}$(Ntech Industries)를 사용하였다. 이식 후 120일째 고추의 지상부 건물중은 48.2 g/plant에서 196.6 g/plant로 큰 차이를 보였으며 변동계수는 27.8%였다. 이식후 40일, 50일 및 80일째 각 생육시기에서 원격탐사 반사율 지수들은 고추의 지상부 생체 중 및 건물중과 유의성 있는 정의 상관을 보였으며, 특히 $Crop\;Circle^{TM}$에 의한 반사율 지수들이 가장 양호한 상관계수를 보였다. 또한 고추 수확기인 이식후 120일째 고추수량, 지상부 건물중, 그리고 잎의 질소 흡수량은 생육중반기 원격탐사 센서의 반사율 지수들과 유의성 있는 정의 상관을 보였고, 특히 이식후 80일째 측정된 $Crop\;Circle^{TM}$의 aNDVI는 가장 양호한 상관계수를 보였다. 이러한 결과로부터 이식후 80일째 aNDVI는 수확기 고추의 생체량 및 질소 시비수준을 신뢰성 있게 예측할 수 있었다. 따라서 비파괴 실시간 지상원격 탐사 반사율 지수는 고추의 생육중반기 질소관리를 위한 효율적 도구로 활용 가능할 것으로 생각되었다.

주민(住民)의 전통의술(傳統醫術) 이용도(利用度) 조사연구(調査硏究) - 민속요법(民俗療法) 이용(利用)을 중심(中心) 으로 - (A Study on the Utilization Level of Traditional Medicine by Residents - On the basis of Use of Folk Medical Techniques -)

  • 김진순
    • 농촌의학ㆍ지역보건
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    • 제13권1호
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    • pp.3-18
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    • 1988
  • The general objective of this research is to study behavioral pattern of health care utilization and to measure the level of utilization of the traditional medicine. The specific objective is to study utilization pattern and content of folk medicine which is the indegenous medical technology recognized part of traditional medicine. This research was under taken to generate valid information that will provide basis data for formulating general direction for health education activities and for designing service package for general population. A social survey method was employed to obtain required information for the research activities, The survey field team consisted of 20 surveyors who all participated is an intensive 2 day training course. A total of 3091 households were visited and interviewed by the field team during the period 7 September to 6 October 1987. The major findings obtained from the information collected by the field survey are as follows ; 1) General characteristics of the study households 2562 households out of 3091 households visited were selected for final data process, 80.2 of the selected households were nuclear families ; 17.4%, extended families ; others 2.4%. Only 4.3 percent of the study population in the urban households indicated "no schooling" whereas 14.2% of the rural household members falls within this category. Study population in the urban areas are more protected against diseases by the national medical insurance system than those in rural areas. In their self appraisal of living standard, those who responded with low group are 39.6% and 50.3% respectively by urban and rural households. 2) Morbidity status Period prevalence rate for all diseases during the preceding 15 days before the date of the household interview v as 243,0 per 1,000 study population. For cases with the illness duration of within 15 days, the initial points of medical entry were diversied ; 56.9%, drug stores ; 30.9%, clinics and hospitals ; 4.6% folk medicine ; 1.7% clinics of Korean oriental medicine. Among the chronic case; with illness duration of over 90 days, 34.6% of these people utilized clinics and hospitals of modern medicine ; 31.6%, drug stores ; 18.6% clinics of Korean oriental medicine ; 6.8% folk medical techniques. Noticeable is the almost ten fold increase from the mere 0.9% in the utilization of Korean oriental medicine, whereas in the utilization of folk medicine, it is short of two-fold increase. 3) Folk medicine and its utilization Households that use folk medicine for relief and care of signs and symptoms commonly encountered in daily life, number 1969 households, which accounts for 76.9% of all the study households. This rather high level use of folk medicine is not different from rural to urban areas. The order of frequency of utilizing folk medicine among the study people are : the highest 14.3% for the relief of indigestion ; 8.6% for burns ; 5.1% for common cold ; 4.7% for hiccough ; and 4.2% for hordeolum. A present various procedures of folk medicine is being used to relieve all kinds of symptoms. 192 symptoms are identified at present. The most frequently used procedures of folk medicine appear to be based either on principles of the Korean oriental medicine or of scientific knowledge. Based on these survey findings, proposals for utilizing folk medicine are as follows First, this survey's findings will be feed back to both on the job training and on the spot guidance of community health practitioners, public health nurses and other peripheral work force in the health field, who are in daily contacts with community. This feed back will assure that the health personnel carry out their health education and information activities that are based on the utilization pattern of folk medicine as found in the survey result. Second, studies will be soon implemented that are designed to measure the efficiency and potency of these procedures and to improve these procedures of folk medicine were most frequently used by the community. Third, studies will continue to systematize medicinal plants and skills of Korean oriental medicine that are easily available at minimal cost in daily life for the prevention of diseases and management of emergency cases.

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가상대학 구현에 관한 연구 (A study on the developing and implementation of the Cyber University)

  • 최성;유갑상
    • 기술경영경제학회:학술대회논문집
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    • 기술경영경제학회 1998년도 제13회 하계학술발표회 논문집
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    • pp.116-127
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    • 1998
  • The Necessity of Cyber University. Within the rapidly changing environment of global economics, the environment of higher education in the universities, also, has been, encountering various changes. Popularization on higher education related to 1lifetime education system, putting emphasis on the productivity of education services and the acquisition of competitiveness through the market of open education, the breakdown of the ivory tower and the Multiversitization of universities, importance of obtaining information in the universities, and cooperation between domestic and oversea universities, industry and educational system must be acquired. Therefore, in order to adequately cope wi th these kinds of rapid changes in the education environment, operating Cyber University by utilizing various information technologies and its fixations such as Internet, E-mail, CD-ROMs, Interact ive Video Networks (Video Conferencing, Video on Demand), TV, Cable etc., which has no time or location limitation, is needed. Using informal ion and telecommunication technologies, especially the Internet is expected to Or ing about many changes in the social, economics and educational area. Among the many changes scholars have predicted, the development and fixations of Distant Learning or Cyber University was the most dominant factor. In the case of U. S. A., Cyber University has already been established and in under operation by the Federate Governments of 13 states. Any other universities (around 500 universities has been opened until1 now), with the help of the government and private citizens have been able to partly operate the Cyber University and is planning on enlarging step-by-step in the future. It could be seen not only as U. S. A. trying to elevate its higher education through their leading information technologies, but also could be seen as their objective in putting efforts on subordinating the culture of the education worldwide. UTRA University in U. S. A., for example, is already exporting its class lectures to China, and Indonesia regions. Influenced by the Cyber University current in the U.S., the Universities in Korea is willing .to arrange various forms of Cyber Universities. In line with this, at JUNAM National University, internet based Cyber University, which has set about its work on July of 1997, is in the state of operating about 100 Cyber Universities. Also, in the case of Hanam University, the Distant Learning classes are at its final stage of being established; this is a link in the rapid speed project of setting an example by the Korean Government. In addition, the department of education has selected 5 universities, including Seoul Cyber Design University for experimentation and is in the stage of strategic operation. Over 100 universities in Korea are speeding up its preparation for operating Cyber University. This form of Distant Learning goes beyond the walls of universities and is in the trend of being diffused in business areas or in various training programs of financial organizations and more. Here, in the hope that this material would some what be of help to other Universities which are preparing for Cyber University, I would 1ike to introduce some general concepts of the components forming Cyber University and Open Education System which has been established by JUNAM University. System of Cyber University could be seen as a general solution offered by tile computer technologies for the management on the students, Lectures On Demand, real hour based and satellite classes, media product ion lab for the production of the multimedia Contents, electronic library, the Groupware enabling exchange of information between students and professors. Arranging general concepts of components in the aspect of Cyber University and Open Education, it would be expressed in the form of the establishment of Cyber University and the service of Open Education as can be seen in the diagram below.

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북한 공역의 통일 후 지위 (The Status of North Korean Airspace after Reunification)

  • 권창영
    • 항공우주정책ㆍ법학회지
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    • 제32권1호
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    • pp.287-325
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    • 2017
  • 20세기 이후 항공우주 군사과학기술의 발달과정에 비추어 보면, 국가의 존립과 번영을 위해서 하늘은 매우 중요하다. "하늘을 지배하는 자, 세계를 지배한다!"는 격언이 제공권(制空權)의 필요성을 강조하고 있다. 이 글은 남북의 통일 과정과 통일 이후 공역(空域, airspace)의 지위에 관한 최초의 연구로서, 이를 요약하면 다음과 같다. 첫째, 영공(領空)은 영토와 영해의 상공으로 국경선과 영해선에 의하여 그 수평적 범위가 결정된다. 국경문제에 관하여 역사적 진실규명을 통한 재조정의 시도보다는 현질서의 수용이 가장 합리적이고, 통일전후과정에서 인접 국가의 지지를 받을 수 있으며, 동북아 평화를 위해서 통일한국은 북한과 중국 러시아 사이의 기존 국경협정을 그대로 존중할 필요가 있다. 그러나 현재 북한이 동해 황해에 설정한 직선기선은 국제법상 직선기선이 적용될 수 있는 사정을 갖추지 못하였기 때문에 이를 폐기하고, 통일한국은 국제법에 부합하는 기선을 다시 정하여 그 바깥쪽 12해리의 선까지에 이르는 수역을 영해로 결정하는 것이 바람직하다. 둘째, 비행정보구역(Flight Information Region)은 항공기의 안전하고 효율적인 비행과 항공기의 수색 구조에 필요한 정보를 제공하기 위하여 국제민간항공기구(ICAO)에서 획정한 구역이므로 국제법상 효력이 있다. 현재 한반도 일대에는 남한이 관할하는 인천 FIR과 북한이 관할하는 평양 FIR로 나누어져 있다. 급변사태가 발생하여 북한에서 일시적으로 평양 FIR의 관제권을 행사할 수 없는 경우에는 원칙적으로 남한이 평양 FIR의 관제권을 행사하고, 부득이한 경우에는 ICAO가 일시적으로 이를 행사하는 것이 바람직하다. 통일한국에서는 FIR의 체계적 관리와 통제, 항로개설 관리의 효율성 등을 감안하여, ICAO의 승인을 얻어 평양 FIR을 폐지하고 인천 FIR로 통합하여 운용하는 것이 바람직하다. 셋째, 방공식별구역(Air Defense Identification Zone)은 국가안전보장 목적상항공기의 용이한 식별, 위치 확인 및 통제가 요구되는 공역으로서, 해당 국가가 일방적으로 설정한다. 미국은 1951. 3. 22. 전시포고령에 의하여 한국방공식별구역(KADIZ)을 일방적으로 설정하였는데, 국방부는 2013. 12. 8. 이어도 상공을 포함하는 지역까지 확장한 새로운 KADIZ를 선포하였다. 현재 북한의 군사경계수역은 동해 황해 등 해상경계선으로만 설정되어 있는 점, 중국 러시아와의 관계에서 ADIZ로서 기능을 수행하기에 부족한 점에 비추어 보면, 통일한국이 이를 승계할 의무는 없다. 한반도의 경우에는 종심(縱深)이 짧기 때문에 영공보다 외곽에 ADIZ 경계선을 설정하여야 ADIZ 본래 목적을 달성할 수 있으므로, 통일한국의 인천 FIR과 일치하는 경계선으로 통일한국의 KADIZ를 새로 설정하여 이를 선포하는 것이 타당하다. 다만, 인접국가의 ADIZ와 중첩되거나 경계선을 같이하여 완충지역이 존재하지 않는 경우에는 군사적 긴장감이 고조될 수 있으므로, 동북아 평화를 위해서는 상호간 협상을 통하여 해상에서는 인접국가의 ADIZ 사이에 완충공간을 설정하는 것이 바람직하다.

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마이크로 멀티니들을 이용한 고주파 피부미용 의료기기를 위한 출력 장치 개발 (Developed an output device for high-frequency cosmetic medical equipment using micro multi-needle)

  • 김준태;주규태;차은종;김명미;정진형
    • 한국정보전자통신기술학회논문지
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    • 제14권5호
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    • pp.394-402
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    • 2021
  • 고령사회의 진입과 인간의 평균 수명이 연장되고, 여성의 사회적 진출 및 남성들의 외모에 대한 관심증가, 미디어 매체를 통한 K-문화가 전 세계적으로 관심을 받으면서 자연스럽게 관심은 K-Bueaty에 집중되고 있다. 최근, 의료관광 분야의 점유를 보면 성형 및 피부과와 같은 피부미용 의료관광의 경우 중국, 일본 등 아시아뿐만 아니라 북미, 유럽 등에서 인기를 누리고 있다. 사람의 노화를 가장 먼저 외면적으로 확인할 수 있는 부위는 바로 얼굴의 피부 주름이다. 깨끗하고 주름이 없으면서 탄력성 있는 건강한 피부는 대부분의 사람들이 원하는 바람이다. 대표적으로 집속형초음파자극(HIFU:High Intensity Focused Ultrasound)와 저주파, 고주파(RF:Radio Frequency), 미세전류를 이용한 갈바닉 테라피, 급속 냉각을 이용한 크라이오 테라피 등 피부의 컨디션과 상태에 따라 관리하는 방식이 달라지며, 같은 기전을 이용한 의료기기 및 피부미용 기기의 시술 역시 출력 및 자극 부위 등에 따라 시술의 효과가 차이가 난다. 본 연구는 수많은 피부미용 의료기기 및 미용기기 중 마이크로니들을 이용한 침습형 고주파 피부 의료기기를 개발하고자 국제규격인 IEC 60601-2(의료기기개별기준규격)및 MFDS(Ministry of Food and Drug Safety : 식품의약품안전처)에서 고시한 고주파 자극기 기준 규격을 준수한 고주파 출력 장치를 설계 및 개발하였다. 회로 설계는 Class-A Topology를 이용한 증폭장치(AMP:Amplifier)와 Half-Bridge Topology를 이용한 전원장치로 이루어져 있다. 개발된 고주파 출력 장치를 측정한 결과 평균 63.86%의 효율을 얻었으며, 최대출력은 116.7W, 50.67dBm으로 측정되었다.

다변량 프로빗 모형을 이용한 가전제품 구매의 상관관계 분석 (Correlation among Ownership of Home Appliances Using Multivariate Probit Model)

  • 김창섭;신정우;이미숙;이종수
    • 마케팅과학연구
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    • 제19권2호
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    • pp.17-26
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    • 2009
  • As the lifestyle of consumers changes and the need for various products increases, new products are being developed in the market. Each household owns various home appliances which are purchased through the choice of a decision maker. These appliances include not only large-sized products such as TV, refrigerator, and washing machine, but also small-sized products such as microwave oven and air cleaner. There exists latent correlation among possession of home appliances, even though they are purchased independently. The purpose of this research is to analyze the effect of demographic factors on the purchase and possession of each home appliances, and to derive some relationships among various appliances. To achieve this purpose, the present status on the possession of each home appliances are investigated through consumer survey data on the electric and energy product. And a multivariate probit(MVP) model is applied for the empirical analysis. From the estimation results, some appliances show a substitutive or complementary pattern as expected, while others which look apparently unrelated have correlation by co-incidence. This research has several advantages compared to previous literatures on home appliances. First, this research focuses on the various products which are purchased by each household, while previous researches such as Matsukawa and Ito(1998) and Yoon(2007) focus just on a particular product. Second, the methodology of this research can consider a choice process of each product and correlation among products simultaneously. Lastly, this research can analyze not only a substitutive or complementary relationship in the same category, but also the correlation among products in the different categories. As the data on the possession of home appliances in each household has a characteristic of multiple choice, not a single choice, a MVP model are used for the empirical analysis. A MVP model is derived from a random utility model, and has an advantage compared to a multinomial logit model in that correlation among error terms can be derive(Manchanda et al., 1999; Edwards and Allenby, 2003). It is assumed that the error term has a normal distribution with zero mean and variance-covariance matrix ${\Omega}$. Hence, the sign and value of correlation coefficients means the relationship between two alternatives(Manchanda et al., 1999). This research uses the data of 'TEMEP Household ICT/Energy Survey (THIES) 2008' which is conducted by Technology Management, Economics and Policy Program in Seoul National University. The empirical analysis of this research is accomplished in two steps. First, a MVP model with demographic variables is estimated to analyze the effect of the characteristics of household on the purchase of each home appliances. In this research, some variables such as education level, region, size of family, average income, type of house are considered. Second, a MVP model excluding demographic variables is estimated to analyze the correlation among each home appliances. According to the estimation results of variance-covariance matrix, each households tend to own some appliances such as washing machine-refrigerator-cleaner-microwave oven, and air conditioner-dish washer-washing machine and so on. On the other hand, several products such as analog braun tube TV-digital braun tube TV and desktop PC-portable PC show a substitutive pattern. Lastly, the correlation map of home appliances are derived using multi-dimensional scaling(MDS) method based on the result of variance-covariance matrix. This research can provide significant implications for the firm's marketing strategies such as bundling, pricing, display and so on. In addition, this research can provide significant information for the development of convergence products and related technologies. A convergence product can decrease its market uncertainty, if two products which consumers tend to purchase together are integrated into it. The results of this research are more meaningful because it is based on the possession status of each household through the survey data.

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조직의 자원을 고려한 RFID 도입단계별 영향요인에 관한 실증연구 (An Empirical Study on the Factors Affecting RFID Adoption Stage with Organizational Resources)

  • 장성희;이동만
    • Asia pacific journal of information systems
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    • 제19권3호
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    • pp.125-150
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    • 2009
  • RFID(Radio Frequency IDentification) is a wireless frequency of recognition technology that can be used to recognize, trace, and identify people, things, and animals using radio frequency(RF). RFID will bring about many changes in manufacturing and distributions, among other areas. In accordance with the increasing importance of RFID techniques, great advancement has been made in RFID studies. Initially, the RFID research started as a research literature or case study. Recently, empirical research has floated on the surface for announcement. But most of the existing researches on RFID adoption have been restricted to a dichotomous measure of 'adoption vs. non-adoption' or adoption intention. In short, RFID research is still at an initial stage, mainly focusing on the research of the RFID performance, integration, and its usage has been considered dismissive. The purpose of this study is to investigate which factors are important for the RFID adoption and implementation with organizational resources. In this study, the organizational resources are classified into either finance resources or IT knowledge resources. A research model and four hypotheses are set up to identify the relationships among these variables based on the investigations of such theories as technological innovations, adoption stage, and organizational resources. In order to conduct this study, a survey was carried out from September 27, 2008 until October 23, 2008. The questionnaire was completed by 143 managers and workers from physical distribution and manufacturing companies related to the RFID in South Korea. 37 out of 180 surveys, which turned out unfit for the study, were discarded and the remaining 143(adoption stage 89, implementation stage 54) were used for the empirical study. The statistics were analyzed using Excel 2003 and SPSS 12.0. The results of the analysis are as follows. First, the adoption stage shows that perceived benefits, standardization, perceived cost savings, environmental uncertainty, and pressures from rival firms have significant effects on the intent of the RFID adoption. Further, the implementation stage shows that perceived benefits, standardization, environmental uncertainty, pressures from rival firms, inter-organizational cooperation, and inter-organizational trust have significant effects on the extent of the RFID use. In contrast, inter-organizational cooperation and inter-organizational trust did not show much impact on the intent of RFID adoption while perceived cost savings did not significantly affect the extent of RFID use. Second, in the adoption stage, financial issues had adverse effect on both inter-organizational cooperation and the intent against the RFID adoption. IT knowledge resources also had a deterring effect on both perceived cost savings and the extent of the RFID adoption. Third, in the implementation stage, finance resources had a moderate effect on environmental uncertainty and extent of RFID use while IT knowledge resources had also a moderate effect on perceived cost savings and the extent of the RFID use. Limitations and future research issues can be summarized as follows. First, it is difficult to say that the sample is large enough to be representative of the population. Second, because the sample of this study was conducted among manufacturers only, it may be limited in analyzing fully the effect on the industry as a whole. Third, in consideration of the fact that the organizational resources in the RFID study require a great deal of researches, this research may deem insufficient to fulfill the purpose that it initially set out to achieve. Future studies using performance research are, therefore, needed to help better understand the organizational level of the RFID adoption and implementation.

설비공학 분야의 최근 연구 동향 : 2013년 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 2013)

  • 이대영;김사량;김현정;김동선;박준석;임병찬
    • 설비공학논문집
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    • 제26권12호
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    • pp.605-619
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    • 2014
  • This article reviews the papers published in the Korean Journal of Air-Conditioning and Refrigeration Engineering during 2013. It is intended to understand the status of current research in the areas of heating, cooling, ventilation, sanitation, and indoor environments of buildings and plant facilities. Conclusions are as follows. (1) The research works on the thermal and fluid engineering have been reviewed as groups of fluid machinery, pipes and relative parts including orifices, dampers and ducts, fuel cells and power plants, cooling and air-conditioning, heat and mass transfer, two phase flow, and the flow around buildings and structures. Research issues dealing with home appliances, flows around buildings, nuclear power plant, and manufacturing processes are newly added in thermal and fluid engineering research area. (2) Research works on heat transfer area have been reviewed in the categories of heat transfer characteristics, pool boiling and condensing heat transfer and industrial heat exchangers. Researches on heat transfer characteristics included the results for general analytical model for desiccant wheels, the effects of water absorption on the thermal conductivity of insulation materials, thermal properties of Octadecane/xGnP shape-stabilized phase change materials and $CO_2$ and $CO_2$-Hydrate mixture, effect of ground source heat pump system, the heat flux meter location for the performance test of a refrigerator vacuum insulation panel, a parallel flow evaporator for a heat pump dryer, the condensation risk assessment of vacuum multi-layer glass and triple glass, optimization of a forced convection type PCM refrigeration module, surface temperature sensor using fluorescent nanoporous thin film. In the area of pool boiling and condensing heat transfer, researches on ammonia inside horizontal smooth small tube, R1234yf on various enhanced surfaces, HFC32/HFC152a on a plain surface, spray cooling up to critical heat flux on a low-fin enhanced surface were actively carried out. In the area of industrial heat exchangers, researches on a fin tube type adsorber, the mass-transfer kinetics of a fin-tube-type adsorption bed, fin-and-tube heat exchangers having sine wave fins and oval tubes, louvered fin heat exchanger were performed. (3) In the field of refrigeration, studies are categorized into three groups namely refrigeration cycle, refrigerant and modeling and control. In the category of refrigeration cycle, studies were focused on the enhancement or optimization of experimental or commercial systems including a R410a VRF(Various Refrigerant Flow) heat pump, a R134a 2-stage screw heat pump and a R134a double-heat source automotive air-conditioner system. In the category of refrigerant, studies were carried out for the application of alternative refrigerants or refrigeration technologies including $CO_2$ water heaters, a R1234yf automotive air-conditioner, a R436b water cooler and a thermoelectric refrigerator. In the category of modeling and control, theoretical and experimental studies were carried out to predict the performance of various thermal and control systems including the long-term energy analysis of a geo-thermal heat pump system coupled to cast-in-place energy piles, the dynamic simulation of a water heater-coupled hybrid heat pump and the numerical simulation of an integral optimum regulating controller for a system heat pump. (4) In building mechanical system research fields, twenty one studies were conducted to achieve effective design of the mechanical systems, and also to maximize the energy efficiency of buildings. The topics of the studies included heating and cooling, HVAC system, ventilation, and renewable energies in the buildings. Proposed designs, performance tests using numerical methods and experiments provide useful information and key data which can improve the energy efficiency of the buildings. (5) The field of architectural environment is mostly focused on indoor environment and building energy. The main researches of indoor environment are related to infiltration, ventilation, leak flow and airtightness performance in residential building. The subjects of building energy are worked on energy saving, operation method and optimum operation of building energy systems. The remained studies are related to the special facility such as cleanroom, internet data center and biosafety laboratory. water supply and drain system, defining standard input variables of BIM (Building Information Modeling) for facility management system, estimating capability and providing operation guidelines of subway station as shelter for refuge and evaluation of pollutant emissions from furniture-like products.

머신러닝을 활용한 수도권 약수터 수질 예측 모델 개발 (Development of a water quality prediction model for mineral springs in the metropolitan area using machine learning)

  • 임영우;엄지연;곽기영
    • 지능정보연구
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    • 제29권1호
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    • pp.307-325
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    • 2023
  • 코로나19 팬데믹의 장기화로 인해 실내 생활에 지쳐가는 사람들이 우울감, 무기력증 등을 해소하기 위해 근거리의 산과 국립공원을 찾는 빈도가 폭발적으로 증가하였다. 자연으로 나온 수많은 사람들이 오가는 걸음을 멈추고 숨을 돌리며 쉬어가는 장소가 있는데 바로 약수터이다. 산이나 국립공원이 아니더라도 근린공원 또는 산책로에서도 간간이 찾아볼 수 있는 약수터는 수도권에만 약 6백여개가 위치해 있다. 하지만 불규칙적이고 수작업으로 수행되는 수질검사로 인해 사람들은 실시간으로 검사 결과를 알 수 없는 상태에서 약수를 음용하게 된다. 따라서 본 연구에서는 약수터 수질에 영향을 미치는 요인을 탐색하고 다양한 곳에 흩어져 있는 데이터를 수집하여 실시간으로 약수터 수질을 예측할 수 있는 모델을 개발하고자 한다. 데이터 수집의 한계로 인해 서울과 경기로 지역을 한정한 후 데이터 관리가 잘 이루어지고 있는 18개 시의 약 300여개 약수터를 대상으로 2015~2020년의 수질 검사 데이터를 확보하였다. 약수터 수질 적합 여부에 영향을 미칠 것으로 여겨지는 다양한 요인들 중 두 차례의 검토를 거쳐 총 10개의 요인을 최종 선별하였다. 최근 주목받고 있는 자동화 머신러닝 기술인 AutoML 기법을 활용하여 20여가지의 머신러닝 기법들 중 예측 성능 기준 상위 5개의 모델을 도출하였으며 그 중 catboost 모델이 75.26%의 예측 분류 정확도로 가장 높은 성능을 가지고 있음을 확인하였다. 추가로 SHAP 기법을 통해 분석에 사용한 변인들이 예측에 미치는 절대적인 영향력을 살펴본 결과 직전 수질 검사에서 부적합 판정을 받았는지 여부가 가장 중요한 요인이었으며 그 외 평균 기온, 과거 연속 2번 수질 부적합 판정 기록 유무, 수질 검사 당일 기온, 약수터 고도 등이 수질 부적합 여부에 영향을 미치고 있음을 확인하였다.

수질정화용 인공습지 개방수역에서 유입수질에 따른 식물플랑크톤의 광합성특성 및 유기물생산력 (Photosynthetic Characteristics and Primary Production by Phytoplankton with Different Water Quality of Influent in Open Waters of Constructed Wetlands for Water Treatment)

  • 최광순;황길순;김동섭;김세원;김호준;조성주;박제철
    • 생태와환경
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    • 제40권1호
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    • pp.61-71
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    • 2007
  • 본 연구는 국내 최대의 수질정화용 인공습지인 시화호 인공습지의 개방수역(open water)에서 식물플랑크톤에 의한 광합성특성 및 유기물생산력을 조사 평가하여 효율적인 습지관리를 위해 open water관리방안의 기초자료를 제공하기 위함이다. 식물플랑크톤의 광합성특성 및 1차 생산력은 유입수의 수질특성과 체류시간이 다른 반월천습지와 동화천습지의 open water에서 조사되었다. 조사기간 동안 시화호 인공습지내 5개 open water에서 식물플랑크톤에 의한 1차 생산력은 $481{\sim}11,275mgC\;m^{-2}\;day^{-1}$의 범위로 연중 부영양화 수준을 보였고 계절과 지점에 따라 변동이 컸다. 시화호 인공습지에서 식물플랑크톤의 P-I curve 모델계수를 통한 광합성특성은 두 습지로 유입되는 유입수의 상반되는 수질특성(인과 질소 농도)에 크게 영향을 받는 것으로 나타났다. 최대광합성속도 (Pmax)는 $42{\times}1,014 mgC\;m^{-3}\;hr^{-1}$로 chi. ${\alpha}$ 농도와 양의 상관(R=0.47)을 보였다. 식물플랑크톤의 광합성효율을 나타내는 동화계수(AN)두 습지 모두 고습지와 저습지의 AN값의 차이를 보이지 않았지만 동화천습지의 AN값이 평균 8.5gC $gChl^{-1}\;hr^{-1}$로 반월천습지의 평균 5.8gC $gChl^{-1}\;hr^{-1}$보다 높은 값을 보여 인 농도가 높은 동화천습지에서 식물플랑크톤의 광합성효율이 큰 것으로 나타났다. 두 하천의 수질특성으로부터 식물플랑크톤의 광합성효율은 질소보다 인 농도 그리고 작은 TN/TP와 관련이 있는 것으로 사료된다. 낮은 광도에 대한 광합성능력을 나타내는 초기기울기와 동화계수 사이에는 높은 양의 상관(R=0.81)을 보인 것으로 보아, 낮은 광조건에서 광합성능력이 큰 식물플랑크톤이 광합성효율도 큰 것으로 나타났다. 본 연구에서 시화호 인공습지의 open water에서 식물플랑크톤에 의한 유기물생산이 매우 높은 것으로 보아 식물플랑크톤이 습지의 수질 및 수처리효율에 영향을 미칠 것을 판단된다. 습지의 수처리효율을 향상시키기 위해서는 체류시간을 짧게 해주거나 open water의 면적을 줄여 식물플랑크톤의 증식을 억제하거나 또는 증식한 식물플랑크톤이 습지외부로 유출되지 않도록 하는 관리방안이 필요할 것으로 본다.