• Title/Summary/Keyword: dense

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TRAO Survey of Nearby Filamentary Molecular Clouds, the Universal Nursery of Stars (TRAO FUNS). III. Dynamics of filaments in different star forming environments

  • Chung, Eun Jung;Kim, Shinyoung;Yoo, Hyunju;Lee, Chang Won
    • The Bulletin of The Korean Astronomical Society
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    • v.44 no.1
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    • pp.69.2-69.2
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    • 2019
  • Recent high resolution IR observations reveal that molecular clouds are filamentary and such a structure is ubiquitous over various star-forming environments, and it is clear that filaments play a crucial role in the formation of cores and stars. However, the formation process of dense cores in the filaments are still unknown. To investigate this issue in detail, we have carried out TRAO FUNS (TRAO survey of nearby Filamentary molecular clouds, the Universal Nursery of Stars) toward various star forming filamentary molecular clouds. In this presentation, we will report the first look results of filaments and dense cores in MCLD 123.5+24.9 and IC 5146, which are known as a quiescent, non-star-forming region and an active, high-mass star forming region, respectively. By comparing the kinematic properties of filaments and dense cores in different star forming environments, we verified the formation scenario of filaments and dense core, i.e., gravoturbulent fragmentation via supersonic motions.

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Discernment of Android User Interaction Data Distribution Using Deep Learning

  • Ho, Jun-Won
    • International Journal of Internet, Broadcasting and Communication
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    • v.14 no.3
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    • pp.143-148
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    • 2022
  • In this paper, we employ deep neural network (DNN) to discern Android user interaction data distribution from artificial data distribution. We utilize real Android user interaction trace dataset collected from [1] to evaluate our DNN design. In particular, we use sequential model with 4 dense hidden layers and 1 dense output layer in TensorFlow and Keras. We also deploy sigmoid activation function for a dense output layer with 1 neuron and ReLU activation function for each dense hidden layer with 32 neurons. Our evaluation shows that our DNN design fulfills high test accuracy of at least 0.9955 and low test loss of at most 0.0116 in all cases of artificial data distributions.

Rertieval-Augmented Generation for Korean Open-domain Question Answering (RAG를 이용한 한국어 오픈 도메인 질의 응답)

  • Daewook Kang;Seung-Hoon Na;Tae-Hyeong Kim;Hwi-Jung Ryu;Du-Seong Chang
    • Annual Conference on Human and Language Technology
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    • 2022.10a
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    • pp.105-108
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    • 2022
  • 오픈 도메인 질의 응답은 사전학습 언어모델의 파라미터에 저장되는 정보만을 사용하여 답하는 질의 응답 방식과 달리 대량의 문서 등에서 질의에 대한 정답을 찾는 문제이다. 최근 등장한 Dense Retrieval은 BERT 등의 모델을 사용해 질의와 문서들의 벡터 연산으로 질의와 문서간의 유사도를 판별하여 문서를 검색한다. 이러한 Dense Retrieval을 활용하는 방안 중 RAG는 Dense Retrieval을 이용한 외부 지식과 인코더-디코더 모델에 내재된 지식을 결합하여 성능을 향상시킨다. 본 논문에서는 RAG를 한국어 오픈 도메인 질의 응답 데이터에 적용하여 베이스라인에 비해 일부 향상된 성능을 보임을 확인하였다.

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Dense Retrieval using Pretrained RoBERTa with Augmented Query (증강된 질문을 이용한 RoBERTa 기반 Dense Passage Retrieval)

  • Jun-Bum Park;Beomseok Hong;Wonseok Choi;Youngsub Han;Byoung-Ki Jeon;Seung-Hoon Na
    • Annual Conference on Human and Language Technology
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    • 2022.10a
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    • pp.141-145
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    • 2022
  • 다중 문서 기반 대화 시스템에서 응답 시스템은 올바른 답변을 생성하기 위해서 여러 개의 문서 중 질문과 가장 관련 있는 문서를 검색하는 것부터 시작해야 한다. DialDoc 2022 Shared Task[1]를 비롯한 최근의 연구들은 대화 시스템의 문서 검색 과정을 위해 Dense Passage Retrieval(DPR)[2] 모델을 사용하고 있으며 검색기의 성능 개선을 위해 Re-ranking과 Hard negative sampling 같은 방법들이 연구되고 있다. 본 논문에서는 문서에 기반하는 대화 데이터의 양이 적거나 제한될 경우, 주어진 데이터를 효율적으로 활용해 보고자 검색기를 생성 모델을 이용하여 문서의 엔티티를 기반으로 질문을 생성하고 기존 데이터에 증강하는 방법을 제시했으며 실험의 결과로 MRR metric의 경우 0.96 ~ 1.56의 성능 향상을, R@1 metric의 경우 1.2 ~ 1.57의 성능 향상을 확인하였다.

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Research on the optimization of off-axis illumination condition and sub-resolution pattern size for the $0.1{\mu}m$ rule dense pattern formation ($0.1{\mu}m$급 dense 패턴 형성을 위한 사입사 조명 조건과 OPC 보조 패턴 크기의 최적 조건에 관한 연구)

  • 박정보;이재봉;이성묵
    • Korean Journal of Optics and Photonics
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    • v.12 no.3
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    • pp.190-199
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    • 2001
  • In this paper, we have researched the depth of focus (DOF) and cutoff intensity of the $0.1{\mu}m$rule dense line'||'&'||'space pattern according to the various off-axis illumination (OAl) conditions in the optical system of 0.65 NA using ArF excimer laser (193 nm). We have also studied the variation of the DOF and cutoff intensity according to the sub-resolution pattern (hammer head type) size for optical proximity correction (OPC) applied to the capacitor pattern and the various OAl conditions in the same optical system. As a result, it is revealed that the cross type quadrupole or annular illumination is preferred to the conventional X type quadrupole for printing the $0.1{\mu}m$ rule dense pattern. Also, we can investigate the optimal illumination condition and the size of ope sub-resolution pattern to keep a consistent DGF and cutoff intensity trends.

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FUNS - Filaments, the Universal Nursery of Stars. I. Physical Properties of Filaments and Dense Cores in L1478

  • Chung, Eun Jung;Kim, Shinyoung;Soam, Archana;Lee, Chang Won
    • The Bulletin of The Korean Astronomical Society
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    • v.43 no.1
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    • pp.45.1-45.1
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    • 2018
  • Formation of filaments and subsequent dense cores in ISM is one of the essential questions to address in star formation. To investigate this scenario in detail, we recently started a molecular line survey namely 'Filaments, the Universal Nursery of Stars (FUNS)' toward nearby filamentary clouds in Gould Belt using TRAO 14m single dish telescope equipped with a 16 multi-beam array. In the present work, we report the first look results of kinematics of a low mass star forming region L1478 of California molecular cloud. This region is found to be consisting of long filaments with a hub-filament structure. We performed On-The-Fly mapping observations covering ~1.1 square degree area of this region using C18O(1-0) as a low density tracer and 0.13 square degree area using N2H+(1-0) as a high density tracer, respectively. CS (2-1) and SO (32-21) were also used simultaneously to map ~290 square arcminute area of this region. We identified 10 filaments applying Dendrogram technique to C18O data-cube and 13 dense cores using FellWalker and N2H+ data set. Basic physical properties of filaments such as mass, length, width, velocity field, and velocity dispersion are derived. It is found that filaments in L~1478 are velocity coherent and supercritical. Especially the filaments which are highly supercritical are found to have dense cores detected in N2H+. Non-thermal velocity dispersions derived from C18O and N2H+ suggest that most of the dense cores are subsonic or transonic while the surrounding filaments are transonic or supersonic. We concluded that filaments in L~1478 are gravitationally unstable which might collapse to form dense cores and stars. We also suggest that formation mechanism can be different in individual filament depending on its morphology and environment.

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Numerical simulation of dense interflow using the k-ε turbulence model (k-ε 난류모형을 이용한 중층 밀도류의 수치모의)

  • Choi, Seongwook;Choi, Sung-Uk
    • Journal of Korea Water Resources Association
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    • v.50 no.9
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    • pp.637-646
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    • 2017
  • This study presents a numerical model for simulating dense interflows. The governing equations are provided and the finite difference method is used with the $k-{\varepsilon}$ turbulence model. The model is used to simulate a dense interflow established in a deep ambient water, resulting velocity and excess density profiles. It is observed that velocity decreases in the longitudinal direction due to water entrainment in the vicinity of the outlet and rarely changes for increased Richardson number. Similarity collapses of velocity and excess density are obtained, but those of turbulent kinetic energy and dissipation rate are not. A shape factor for the dense interflow is obtained from the simulated profiles. The value of this shape factor can be used in the layer-averaged modeling of dense interflows. In addition, a buoyancy-related parameter ($c_{3{\varepsilon}}$) for the $k-{\varepsilon}$ model and the volume expansion coefficient (${\beta}_0$) are obtained from the simulated results.

Dense Sub-Cube Extraction Algorithm for a Multidimensional Large Sparse Data Cube (다차원 대용량 저밀도 데이타 큐브에 대한 고밀도 서브 큐브 추출 알고리즘)

  • Lee Seok-Lyong;Chun Seok-Ju;Chung Chin-Wan
    • Journal of KIISE:Databases
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    • v.33 no.4
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    • pp.353-362
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    • 2006
  • A data warehouse is a data repository that enables users to store large volume of data and to analyze it effectively. In this research, we investigate an algorithm to establish a multidimensional data cube which is a powerful analysis tool for the contents of data warehouses and databases. There exists an inevitable retrieval overhead in a multidimensional data cube due to the sparsity of the cube. In this paper, we propose a dense sub-cube extraction algorithm that identifies dense regions from a large sparse data cube and constructs the sub-cubes based on the dense regions found. It reduces the retrieval overhead remarkably by retrieving those small dense sub-cubes instead of scanning a large sparse cube. The algorithm utilizes the bitmap and histogram based techniques to extract dense sub-cubes from the data cube, and its effectiveness is demonstrated via an experiment.