• 제목/요약/키워드: Low input management

검색결과 212건 처리시간 0.028초

활 전복 수입에 의한 전복허피스바이러스감염증 (abalone herpes-like virus) 유입 위험평가 (A Stochastic Model to Quantify the Risk of Introduction of Abalone Herpes-like Virus Through Import of Abalones)

  • 박선일
    • 한국임상수의학회지
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    • 제31권1호
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    • pp.40-45
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    • 2014
  • Abalone herpes-like virus (AbHV) is a fatal disease of abalones that impose severe economic impacts on the industry of infected regions due to high mortality. The aim of this study was to quantify the risk of introducing AbHV into Korea through the importation of live abalones for human consumption by import risk analysis (IRA). Monte Carlo simulation models were developed to provide estimates of the probability that a ton of imported abalone contains at least one AbHV-infected individual, using historical trade data and relevant literatures. A sensitivity analysis with 5,000 iterations was also conducted to determine the extent to which input parameters affect the outcome of the model. Although many uncertainties were present in the data, the results indicated that, if 5,000 tons of abalone were imported from a hypothetical exporting country with low prevalence of AbHV (model 1), there would be at least one AbHV-infected abalones in 4,816 of those tons (96.3%), while there would be at least one AbHV-infected abalones in 100% of those tons imported from country with high prevalence (model 2). Sensitivity analysis indicated that for model 1, prevalence was the strongest influence factor on the predicted number of infections. For model 2, background mortality and washing to reduce the risk of surface contamination during processing were the major contributing factors. Risk management strategies need to be enforced to reduce the risk of AbHV introduction in that at least one infected abalone would remain in a consignment from country even with a low prevalence of AbHV infection. The methodology and the results presented here will contribute to improve the development of AbHV management program, and with more accurate data this IRA model will aid science-based decision-making on mitigation strategies to reduce the risk of AbHV introduction in Korea.

Automated Prioritization of Construction Project Requirements using Machine Learning and Fuzzy Logic System

  • Hassan, Fahad ul;Le, Tuyen;Le, Chau;Shrestha, K. Joseph
    • 국제학술발표논문집
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    • The 9th International Conference on Construction Engineering and Project Management
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    • pp.304-311
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    • 2022
  • Construction inspection is a crucial stage that ensures that all contractual requirements of a construction project are verified. The construction inspection capabilities among state highway agencies have been greatly affected due to budget reduction. As a result, efficient inspection practices such as risk-based inspection are required to optimize the use of limited resources without compromising inspection quality. Automated prioritization of textual requirements according to their criticality would be extremely helpful since contractual requirements are typically presented in an unstructured natural language in voluminous text documents. The current study introduces a novel model for predicting the risk level of requirements using machine learning (ML) algorithms. The ML algorithms tested in this study included naïve Bayes, support vector machines, logistic regression, and random forest. The training data includes sequences of requirement texts which were labeled with risk levels (such as very low, low, medium, high, very high) using the fuzzy logic systems. The fuzzy model treats the three risk factors (severity, probability, detectability) as fuzzy input variables, and implements the fuzzy inference rules to determine the labels of requirements. The performance of the model was examined on labeled dataset created by fuzzy inference rules and three different membership functions. The developed requirement risk prediction model yielded a precision, recall, and f-score of 78.18%, 77.75%, and 75.82%, respectively. The proposed model is expected to provide construction inspectors with a means for the automated prioritization of voluminous requirements by their importance, thus help to maximize the effectiveness of inspection activities under resource constraints.

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Impact of the Fidelity of Interactive Devices on the Sense of Presence During IVR-based Construction Safety Training

  • Luo, Yanfang;Seo, JoonOh;Abbas, Ali;Ahn, Seungjun
    • 국제학술발표논문집
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    • The 8th International Conference on Construction Engineering and Project Management
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    • pp.137-145
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    • 2020
  • Providing safety training to construction workers is essential to reduce safety accidents at the construction site. With the prosperity of visualization technologies, Immersive Virtual Reality (IVR) has been adopted for construction safety training by providing interactive learning experiences in a virtual environment. Previous research efforts on IVR-based training have found that the level of fidelity of interaction between real and virtual worlds is one of the important factors contributing to the sense of presence that would affect training performance. Various interactive devices that link activities between real and virtual worlds have been applied in IVR-based training, ranging from existing computer input devices (e.g., keyboard, mouse, joystick, etc.) to specially designed devices such as high-end VR simulators. However, the need for high-fidelity interactive devices may hinder the applicability of IVR-based training as they would be more expensive than IVR headsets. In this regard, this study aims to understand the impact of the level of fidelity of interactive devices in the sense of presence in a virtual environment and the training performance during IVR-based forklift safety training. We conducted a comparative study by recruiting sixty participants, splitting them into two groups, and then providing different interactive devices such as a keyboard for a low fidelity group and a steering wheel and pedals for a high-fidelity group. The results showed that there was no significant difference between the two groups in terms of the sense of presence and task performance. These results indicate that the use of low-fidelity interactive devices would be acceptable for IVR-based safety training as safety training focuses on delivering safety knowledge, and thus would be different from skill transferring training that may need more realistic interaction between real and virtual worlds.

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국내 주요 선박관리기업의 효율성 분석에 관한 연구 (Efficiency Analysis of Korean Major Ship Management Corporations)

  • 전준우;이태휘;여기태
    • 한국항만경제학회지
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    • 제28권4호
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    • pp.79-98
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    • 2012
  • 해운업의 효율성과 관련된 연구접근은 해상운송과 컨테이너 항만에 치우쳐 있어 선박관리업과 관련된 연구는 찾아보기 힘든 실정이다. 이러한 측면에서 본 연구에서는 국내주요 선박관리업 회사의 효율성을 비교 분석하여 효율성방안을 제시하는 것을 연구목적으로 하였다. 이를 위해 DEA를 통해 효율성 분석을 실시했다. 분석대상은 2011년 외국적선, 국적선으로 분류한 뒤 상위 매출액 10개 기업을 선정했다. 효율성 분석을 위해 관리선박 척수를 투입변수로 선정했으며, 선원 수, 매출액을 산출변수로 선정했다. 분석 결과, 외국적선의 해영선박 국적선의 범진상운, 대한해운, 에스티엑스마린서비스, 우림선박이 효율성 1.00으로 높게 분석되었으며 또한 BDI지수와 How Robinson Container Index의 3년간 연평균(2009~2011년)과 동기간 효율성과 매출액의 상관관계를 분석한 결과, 효율성 보다는 매출액이 해상운임지수에 탄력적인 것으로 나타났다.

태백권 배수관망 개량사업의 비용효과분석 최적화 모델 연구 (A Study on Cost Benefit Analysis Optimization Model for Water Distribution Network Rehabilitation Project of Taebaek Region)

  • 김태곤;최태호;김경필;구자용
    • 상하수도학회지
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    • 제29권3호
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    • pp.395-406
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    • 2015
  • This research carried out an analysis on input cost and leakage reduction effect by leakage reduction method, focusing on the project for establishing an optimal water pipe network management system in the Taebaek region, which has been executed annually since 2009. Based on the result, optimal cost-benefit analysis models for water distribution network rehabilitation project were developed using DEA(data envelopment analysis) and multiple regression analysis, which have been widely utilized for efficiency analysis in public and other projects. DEA and multiple regression analysis were carried out by applying 4 analytical methods involving different ratios and costs. The result showed that the models involving the analytical methods 2 and 4 were of low significance (which therefore were excluded), and only the models involving the analytical methods 1 and 3 were suitable. From the result it was judged that the leakage management method to be executed with the highest priority for the improvement of revenue water ratio was installation of pressure reduction valve, followed by replacement of water distribution pipe, replacement of water supply pipe, and then leakage detection and repair; and that the execution of leakage management methods in this order would be most economical. In addition, replacement of water meter was also shown to be necessary in case there were a large number of defective water meters.

Level and Origin of Polycyclic Aromatic Hydrocarbons (PAHs) in Sediments from Ulsan Bay, Korea

  • Moon, Hyo-Bang;Park, Hee-Gu;Kim, Sang-Soo;Lee, Pil-Yong
    • Environmental Sciences Bulletin of The Korean Environmental Sciences Society
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    • 제10권S_3호
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    • pp.113-119
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    • 2001
  • Surface sediments(0~5 cm) were sampled from 22 stations in Ulsan Bay, one of the most highly industrialized regions in Korea, in November 2000. The sediment samples were analyzed for their polycyclic aromatic hydrocarbon(PAH) content using a gas chromatography coupled to a mass spectrometer detector(GC/MSD). The total PAH concentrations in the sediments varied from 14 to 7108 ng/g dry weight with a mean value of 1052 ng/g dry weight. The level of carcinogenic PAHs ranged from 6 to 2396 ng/g dry weight with a mean value of 433 ng/g dry weight. The highest PAH concentrations in the sediments from Ulsan Bay were found at Station U8, whereas the lowest levels were observed at Stations U2 and U 17. The PAH distribution exhibited a decreasing gradient from the inner basin to the outer bay. The predominant contributors to the aromatic ring groups of the 16 PAHs were four- and five-ring groups, such as fluoranthene, pyrene, benzo[a]anthracene, chrysene, benzor[b]fluoranthene, benzor[k]fluoranthene and benzo[a]pyrene, while two- and three-ring aromatics, like naphthalene, acenapthylene, acenaphthene, fluorene, phenanthrene and anthracene, only exhibited a low concentration. The molecular indices for phenanthrene/anthracene and fluoranthen/pyrene were used to Identify the origin of the PAH contamination in the sediments. The results indicated that the PAH contamination in Ulsan Bay was mostly Pyrolytic in origin with a Petrogenic input adjacent to Ulsan and Jangsuengpo harbor.

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LSTM Networks 딥러닝 기법과 SWAT을 이용한 유량지속곡선 도출 및 평가 (A study on the derivation and evaluation of flow duration curve (FDC) using deep learning with a long short-term memory (LSTM) networks and soil water assessment tool (SWAT))

  • 최정렬;안성욱;최진영;김병식
    • 한국수자원학회논문집
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    • 제54권spc1호
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    • pp.1107-1118
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    • 2021
  • 지구온난화로 인해 발생한 기후변화는 한반도의 홍수, 가뭄 등의 발생빈도를 증가시켰으며, 이로 인해 인적, 물적 피해가 증가한 것으로 나타났다. 수재해 대비 및 대응을 위해서는 국가 차원의 수자원 관리 계획 수립이 필요하며, 유역 단위 수자원 관리를 위해서는 장기간 관측된 유량 자료를 이용하여 도출된 유량지속곡선이 필요하다. 전통적으로 수자원 분야에서 유량지속곡선을 도출하기 위하여 물리적 기반의 강우-유출 모형이 많이 사용되고 있으며, 최근에는 데이터 기반의 딥러닝 기법을 이용한 유출량 예측 기법에 관한 연구가 진행된 바 있다. 물리적 기반의 모형은 수문학적으로 신뢰도 높은 결과를 도출할 수 있으나, 사용자의 높은 이해도가 요구되며, 모형 구동 시간이 오래 걸릴 수 있는 단점이 있다. 데이터 기반의 딥러닝 기법의 경우 입력 자료가 간단하며, 모형 구동 시간이 비교적 짧으나 입력 및 출력자료 간의 관계가 블랙박스로 처리되어 수리·수문학적 특성을 반영할 수 없는 단점이 있다. 본 연구에서는 물리적 기반 모형으로 국내외에서 적용성이 검증된 Soil Water Assessment Tool (SWAT)의 매개변수 보정(Calibration)을 통해 장기간의 결측치 없는 데이터를 산출하고, 이를 데이터 기반 딥러닝 기법인 Long Short-term Memory (LSTM)의 훈련(Training) 데이터로 활용하였다. 시계열 데이터 분석 결과 검·보정 전체 기간('07-'18) 동안 Nash-Sutcliffe Efficiency (NSE)와 적합도 비교를 위한 결정계수는 각각 0.04, 0.03 높게 도출되어 모형에서 도출된 SWAT의 결과가 LSTM보다 전반적으로 우수한 것으로 나타났다. 또한, 모형에서 도출된 연도별 시계열 자료를 내림차순하여 산정된 유량지속곡선과 관측유량 기반의 유량지속곡선과 비교한 결과 NSE는 SWAT과 LSTM 각각 0.95, 0.91로 나타났으며, 결정계수는 0.96, 0.92로 두 모형 모두 우수한 성능을 보였다. LSTM 모형의 경우 저유량 부분 모의의 정확도 개선이 필요하나, 방대한 입력 자료로 인해 모형 구축 및 구동 시간이 오래 걸리는 대유역과 입력 자료가 부족한 미계측 유역의 유량지속곡선 산정 등에 활용성이 높을 것으로 판단된다.

UVLO 보호기능이 추가된 LDO 레귤레이터 설계 (Design of a Low Drop-out Regulator with a UVLO Protection Function)

  • 박원경;이수진;박용수;송한정
    • 전자공학회논문지
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    • 제50권10호
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    • pp.239-244
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    • 2013
  • 본 논문에서는 고속 PMIC(Power Management Integrated Circuit) 회로를 위한 저전압 입력 보호기능을 가지는 UVLO(Under Voltage Lock Out) 기능이 탑재된 LDO(Low Drop-Out) 레귤레이터를 설계하였다. 설계된 LDO 레귤레이터는 밴드갭 기준전압 회로, 오차 증폭회로, 파워 트랜지스터 등으로 이루어지진다. LDO 레귤레이터는 5 V 전원전압으로부터 3.3 V 출력을 갖도록 설계되었으며, 저전압 입력보호 기능을 하는 UVLO 회로는 전원부와 파워 트랜지스터 사이에 삽입된다. 또한 UVLO는 5 V 구동전압에서, 하강 시 2.7 V 에서 LDO 레귤레이터 동작을 멈추게 하고, 구동전압 상승 시 4.0 V 에서 LDO 레귤레이터가 정상 동작한다. $1{\mu}m$ 20 V 고전압 CMOS 공정을 사용하여 모의실험 한 결과, 설계한 LDO 레귤레이터는 5.88 mV/V의 라인레귤레이션을 가지고, 부하전류가 0 mA에서 200 mA로 변할 때 27.5 uV/mA의 로드레귤레이션을 보였다.

User-centered Design of m-Learning System: Moodle On The Go

  • Minovic, Miroslav;Stavljanin, Velimir;Milovanovic, Milos;Starcevic, Dusan
    • Journal of Computing Science and Engineering
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    • 제4권1호
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    • pp.80-95
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    • 2010
  • In order to truly integrate e-Learning system into regular curriculum at a university, mobile access to Learning Management Systems has to be enabled. Mobile devices have the potential to be integrated into the classroom, because they contain unique characteristics such as portability, social interactivity, context sensitivity, connectivity and individuality. Adoption of Learning Management Systems by students is still on the low rate, mostly because of poor usability of existing e-Learning systems. Our initial research has confirmed this hypothesis. Usability issue is rising to the higher level on the mobile platform, because of the mobile devices' limited screen size, input interfaces and bandwidth, and also because of the context of use. Our second hypothesis was that it is wrong to consider a mobile device as a surrogate for desktop or laptop personal computer (PC). By just adopting the existing Learning Management System on mobile devices with adaptive technologies such as Google proxy, we do not acquire the satisfactory results. Usability can prove to be even lower compared to desktop application. One possible solution to the problem could be development of rich client applications for today's mobile devices that would raise the usability to a higher level. We developed a PocketPC prototype application by using user-centered design principles, which we presented as a third alternative in usability research conducted among university students. Results gathered in such a way have confirmed that development of e-Learning system, in order to be widely accepted by students, needs to have the user(student) in the center of development process.

분재(盆栽)의 대량재배(大量栽培)를 위한 관수(灌水)시스템과 관리방법(管理方法)의 개발(開發) (Development of Bottom Irrigation System and Management Method for Cultivation of Bonsai)

  • 이기의;정진형
    • Journal of Forest and Environmental Science
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    • 제19권1호
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    • pp.48-68
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    • 2003
  • 현재 분재재배의 큰 문제점은 높은 노동력에 비해 생산성이 매우 낮은 것이다 본 연구는 관수시스템과 관리방법의 개발로 고품질의 분재를 대량생산하기 위해 실시되었다. FRP분상에서 재배된 분재는 직수관수나 스프링클러 관수에 비해 저변관수시스템에서 생육이 매우 좋았다. 또한 저면관수시스템은 노동력을 크게 줄일 수 있었고 짧은 기간에 대량생산을 할 수 있었다. 또한 비닐하우스내(內)에서 저면관수 시스템의 이용은 조기생산은 물론 고품질의 분재를 생산할 수 있었으며 내한성이 약한 수종들도 겨울재배가 가능하였다. 본 연구는 세계시장을 위한 국가경쟁력에 크게 기여하였을 뿐만 아니라 농가 수익에도 큰 도움을 줄 수 있었다.

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