• Title/Summary/Keyword: 장기적 사용성

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A Study on the Forecasting of Bunker Price Using Recurrent Neural Network

  • Kim, Kyung-Hwan
    • Journal of the Korea Society of Computer and Information
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    • v.26 no.10
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    • pp.179-184
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    • 2021
  • In this paper, we propose the deep learning-based neural network model to predict bunker price. In the shipping industry, since fuel oil accounts for the largest portion of ship operation costs and its price is highly volatile, so companies can secure market competitiveness by making fuel oil purchasing decisions based on rational and scientific method. In this paper, short-term predictive analysis of HSFO 380CST in Singapore is conducted by using three recurrent neural network models like RNN, LSTM, and GRU. As a result, first, the forecasting performance of RNN models is better than LSTM and GRUs using long-term memory, and thus the predictive contribution of long-term information is low. Second, since the predictive performance of recurrent neural network models is superior to the previous studies using econometric models, it is confirmed that the recurrent neural network models should consider nonlinear properties of bunker price. The result of this paper will be helpful to improve the decision quality of bunker purchasing.

An Efficiency Analysis of the Long-term Care Facilities Using DEA Model (자료포락분석을 이용한 노인요양시설 효율성 연구)

  • Jeong, Seong Bae
    • Journal of the Korea Society of Computer and Information
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    • v.20 no.6
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    • pp.141-150
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    • 2015
  • The aim of this study is to analysis the efficiency of the Long-term Care facilities as well as make counterproposals to conduct of efficient management for the Long-term Care facilities. The data of professionals states of Long-term Care facilities and wages state of Long-term Care facilities from regions in 2014. To analyse the data, the number of professionals and facilities are an input variable whereas the size of number and wages are the output variables. The results showed as below. First, according to the CCR test, Kangwon, Gyeonggi, GyeongNam, Deajeon, Seoul, Ulsan, Incheon, Jeju, and Chong Buk showed significance, but Daegu and Busan showed no significance. Second, the BCC result showed that Kangwon, Gyeonggi, GyeongNam, Deajeon, Seoul, Ulsan, Incheon, Jeju, and Chong Buk has efficiency whereas Daegu and Busan has no efficiency. The result of excess efficieincy analysis confirmed 133.5% in Jeju as the highest area, 37.54% of the highest efficiency of the care provider, and 28.61% of imporvable possibility with doctor's number. The realization of increasing numbers, the ensure of the doctor's number, and consolidating of the care provider's the espertise are required for the future.

Control of pressure and thrust for a variable thrust solid propulsion system using linearization (선형화 기법을 이용한 가변추력 고체추진 기관의 압력 및 추력 제어)

  • Kim, Young-Seok;Cha, Ji-Hyeong;Ko, Sang-Ho
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2011.04a
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    • pp.167-174
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    • 2011
  • Solid propulsion systems have simple structures compared to other propulsion systems and are suitable to long-term storage. However the systems generally have limits on control of thrust levels. In this paper we suggest control algorithms for combustion chamber pressure of variable thrust solid propulsion systems using special nozzles such as pintle valve. For this we use a simple pressure change model by considering only mass conservation within the combustion chamber, design a classical algorithm and also a nonlinear controller using feedback linearization technique. Derived thrust equation and designe a thrust control model. We design the proportion-integral controller for linearizing about operating point. We also demonstrate the performance of controller model through numerical simulations.

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A Study on the Impact of Caregivers' Job Characteristics on Organizational Contextual Performance in Long-Term Care Facilities for the Elderly (노인장기요양시설 요양보호사의 직무특성이 조직의 맥락적 성과에 미치는 영향: 직무태도와 조직풍토의 이중매개효과)

  • Yun Il Hyun
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.3
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    • pp.675-681
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    • 2024
  • The purpose of this study is to investigate the mediating effects of job characteristics and organizational contextual performance of care workers. This is an empirical analysis of the dual mediating effect of job attitude and organizational climate. A total of 274 caregivers were recruited. SASS process macro was used for data analysis. The results of the study were as follows. First, there was a significant correlation between job characteristics, job attitude, organizational climate, and contextual performance. Second, job attitude and organizational climate had a double mediating effect between job characteristics and contextual performance. Third, job attitude and organizational climate had a significant mediating effect between job characteristics and contextual performance. Based on this, psychological voluntary job competency improvement methods and follow-up studies were suggested to improve the job performance of care workers.

Altered Functions of Adrenoceptors in Splanchnic Vascular Beds in Portal Hypertensive Rat Model: Effect of Propranolol (문맥 고혈압 흰쥐에 있어서 내장혈관의 아드레나린성 수용체의 기능변동과 이에 대한 Propranolol의 효과)

  • Kim, Chi-Dae;Hong, Ki-Whan
    • The Korean Journal of Pharmacology
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    • v.24 no.1
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    • pp.63-70
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    • 1988
  • Alterations in splanchnic circulatory hemodynamics along with reactivities to the alpha adrenoceptor agonists were assessed in association with the preventive effects of propranolol 10 days after portal ligation. Decreases in precapillary resistance (Ra) and postcapillary resistance (Rv) along with increases in mesenteric blood flow (MBF) and capillary pressure (CP) were observed in conjunction with an increment of splenic pulp pressure (SPP). Dose-dependent increase in Rv in response to noradrenaline, increases in Ra and RV to adrenaline, and increases in superior mesenteric arterial pressure (SMAP), Ra and Rv to phenylephrine observed in sham group were significantly attenuated by portal vein stenosis. In PPL-3 group (propranolol 3 mg/kg, i.p. three times daily for 10 days), MBF was significantly decreased in association with decrease in mesenteric venous pressure (MVP) when compared with those of protal ligated (PL) group, and decreased Ra and Rv in PL group were recovered toward the values of sham group. Likewise, in PPL-1 group (propranolol 5 mg/kg, i.p. once daily for 10 days), the pressor response of Rv to adrenaline was recovered up to the level of sham group. Thus, it is suggested that decreases in Ra and Rv in association with increases in MBF and CP may have a close relevance to the increased SPP, and the changes in circulatory hemodynamics and vascular reactivities were effectively reversed by longterm propranolol treatment. Based on these results, it is concluded that these changes observed in portal hypertension are closely related with the altered functions of the adrenoceptors in the splanchnic vascular beds.

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Exploring Determinants of Continued Usage Intention of Mobile TV - A Case of DMB in KOREA -

  • Fu, Bin;Jung, Chul-Ho
    • Proceedings of the Korea Database Society Conference
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    • 2010.06a
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    • pp.267-275
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    • 2010
  • 최근 모바일 기술이 지속적으로 발전해 감에 따라 모바일 통신 네트워크를 통한 방송서비스인 모바일 TV가 급속한 확산을 보이고 있다. 기존 모바일 TV 서비스를 대상으로 수행한 선행연구는 주로 모바일 TV 서비스 관련 기술 탐색, 최신 시장동향 분석, 서비스 수용 영향요인 등을 중심으로 연구가 활발히 진행되어 온 반면 서비스 수용 후 행동에 관하여 체계적인 분석을 수행한 연구는 부족한 것이 현실이다. 이러한 배경 하에서, 본 연구는 모바일 TV 서비스 이용자를 대상으로 해당 서비스에 대한 지속적 이용의도 형성에 중요한 영향을 미칠 것으로 예상되는 요인을 파악해 보는 것을 주목적으로 하였다. 연구목적을 효과적으로 달성하기 위하여 본 연구에서는 관련 문헌에 관한 종합적 고찰을 통해 모바일 TV 서비스의 채택 후 행동을 체계적으로 파악해 보기 위하여 지각된 놀이성, 기대 일치, 지각된 사용용이성, 지각된 유용성, 만족, 지속 이용 의도 등 여섯 가지 차원을 포함한 연구모델을 제안하였다. 그리고 제안된 연구모델에 포함된 각 요인들 간의 영향관계에 관한 연구가설을 수립하였다. 향후 모바일 TV 이용자를 대상으로 설문조사를 수행하고, 제안된 모델 및 가설에 대한 실증적 분석을 실시해 보고자 한다. 본 연구의 결과를 토대로 최근 사용자 수가 급증하고 있으며, 높은 관심의 대상이 되고 있는 모바일 TV 분야의 연구자 및 실무자들에게 서비스 이용자를 장기적으로 유지하고, 이를 토대로 지속적인 수익을 창출하는데 도움을 줄 수 있는 시사점을 제공해 보고자 한다.

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Review on Rock-Mechanical Models and Numerical Analyses for the Evaluation on Mechanical Stability of Rockmass as a Natural Barriar (천연방벽 장기 안정성 평가를 위한 암반역학적 모델 고찰 및 수치해석 검토)

  • Myung Kyu Song;Tae Young Ko;Sean S. W., Lee;Kunchai Lee;Byungchan Kim;Jaehoon Jung;Yongjin Shin
    • Tunnel and Underground Space
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    • v.33 no.6
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    • pp.445-471
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    • 2023
  • Long-term safety over millennia is the top priority consideration in the construction of disposal sites. However, ensuring the mechanical stability of deep geological repositories for spent fuel, a.k.a. radwaste, disposal during construction and operation is also crucial for safe operation of the repository. Imposing restrictions or limitations on tunnel support and lining materials such as shotcrete, concrete, grouting, which might compromise the sealing performance of backfill and buffer materials which are essential elements for the long-term safety of disposal sites, presents a highly challenging task for rock engineers and tunnelling experts. In this study, as part of an extensive exploration to aid in the proper selection of disposal sites, the anticipation of constructing a deep geological repository at a depth of 500 meters in an unknown state has been carried out. Through a review of 2D and 3D numerical analyses, the study aimed to explore the range of properties that ensure stability. Preliminary findings identified the potential range of rock properties that secure the stability of central and disposal tunnels, while the stability of the vertical tunnel network was confirmed through 3D analysis, outlining fundamental rock conditions necessary for the construction of disposal sites.

Efficient Collecting Scheme the Crack Data via Vector based Data Augmentation and Style Transfer with Artificial Neural Networks (벡터 기반 데이터 증강과 인공신경망 기반 특징 전달을 이용한 효율적인 균열 데이터 수집 기법)

  • Yun, Ju-Young;Kim, Donghui;Kim, Jong-Hyun
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2021.07a
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    • pp.667-669
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    • 2021
  • 본 논문에서는 벡터 기반 데이터 증강 기법(Data augmentation)을 제안하여 학습 데이터를 구축한 뒤, 이를 합성곱 신경망(Convolutional Neural Networks, CNN)으로 실제 균열과 가까운 패턴을 표현할 수 있는 프레임워크를 제안한다. 건축물의 균열은 인명 피해를 가져오는 건물 붕괴와 낙하 사고를 비롯한 큰 사고의 원인이다. 이를 인공지능으로 해결하기 위해서는 대량의 데이터 확보가 필수적이다. 하지만, 실제 균열 이미지는 복잡한 패턴을 가지고 있을 뿐만 아니라, 위험한 상황에 노출되기 때문에 대량의 데이터를 확보하기 어렵다. 이러한 데이터베이스 구축의 문제점은 인위적으로 특정 부분에 변형을 주어 데이터양을 늘리는 탄성왜곡(Elastic distortion) 기법으로 해결할 수 있지만, 본 논문에서는 이보다 향상된 균열 패턴 결과를 CNN을 활용하여 보여준다. 탄성왜곡 기법보다 CNN을 이용했을 때, 실제 균열 패턴과 유사하게 추출된 결과를 얻을 수 있었고, 일반적으로 사용되는 픽셀 기반 데이터가 아닌 벡터 기반으로 데이터 증강을 설계함으로써 균열의 변화량 측면에서 우수함을 보였다. 본 논문에서는 적은 개수의 균열 데이터를 입력으로 사용했음에도 불구하고 균열의 방향 및 패턴을 다양하게 생성하여 쉽게 균열 데이터베이스를 구축할 수 있었다. 이는 장기적으로 구조물의 안정성 평가에 이바지하여 안전사고에 대한 불안감에서 벗어나 더욱 안전하고 쾌적한 주거 환경을 조성할 것으로 기대된다.

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Power Generating Characteristics and Long Term Stability of the Anode Supporting Type SOFC (음극지지형 SOFC 단전지의 출력특성 및 장기 안정성)

  • 이종호;김구대;손용배;이해원;김상우;송휴섭;김긍호
    • Journal of the Korean Ceramic Society
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    • v.37 no.9
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    • pp.847-855
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    • 2000
  • 80$0^{\circ}C$에서 작동하는 중온형 SOFC(Solid Oxide Fuel Cell) 단전지의 제조공정을 확립하고 그 출력특성을 평가하였다. 중온형 SOFC에서 문제가 되는 전해질 성분에 의한 출력 감소를 최소화하기 위해 음극기판 위에 7-15$\mu\textrm{m}$ 두께의 얇은 YSZ막을 입히는 음극지지형 SOFC를 구성하였다. 산화, 환원 반응이 일어나는 전극에서는 전극반응에 필요한 유효면적을 최대화하여 분극 저항을 줄일 수 있도록 음극으로는 Ni-YSZ 복합체를, 양극으로는 LSM-YSZ 복합체를 사용하였다. 출력특성 평가를 위한 단전지 홀더는 Inconnel을 가공하여 사용하였으며 80$0^{\circ}C$에서 최적의 밀봉효과를 나타낼 유리밀봉재를 개발하여 사용하였다. 제조한 단전지의 단면적은 5$\times$5$\textrm{cm}^2$, 10$\times$10$\textrm{cm}^2$ 두 종류였으며 운전 시험결과 5$\times$5 단전지의 경우는 최고 0.2W/$\textrm{cm}^2$, 10$\times$10 단전지의 경우는 0.12W/$\textrm{cm}^2$ 정도의 출력밀도를 나타내었다. 단전지의 출력 및 장기 안정성은 전극구조의 변화 및 단전지 홀더의 산화에 따른 접촉 저항 변화에 크게 영향을 받는 것으로 나타났으며 운전중의 연료공급 및 작동온도 변화 등에 의한 영향도 큰 것으로 나타났다.

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A Study on the Fire Prevention of Temporary Constructions Connected with Factory Buildings (공장건물에 연결된 가설건축물 화재예방에 관한 연구)

  • 이정용;이창섭
    • Fire Science and Engineering
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    • v.17 no.1
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    • pp.68-75
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    • 2003
  • Temporary constructions are defined as constructions for temporary use, but frequently they are used long like permanent constructions and connected with main constructions. In this case, fire hazardousness increase. But there is no way to control this hazard in our system. This study include investigation of present related law survey about sample complex, collection of related lawsuit result and estimation of hazardousness of each contemporary construction type. The conclusion is that the article that specify distance between main construction and temporary one should be created in the architectural law. Or to apply fire service law to area of temporary construction, fire service law should be changed properly.