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Language Specific CTC Projection Layers on Wav2Vec2.0 for Multilingual ASR (다국어 음성인식을 위한 언어별 출력 계층 구조 Wav2Vec2.0)

  • Lee, Won-Jun;Lee, Geun-Bae
    • Annual Conference on Human and Language Technology
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    • 2021.10a
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    • pp.414-418
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    • 2021
  • 다국어 음성인식은 단일언어 음성인식에 비해 높은 난이도를 보인다. 하나의 단일 모델로 다국어 음성인식을 수행하기 위해선 다양한 언어가 공유하는 음성적 특성을 모델이 학습할 수 있도록 하여 음성인식 성능을 향상시킬 수 있다. 본 연구는 딥러닝 음성인식 모델인 Wav2Vec2.0 구조를 변경하여 한국어와 영어 음성을 하나의 모델로 학습하는 방법을 제시한다. CTC(Connectionist Temporal Classification) 손실함수를 이용하는 Wav2Vec2.0 모델의 구조에서 각 언어마다 별도의 CTC 출력 계층을 두고 각 언어별 사전(Lexicon)을 적용하여 음성 입력을 다른 언어로 혼동되는 경우를 원천적으로 방지한다. 제시한 Wav2Vec2.0 구조를 사용하여 한국어와 영어를 잘못 분류하여 음성인식률이 낮아지는 문제를 해결하고 더불어 제시된 한국어 음성 데이터셋(KsponSpeech)에서 한국어와 영어를 동시에 학습한 모델이 한국어만을 이용한 모델보다 향상된 음성 인식률을 보임을 확인하였다. 마지막으로 Prefix 디코딩을 활용하여 언어모델을 이용한 음성인식 성능 개선을 수행하였다.

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An analytical and numerical study of a vertically-discretized wavemaker (수직다열화된 조파장치의 해석해 개발 및 수치모형 실험)

  • Son, Sangyoung;Kim, Yeulwoo;Jung, Taehwa
    • Proceedings of the Korea Water Resources Association Conference
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    • 2021.06a
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    • pp.103-103
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    • 2021
  • 실험실에서의 파랑생성에 흔히 사용되는 피스톤형 조파장치는 수심에 따라 유속이 동일하게 생성된다는 제약이 있어 주로 천해파의 생성에 적합한 것으로 알려져 있다. 본 연구에서는 이러한 제약조건 없이 다양한 유속분포의 파형을 생성하는 수직 다열화된 조파장치가 개발되었다. 우선, 수심방향으로 이산화된 각 패들(paddle)의 스트로크에 대해 선형해석해가 유도되었다. 개발된 해석해는 패들의 수 및 유속분포에 따라 기존의 피스톤형 혹은 플랩형 조파장치 해석해로 근사함이 밝혀짐으로써 포괄적으로 활용될 수 있음이 확인되었다. 즉 개발된 해석해를 활용하면 선택적으로 피스톤형 및 플랩형 조파성능이 구현될 수 있다. 더불어 개발된 해석해는 다상유체의 내부파 생성에도 확정되어 적용가능함이 확인되었다. 다음으로, 개발된 조파장치를 수치적으로 구현하였다. 오픈소스 3차원 수치모형인 OpenFOAM 중, 두 개 이상의 불연속 및 비압축 유체에 대한 Navier-Stokes 방정식을 해결하는 수치 모듈을 사용하여 제안된 수직다열화된 조파장치의 성능이 평가되었다. 이때 동적격자모델(olaDyMFlow)을 결합함으로써 개발된 조파장치 움직임이 물리적 조파장치와 흡사하도록 수치적으로 구현하였다. 모의결과, 여러 개의 다열화된 패들이 층류 흐름 조건에서 심해파를 효율적으로 생성시키고, 중간수심 파랑조건에서는 제안된 조파장치가 상대적으로 덜 유리함을 확인할 수 있었다. 마지막으로 공기, 기름 및 물 등 3상의 흐름조건에서 단 두 개의 패들을 활용하여 각각 내부파 및 표면파를 생성하되었으며, 모의 결과는 해석해과 비교됨으로써 개발된 조파장치의 성능이 검증되었다.

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Modeling a User-Friendly Korean-Japanese Thesaurus for Internet Circumstances (한.일 인터넷 정보유통을 위한 이용자 친화적 다국어 시소러스 모형 개발에 관한 연구)

  • Han, Seung-Hee
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.18 no.2
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    • pp.253-269
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    • 2007
  • The purpose of this study is modeling a user-friendly Korean-Japanese thesaurus for internet circumstances. The methodology had two steps: first, the problems were analyzed when multilingual thesaurus is constructed, with review of various multilingual thesauri and interview with multilingual thesaurus constructor in Korea and Japan. Second, collaborative tags were analyzed to differentiate cultural/linguistic background from word usage pattern. As a result, searching thesaurus model was suggested and applied to develop a user-friendly Korean-Japanese thesaurus.

The Effect of Robot-Based STEAM Class on the Korean Learning of Multiculturul School Children -Focusing on After School Learning of Elementary School- (로봇 활용 STEAM 수업이 다문화 아동의 한국어 학습에 미치는 영향 -초등학교 방과 후 수업을 중심으로-)

  • Kim, Se-Min;You, Kang-Soo
    • Journal of Digital Convergence
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    • v.13 no.8
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    • pp.1-8
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    • 2015
  • This paper focuses on analyzing Korean language learning effect through the STEAM class using a robot which is targeted on multicultural elementary school students. For the purpose of it, the degree of difficulty and interest of how students feel has been measured. By using the programing tool of Korean language entering base, they learn the programming commands like as variable, data type, branching statement, loop statement, etc in Korean, the effect of Korean learning has been measured. It has been examined two interviews at the beginning and the end of the second semester to measure the effect of Korean language learning. As a result of this research, It can be realized that multicultural children who have similar linguistic characteristics and cultural sphere understood Korean language easily when they take the Korean language class by utilizing a robot, and the class had an effect on the acquisition of Korean language for multicultural children.

Exploring Trends and Future Directions of Research on Multicultural Acceptance of Korean Elementary School Children (우리나라 초등학생의 다문화 수용성에 관한 연구 동향 분석)

  • Lee, Hyun-Jung
    • Journal of Digital Convergence
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    • v.16 no.9
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    • pp.63-71
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    • 2018
  • This study aimed to suggest research directions for future studies by exploring trends of existing academic literature on multicultural acceptance of elementary school children in Korea. For this purpose, this study searched for domestic articles in academic data base using key words related to the subject of this study. Finally 36 articles were selected and using content analysis they were analyzed according to year of publication, fied of study, research themes, and research methods. The results of the study indicated that steady academic efforts have been made related to this topic since the first study in this field appeared in 2010 and the most prolific field of study was pedagogy. Results also showed that the theme of analyzing factors affecting multicultural acceptance of children was studied the most and quantitative methods were dominant. Results of the analysis suggested a need to put more research endeavor to extend the scope of research themes, study fields, and research designs in this field and they contributed to providing basis for future research.

Representations of the Korean Disabled Men Images through the Relationships in Multicultural Society in Korean Novels (한국 소설에 재현된 다문화 사회 장애 남성상)

  • Kim, Se-Ryoung;Nam, Se-Hyun
    • Journal of Digital Convergence
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    • v.14 no.10
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    • pp.499-506
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    • 2016
  • This study is focused on showing possibilities and limitations of the disabled men roles through the relationships with migrant women in korean novels, furthermore it is discovering the problems and the directions for successful cohabitation of the disabled men and migrant women in Korea. To accomplish this purpose of study, we analyzed and criticized 5 Korean novels which described the life of a disabled man with a migrant woman in Korean multicultural society. As a result, the disabled man in those relationships represented the man who was only true to his own desires or the man of the minority in social restraint due to disability and also those men can be classified as attackers or helpers for their migrant lovers. These formulaic expressions being problematic by themselves also facilitate making distorted images of the disabled men and migrant women.

A Study on the Physical Characteristics of Concrete using Multi-Component Blended Binder According to Warter Reduction Efficiency of Warter Reduction Agent (감수제의 감수 효율에 따른 다성분계 결합재를 사용한 콘크리트의 물리적 특성에 관한 기초적 연구)

  • Kim, Kyung-Hwan;Oh, Sung-Rok;Choi, Byung-Keol;Choi, Yun-Wang
    • Journal of the Korea Concrete Institute
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    • v.27 no.5
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    • pp.559-568
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    • 2015
  • In this study, multi-component blended concrete mix with fly ash and ground granulated blast furnace slag according to 3 level of type of warter reduction agent (type of 0%, 8% and 16%) and 3 level of water-binder ratio (40%, 45% and 50%) was prepared for evaluation of effect of physical characteristics of concrete using multi-component blended binder according to warter reduction efficiency of warter reduction agent. In addition, concrete mix was carried out repetition test of three times in order to secure the reliability. As a result, compressive strength according to type of warter reduction agent was found that difference of strength was about 20% occurred, warter reduction efficiency of warter reduction agent was showed that a great influence on qualities of concrete. Therefore, reflected the effect of warter reduction efficiency of warter reduction agent, prediction model equations of compressive strength for multi-component blended concrete was proposed, it was found that more than 90% of the high correlation.

Relationship of Multicultural Adolescents' Stress, Depression, Family Resilience and Internet Game Addiction (다문화청소년의 스트레스, 우울과 가족탄력성 및 인터넷게임중독의 관계에 대한 융합연구)

  • Kim, Min-Kyeong
    • Journal of the Korea Convergence Society
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    • v.7 no.1
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    • pp.205-210
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    • 2016
  • The purposes of this study were to find the correlation of variables, and to explore the mediating role of family resilience between stress, depression and internet game addiction. The subject of the survey was 204 multicultural adolescents. The data were analyzed with frequency, Pearson's correlation and structural equation modeling by SPSS and AMOS. The major findings were as follows; stress and depression were positively correlated with internet game addiction. Family resilience was negatively correlated with internet game addiction. Stress and depression influenced negatively family resilience. Family resilience influenced negatively internet game addiction. Family resilience mediated the effects of stress, depression and internet game addiction. In conclusion, it is important to intervene multicultural adolescents' internet game addiction through special education program and counseling in order to build family resilience.

A Study on the Military Runway Protection Performance for the Multiple Warheads Attack (다탄두 공격에 대한 군 활주로 방호성능 평가)

  • Hwang, Injae;Han, Jaeduk;You, Seunghan;Kim, Sungkon
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.40 no.5
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    • pp.521-526
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    • 2020
  • Airfield pavements, such as runways and taxiways, are essential for smooth take-off and landing of fixed-wing aircraft and are the most important installation for the military to carry out air operations during wartime. Therefore, in wartime, it is necessary to reduce the damage to these installations and repair them in the shortest possible time. Recently, the pattern of attack is changing from the use of conventional high explosive which is to create large craters to the use of multiple warheads weapon system which is to effectively attack enemy's airfields but unrelated to accuracy. Hence in this study, through identifying the specification and composition of multiple warheads weapon system, we checked the protection performance and damage patterns of the pavement when explosion occurred on the installed military runway and taxiway by the multiple warheads weapon system. And The multiple warheads weapon systems is able to cause extensive damage but the destructive power of each warhead is not as great, so I would like to propose an airfield pavement design plan for minimal protection against such attacks.

Study on Hindered Diffusion of Single Polyelectrolyte Chain in Micro-Pores by Employing Brownian Dynamics Simulations (브라운 동력학 시뮬레이션에 의한 미세기공에서 단일한 다가전해질 사슬의 제한확산 연구)

  • 전명석;곽현욱
    • Membrane Journal
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    • v.12 no.4
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    • pp.207-215
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    • 2002
  • The hindered diffusion in confined spaces is an important phenomenon to understand in a micro-scale the filtration mechanism determined by the particle motion in membrane pores. Compared to the case of spherical colloids, both the theoretical investigations and the experiments on the hindered diffusion of polyelectrolytes is actually more difficult, due to lots of relevant parameters resulting from the complicated conformational properties of the polyelectrolyte chain. We have successfully performed the Brownian dynamics simulations upon a single polyeiectrolyte confined in a slit-like pore, where a coarse-grained bead-spring model incorporated with Debye-Huckel interaction is properly adopted. For the given sizes of both the polyelectrolyte and the pore width, the hindered diffusion coefficient decreases as the solution ionic concentration decreases. It is evident that a charge effect of the pore wall enhances the hindered diffusion of polyelectrolyte. Simulation results allow us to make sense of the diffusive transport through the micro-pore, which is restricted by the influences of the steric hindrance of polyelectrolytes as well as the electrostatic repulsion between the polyelectrolytes and pore wall.