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A Study on Synthetic Flight Vehicle Trajectory Data Generation Using Time-series Generative Adversarial Network and Its Application to Trajectory Prediction of Flight Vehicles (시계열 생성적 적대 신경망을 이용한 비행체 궤적 합성 데이터 생성 및 비행체 궤적 예측에서의 활용에 관한 연구)

  • Park, In Hee;Lee, Chang Jin;Jung, Chanho
    • Journal of IKEEE
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    • v.25 no.4
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    • pp.766-769
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    • 2021
  • In order to perform tasks such as design, control, optimization, and prediction of flight vehicle trajectories based on machine learning techniques including deep learning, a certain amount of flight vehicle trajectory data is required. However, there are cases in which it is difficult to secure more than a certain amount of flight vehicle trajectory data for various reasons. In such cases, synthetic data generation could be one way to make machine learning possible. In this paper, to explore this possibility, we generated and evaluated synthetic flight vehicle trajectory data using time-series generative adversarial neural network. In addition, various ablation studies (comparative experiments) were performed to explore the possibility of using synthetic data in the aircraft trajectory prediction task. The experimental results presented in this paper are expected to be of practical help to researchers who want to conduct research on the possibility of using synthetic data in the generation of synthetic flight vehicle trajectory data and the work related to flight vehicle trajectories.

An Evaluation of Condensed Molasses Solubles (CMS) as a Source of Nitrogen for Ruminal Microbes In Vitro (반추위 미생물의 질소공급원으로서 Condensed Molasses Solubles (CMS)의 사료 가치 평가)

  • Yeo, J.M.;Kim, C.H.;Lee, J.H.;Nho, W.G.;Lee, S.H.;Kim, W.Y.
    • Journal of Animal Science and Technology
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    • v.48 no.4
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    • pp.513-520
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    • 2006
  • A series of four in vitro experiments were conducted to evaluate condensed molasses solubles (CMS) as a source of nitrogen for ruminal microbes. In experiment 1, as compared with urea, the value of CMS as a nitrogen source was examined. In experiment 2, to determine the time needed for maximal response of microbial synthesis, the treatments were incubated for increasing times (from 6 h to 16 h). Because a sediment that was assumed to cause nitrogen loss was found after incubation in experiments 1 and 2, it was decided to avoid formation of sediment using sugar instead of molasses or a shorter time incubation (experiments 3 and 4). Furthermore, in experiment 4, because the extent to which ammonia nitrogen is released from CMS and urea before 6 h of incubation was uncertain, it was decided to examine the peaks of concentrations of ammonia nitrogen released from CMS and urea by sampling after 2 h incubation. There was no significant difference in the concentration of microbial-N between molasses/CMS and molasses/ urea treatments in experiment 1, although there were greater decreases in ammonia concentration with the molasses/CMS treatment. The microbial protein synthesis was increased progressively until 10 h for both treatments (experiment 2). Although ingredients that were completely soluble (sucrose, urea) were used in experiment 3, the sediment was still evident suggesting that the sediment was largely of microbial not feed origin. Ammonia release from CMS was much faster than from urea during 2 h incubation. In conclusion, the results of the present studies suggest that the feed value of CMS as a source of nitrogen for ruminal bacteria was similar to that of urea when it was estimated in vitro.

Immobilization of Proteins on Silicon Surfaces Using Chemical and Electrochemical Reactions of Nitrobenzenediazonium Cations (나이트로벤젠다이아조늄 양이온의 화학 및 전기화학 반응을 이용한 실리콘 표면상으로의 단백질 고정)

  • Kim, Kyu-Won;Haque, Al-Monsur Jiaul;Kang, Hyeon-Ju
    • Journal of the Korean Electrochemical Society
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    • v.13 no.1
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    • pp.70-74
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    • 2010
  • The immobilization of proteins on silicon surfaces using electrochemical reaction has been studied. Chemical deposition of nitrobenzendiazonium (NiBD) cations is employed to modify silicon surfaces. Electrochemical reduction of nitro-group to primary amine-group have been conducted on the modified surfaces to activate silicon surfaces for the protein immobilization. Attachment of gold nanoparticles was used to prove the reduction. The current method was applied to selective activation of a silicon nanowire and immobilize proteins on the selected nanowire. It has been demonstrated that the use of chemical and electrochemical reaction NiBD is efficient for the selective immobilization of proteins on silicon nanowire surfaces.

A Study on Performance Evaluation of HM-Net Adaptation System Using the State Level Sharing (상태레벨 공유를 이용한 HM-Net 적응화 시스템의 성능평가에 관한 연구)

  • 오세진;김광동;노덕규;황철준;김범국;김광수;성우창;정현열
    • Proceedings of the IEEK Conference
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    • 2003.11a
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    • pp.397-400
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    • 2003
  • 본 연구에서는 KM-Net(Hidden Markov Network)을 다양한 태스크에의 적용과 화자의 특성을 효과적으로 나타내기 위해 HM-Net 음성인식 시스템에 MLLR(Maximum Likelihood Linear Regression) 적응방법을 도입하였으며, HM-Net 학습 알고리즘을 개량하여 회귀클래스 생성방법을 제안한다. 제안방법은 PDT-SSS(Phonetic Decision Tree-based Successive State Splitting) 알고리즘의 문맥방향 상태분할에 의한 상태레벨 공유를 이용한 방법으로 새로운 화자로부터 문맥정보와 적응화 데이터의 발성 양에 의존하여 결정된 많은 적응 파라미터들을(평균, 분산) 자유롭게 제어할 수 있게 된다. 제안방법의 유효성을 확인하기 위해 국어공학센터(KLE) 452 음성 데이터와 항공편 예약관련 연속음성을 대상으로 인식실험을 수행한 결과, 전체적으로 음소인식의 경우 평균 34-37%, 단어인식의 경우 평균 9%, 연속음성인식의 경우 평균 7-8%의 인식성능 향상을 각각 보였다. 또한 적응화 데이터의 양에 따른 인식성능 비교에서, 제안방법을 적용한 인식 시스템이 적응 데이터의 양이 적은 경우에도 향상된 인식률을 보였으며. 잡음을 부가한 음성에 대한 적응화 실험에서도 향상된 인식성능을 보여 MLLR 적응방법의 특성을 만족하였다. 따라서 MLLR 적응방법을 도입한 HM-Net 음성인식 시스템에 제안한 회귀클래스 생성방법이 유효함을 확인한 수 있었다.

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A Study on the Efficient LT Decoding Scheme using GE Triangularization (GE 삼각화를 이용한 효율적인 LT 복호 기법 연구)

  • Cheong, Ho-Young
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.11 no.6
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    • pp.57-62
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    • 2011
  • In this paper an efficient LT decoding scheme using GE triangularization is proposed. The proposed algorithm has the desirable performance in terms of both overhead and computational complexity. Belief propagation algorithm is a fast and simple decoding scheme for LT codes. However, for a small code block length k, it requires a large overhead to decode, and OFG which has a small overhead has a large computational complexity. Simulation results show that the proposed algorithm noticeably reduces the computational complexity by more than 1/5 with respect to that of OFG and also its overhead has a small value about 1~5%.

A Study on the Improvement of Historical Data For Knowledge Management in Construction Project (지식관리(KM)를 위한 건설공사 실적자료관리 개선방안 연구)

  • Lee Tai Sik;Song Jae Young
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • autumn
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    • pp.468-471
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    • 2001
  • The importance of early project planning is broadly recognized for construction projects. From the planning step, If extensive historical data related with the project is applied effectively, It can be major resource for estimating cost and project scope. However, The accumulation, analysis, and application of historical data is not sufficient in Korea. So useful information of construction project has disappeared. In order to solve the problems, Project Historical Data Management Systems is need to be developed. The purpose of this study is to analyze current problems and to find the method to utilize historical data in similar project.

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Study of occupational exposure in PET/CT (PET/CT 종사자의 방사선피폭에 관한 연구)

  • Na, Soo-Kyung;Park, Byung-Sub;Kang, Yong-Gil
    • Journal of Digital Convergence
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    • v.10 no.11
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    • pp.449-457
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    • 2012
  • The purpose of this study is to investigate the relationship between radiation origin and health professionals, and to reduce exposed dose of radiation through efficient management. Increasing exposed dose of radiation to health professionals are caused by the increase of PET/CT use and a radioactive isotope. Hence, in this study, space dose from each origin of radiation generating was analyzed and the use of personnel protective clothing and shields was compared. As a result of this study, we confirmed that the exposed dose of radiation was much higher in case of wearing personnel protective clothing(0.5 mm pb) than no wearing personnel protective clothing under high energy gamma radiation(511 keV) of the position emitter($^{18}F$).

Experimental analysis of pultrusion process for phenolic foam composites (발포 복합재료 Pultrusion 공정의 실험적 해석)

  • Lee WooIl;Yun MyungSeok
    • Composites Research
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    • v.18 no.3
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    • pp.47-52
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    • 2005
  • Pultrusion process of phenolic foam composite is investigated. Phenolic foam composites provide heat and flame resistance with less weight. When made into foam, a variety of properties can be obtained with different bubble size and number density. In this study, effect of process variables on the foaming characteristics of phenolic resin composites during pultrusion process has been studied experimentally. The process variables considered are the heating temperature and the pulling speed as well as the mass fraction of blowing agent. Experiments were performed using a laboratory scale pultrusion apparatus. Optimal process condition was found by observing the micro-morphology.

Potential Effects of Ginseng Saponin Fractions on Macrophage Chemotaxis and Intracellular Calcium and Actin Mobilization (대식세포의 화학주성과 세포내 칼슘과 Actin의 증가에 미치는 인삼사포닌 성분의 영향)

  • Shin, Eun-Kyoung;Kim, Sei-Chang
    • The Journal of Natural Sciences
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    • v.10 no.1
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    • pp.39-47
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    • 1998
  • In the present study, We have tested the potential effects of ginseng saponin fractions on macrophage chemotaxis and intracellular calcium and F-actin mobilization. Peritoneal macrophages treated with various ginseng saponin fractions showed 28.4% to 71% of increasement of chemotaxis as compared with untreated cells. The activity of intracelluar calcium mobilization was increased up to 65% by treatment with saponins, and F-actin content also increased 10% in the cells loaded with NBD-phallacidin. When the cells were activated with calcium of PMA and treated with saponin fractions, the intracelluar F-actin content increased significantly and prolonged for 2 minutes. These results suggest that ginseng saponin fractions might be a chemoattractants.

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Performance Analysis of Interpolation with Pseudomedian Filter for Field-based Warping (필드 기반 워핑을 위한 Pseudomedian 필터의 보간 성능 분석)

  • Lee Hyoung-Jin;Lwak No-Yoon
    • Proceedings of the KAIS Fall Conference
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    • 2004.11a
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    • pp.247-251
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    • 2004
  • 본 논문은 필드 기반 영상 워핑을 위한 Pseudomedian 필터 기반 영상 보간법을 제안하고 주관적인 화질을 분석$\cdot$평가함에 그 목적이 있다. 대표적인 영상 워핑 기술 중 하나인 필드 기반 워핑은 상대적으로 많은 연산량을 요구하는 것에 반해 제어선을 이용하여 좀 더 세밀하게 워핑 결과를 제어할 수 있는 것이 장점이다. 필드 기반 영상 워핑의 동작 특성상, 국부적인 영상 확대와 축소 및 회전등과 같은 다양한 기하학적인 변형이 복합적으로 발생하게 되는데 역방향 매핑 과정에서 소스영상과 목적 영상의 화소가 정수 화소 단위로 대응되지 않을 경우, 목적 영상에 대응시킬 화소값을 산출하기 위해 적합한 영상 보간 기술이 필요하다. 다양한 보간 기술들 중에서 평균적으로 우수한 결과를 제공하는 양선형 보간이 보편적으로 사용되고 있으나, 이 보간 기술은 대각선 방향의 윤곽선 재현에 한계를 가지고 있다. 본 논문에서는 필드 기반 영상 워핑을 수행할 시에 윤곽선 재현에 우수한 특성을 보이는 Pseudomedian 필터 보간과 양선형 보간을 효과적으로 결합하여 양자의 장점을 보간 결과에 반영함으로써 양선형 보간만을 이용하는 필드 기반 워핑 기술에 비해 자연스러운 워핑 결과를 제공할 수 있었다. 제안된 방법의 타당성과 보편성을 검증하기 위해 서로 다른 분포 특성을 갖는 영상을 대상으로 주간적인 화질 측면에서 그 성능을 분석$\cdot$평가하였다.

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