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「국가 CCS 종합추진계획」 이행점검 및 개선과제 도출 연구 (A Study on Implementation and Deriving Future Tasks of 「The Korean National CCS Master Action Plan」)

  • 조가비;조하영;박노언
    • 한국기후변화학회지
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    • 제7권3호
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    • pp.237-247
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    • 2016
  • Global warming caused by greenhouse gases is one of the foremost challenges in the international community. As an alternative to solve this problem, the importance of CCS (Carbon Capture and Storage) technology is increasing. However, due to the delay of European financial crisis recovery, some large-scale CCS projects were postponed. In turn, large-scale CCS projects in South Korea have not been launched as originally planned. Given these situations, it is important to review the latest R&D activities related to CCS in South Korea, and then adjust relevant national policy accordingly. The purpose of this study is to identify policy issues for the effective promotion of CCS technology in South Korea. Following the analysis of recent global trend on CCS policy, we evaluated the results and achievements from national CCS projects, which had been listed under the "Korean National CCS Master Action Plan (2010)". Especially, we tried to review the attainability for the original goal of each project. Through the present study, we identified the current status of CCS technology in South Korea and suggested efficient ways to be taken in order to increase efficiency in implementing national CCS policy in the future.

블록체인을 활용한 양질의 기계학습용 데이터 수집 방안 연구 (High-quality data collection for machine learning using block chain)

  • 김영랑;우정훈;이재환;신지선
    • 한국정보통신학회논문지
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    • 제23권1호
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    • pp.13-19
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    • 2019
  • 기계학습의 정확도는 학습용 데이터의 양과 데이터의 품질에 많은 영향을 받는다. 기존의 웹을 기반으로 학습용 데이터를 수집하는 것은 실제 학습과 무관한 데이터가 수집 될 수 있는 위험성이 있으며 데이터의 투명성을 보장할 수가 없다. 본 논문에서는 블록체인구조에서 블록들이 직접 병렬적으로 데이터를 수집하게 하고 각 블록들이 수집한 데이터를 타 블록의 데이터와 비교하여 양질의 데이터만을 선별하는 방안을 제안한다. 제안하는 시스템은 각 블록들은 데이터를 서로 블록체인을 통해 공유하며 All-reduce 구조의 Parallel-SGD를 활용하여 다른 블록들의 데이터와 비교를 통해 양질의 데이터만을 선별하여 학습용 데이터셋을 구성할 수가 있다. 또한 본 논문에서는 제안한 구조의 성능을 확인하기 위해 실험을 통해 기존의 벤치마크용 데이터셋의 이미지를 활용하여 변조된 이미지 사이에서 원본 이미지만을 양질의 데이터로 판별함을 확인하였다.

머신러닝을 이용한 3차원 도로객체의 분류 (Classification of 3D Road Objects Using Machine Learning)

  • 홍송표;김의명
    • 한국측량학회지
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    • 제36권6호
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    • pp.535-544
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    • 2018
  • 급변하는 주변상황이나 대형차량과 같은 큰 지형지물에 센서가 가려질 경우에는 센서만을 이용한 완전 자율주행에는 한계가 따른다. 이에 자율주행을 위해서 센서를 이용한 한계점을 극복할 수 있도록 정밀한 도로지도를 부가적으로 이용하는 방법이 사용되고 있다. 본 연구는 국토지리정보원에서 제공하는 지상 MMS(Mobile Mapping System)로 취득된 3차원 점군자료를 이용하여 도로 객체를 분류하는 연구를 수행하였다. 본 연구를 위해서 원본 3차원 점군자료를 전처리 하고, 지면과 비지면점을 분리하기 위한 필터링 기법을 선정하였다. 또한 차선, 가로등, 안전펜스 등에 해당하는 도로객체를 초기 분할한 후 분할된 객체를 머신러닝의 종류인 서포트 벡터 머신을 이용하여 학습시킨 후 분류하였다. 학습데이터는 분할된 도로객체에서 추출한 고유값을 이용한 기하학적 요소와 높이정보만을 사용하였으며 분류결과 전체정확도는 87%, 카파계수는 0.795로 나타났다. 향후 도로객체의 분류를 위하여 기하학적인 요소 뿐만 아니라 다양한 항목을 추가한다면 분류정확도가 높아질 것으로 예상된다.

Combinatorial Fine-Tuning of Phospholipase D Expression by Bacillus subtilis WB600 for the Production of Phosphatidylserine

  • Huang, Tingting;Lv, Xueqin;Li, Jianghua;Shin, Hyun-dong;Du, Guocheng;Liu, Long
    • Journal of Microbiology and Biotechnology
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    • 제28권12호
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    • pp.2046-2056
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    • 2018
  • Phospholipase D has great commercial value due to its transphosphatidylation products that can be used in the food and medicine industries. In order to construct a strain for use in the production of PLD, we employed a series of combinatorial strategies to increase PLD expression in Bacillus subtilis WB600. These strategies included screening of signal peptides, selection of different plasmids, and optimization of the sequences of the ribosome-binding site (RBS) and the spacer region. We found that using the signal peptide amyE results in the highest extracellular PLD activity (11.3 U/ml) and in a PLD expression level 5.27-fold higher than when the endogenous signal peptide is used. Furthermore, the strain harboring the recombinant expression plasmid pMA0911-PLD-amyE-his produced PLD with activity enhanced by 69.03% (19.1 U/ml). We then used the online tool \RBS Calculator v2.0 to optimize the sequences of the RBS and the spacer. Using the optimized sequences resulted in an increase in the enzyme activity by about 26.7% (24.2 U/ml). In addition, we found through a transfer experiment that the retention rate of the recombinant plasmid after 5 generations was still 100%. The final product, phosphatidylserine (PS), was successfully detected, with transphosphatidylation selectivity at 74.6%. This is similar to the values for the original producer.

Preparation of highly hydrophobic PVDF hollow fiber composite membrane with lotus leaf-like surface and its desalination properties

  • Li, Hongbin;Zi, Xingchen;Shi, Wenying;Qin, Longwei;Zhang, Haixia;Qin, Xiaohong
    • Membrane and Water Treatment
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    • 제10권4호
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    • pp.287-298
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    • 2019
  • Lotus leaf has a special dual micro and nano surface structure which gives its highly hydrophobic surface characteristics and so-called self cleaning effect. In order to endow PVDF hollow fiber membrane with this special structure and improve the hydrophobicity of membrane surface, PVDF hollow fiber composite membranes was obtained through the immersion coating of poly(vinylidene fluoride-co-hexafluoropropylene) (PVDF-HFP) dilute solution on the outside surface of PVDF support membrane. The prepared PVDF composite membranes were used in the vacuum membrane distillation (VMD) for the desalination. The effects of PVDF-HFP dilute solution concentration in the dope solution and coating time on VMD separation performance was studied. Membranes were characterized by SEM, WCA measurement, porosity, and liquid entry pressure of water. VMD test was carried out using $35g{\cdot}L^{-1}$ NaCl aqueous solution as the feed solution at feed temperature of $30^{\circ}C$ and the permeate pressure of 31.3 kPa. The vapour flux reached a maximum when PVDF-HFP concentration in the dilute solution was 5 wt% and the coating time was kept in the range of 10-60 s. This was attributed to the well configuration of micro-nano rods which was similar with the dual micro-nano structure on the lotus leaf. Compared with the original PVDF membrane, the salt rejection can be well maintained which was greater than 99.99 % meanwhile permeation water conductivity was kept at a low value of $7-9{\mu}S{\cdot}cm^{-1}$ during the continuous testing for 360 h.

텍스트 마이닝 기반의 음악치료 관리 모델에 관한 연구 (A Study on the Music Therapy Management Model Based on Text Mining)

  • 박성현;김재웅;김동현;조한진
    • 한국융합학회논문지
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    • 제10권8호
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    • pp.15-20
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    • 2019
  • 음악치료는 장애아동 및 정신치료에 많은 효과를 보이고 있다. 오늘날의 음악치료 시스템은 구체적인 치료 시스템이 구축되어 있지 않은 상황으로, 음악 치료사들이 정확한 치료를 하기 위해 다양한 음악치료 사례들과 치료 이력 데이터들을 분석하고, 해당 환자 또는 내담자에게 가장 적합한 치료를 시행해야 하지만, 현실은 여러 가지 요인들로 인해 많은 어려움이 따르고 있다. 이를 해결하고자 본 논문에서는 기존 치료 데이터와 텍스트 마이닝 기술을 융합한 음악치료 지식관리 모델을 제안한다. 제안 모델을 활용하면 유사한 사례검색 및 환자에 관련된 구체적이고 확실한 데이터들을 기반으로 환자 또는 내담자로 하여금 정확하고 효과적인 치료가 가능하다. 이를 통해서 음악치료의 본래 목적과 그 효과를 최대로 이끌어 내는 효과를 기대할 수 있고 나아가 많은 환자들의 치료에 도움이 될 것으로 기대된다.

Energy harvesting from piezoelectric strips attached to systems under random vibrations

  • Trentadue, Francesco;Quaranta, Giuseppe;Maruccio, Claudio;Marano, Giuseppe C.
    • Smart Structures and Systems
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    • 제24권3호
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    • pp.333-343
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    • 2019
  • The possibility of adopting vibration-powered wireless nodes has been largely investigated in the last years. Among the available technologies based on the piezoelectric effect, the most common ones consist of a vibrating beam covered by electroactive layers. Another energy harvesting strategy is based on the use of piezoelectric strips attached to a hosting structure subjected to dynamic loads. The hosting structure, for example, can be the system to be equipped with wireless nodes. Such strategy has received few attentions so far and no analytical studies have been presented yet. Hence, the original contribution of the present paper is concerned with the development of analytical solutions for the electrodynamic analysis and design of piezoelectric polymeric strips attached to relatively large linear elastic structural systems subjected to random vibrations at the base. Specifically, it is assumed that the dynamics of the hosting structure is dominated by the fundamental vibration mode only, and thus it is reduced to a linear elastic single-degree-of-freedom system. On the other hand, the random excitation at the base of the hosting structure is simulated by filtering a white Gaussian noise through a linear second-order filter. The electromechanical force exerted by the polymeric strip is negligible compared with other forces generated by the large hosting structure to which it is attached. By assuming a simplified electrical interface, useful new exact analytical expressions are derived to assess the generated electric power and the integrity of the harvester as well as to facilitate its optimum design.

Bending analysis of functionally graded plates with arbitrary shapes and boundary conditions

  • Panyatong, Monchai;Chinnaboon, Boonme;Chucheepsakul, Somchai
    • Structural Engineering and Mechanics
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    • 제71권6호
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    • pp.627-641
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    • 2019
  • The paper focuses on bending analysis of the functionally graded (FG) plates with arbitrary shapes and boundary conditions. The material property of FG plates is modelled by using the power law distribution. Based on the first order shear deformation plate theory (FSDT), the governing equations as well as boundary conditions are formulated and obtained by using the principle of virtual work. The coupled Boundary Element-Radial Basis Function (BE-RBF) method is established to solve the complex FG plates. The proposed methodology is developed by applying the concept of the analog equation method (AEM). According to the AEM, the original governing differential equations are replaced by three Poisson equations with fictitious sources under the same boundary conditions. Then, the fictitious sources are established by the application of a technique based on the boundary element method and approximated by using the radial basis functions. The solution of the actual problem is attained from the known integral representations of the potential problem. Therefore, the kernels of the boundary integral equations are conveniently evaluated and readily determined, so that the complex FG plates can be easily computed. The reliability of the proposed method is evaluated by comparing the present results with those from analytical solutions. The effects of the power index, the length to thickness ratio and the modulus ratio on the bending responses are investigated. Finally, many interesting features and results obtained from the analysis of the FG plates with arbitrary shapes and boundary conditions are demonstrated.

기록관리 원칙의 해석과 적용에 관한 담론 분석 출처주의를 중심으로 (An Analysis of Discourses on Interpreting and Applying the Principle of Provenance in Archival Organization)

  • 설문원
    • 기록학연구
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    • 제52호
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    • pp.59-117
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    • 2017
  • 이 연구는 보존기록관리 원칙인 출처주의의 해석과 적용에 관한 담론을 체계적으로 분석함으로써 이론적, 실무적 주장의 근거와 배경을 구조적으로 파악하기 위한 것이다. 이를 위해 첫째, 출처주의 담론 영역을 구분하였다. 유럽의 여러 지역에서 오랫동안 실무적으로 채택되어온 방법론이 네덜란드 매뉴얼을 통해 명문화된 1898년 이후 출처주의 담론의 흐름을 대체로 정립, 확산, 전환, 확장 해체영역으로 나누고 각 영역별로 핵심 담론을 살펴보았다. 둘째, 출처주의 담론 분석에 맞도록 논변 모형을 설계하였다. 툴민의 논변 모형과 던의 정책논변 모형을 참고로 하되 출처주의 담론 분석에 적합한 요소들을 결합하여 모형을 재설계하였다. 셋째, 각 영역의 핵심 담론별로 출처주의에 관한 영어권 저자들의 논문과 저서를 일차적으로 조사하여 선별하고 각 논저에 나타나는 인용논문을 추가하는 방법으로 담론텍스트를 뽑아 그 내용을 분석하였다. 이러한 분석을 토대로 각 영역별로 논변 모형을 제시하였다.

HP-CRTM 성형공법을 적용하기 위한 NCF 복합재 적층구조에 따른 인장특성 분석 (Tensile Property Analysis of NCF Composite Laminated Structure for HP-CRTM Forming Process)

  • 변기석;신유정;정한규;박시우;노춘수;제진수;권기철
    • 한국기계가공학회지
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    • 제18권1호
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    • pp.59-64
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    • 2019
  • In recent years, the HP-CRTM method, which has the ability to produce carbon fiber-reinforce plastic composites at high speeds, has come into the spotlight in the automotive parts industry, which demands high productivity. Multi-axial carbon fabric, an intermediate material used in this HP-CRTM molding process, consists of layered fibers without crimp, which makes it better in terms of tensile and shear strength than the original woven fabrics. The NCF (non-crimp fabric) can form the layers of the carbon fiber, which have different longitudinal and lateral directions, and ${\pm}{\theta}$ degrees, depending on the product's properties. In this research, preforms were made with carbon fibers of ${\pm}45^{\circ}$ and $0/90^{\circ}$, which were lamination structures under seven different conditions, in order to create the optimal laminated structure for automobile reinforcement center floor tunnels. Carbon fiber composites were created using each of the seven differently laminated preforms, and polyurethane was used as the base material. The specimens were manufactured in accordance with the ASTM D3039 standards, and the effect of the NCF lamination structure on the mechanical properties was confirmed by a tensile test.