• 제목/요약/키워드: sequence to sequence modeling

검색결과 364건 처리시간 0.031초

MTRNN을 이용한 한국어 대화 모델 생성 (Korean Dialogue Modeling using MTRNN)

  • 신창욱;차정원
    • 한국정보과학회 언어공학연구회:학술대회논문집(한글 및 한국어 정보처리)
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    • 한국정보과학회언어공학연구회 2017년도 제29회 한글 및 한국어 정보처리 학술대회
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    • pp.285-287
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    • 2017
  • 본 논문에서는 Multi-layer sequence-to-sequence 구조를 이용해 한국어 대화 시스템을 개발하였다. sequence-to-sequence는 RNN 혹은 그 변형 네트워크에 데이터를 입력하고, 입력이 완료된 후의 은닉층의 embedding에 기반해 출력열을 생성한다. 우리는 sequence-to-sequence로 입력된 발화에 대해 출력 발화를 내어주는 대화 모델을 학습하였고, 그 성능을 측정하였다. RNN에 대해서는 약 80만 발화를, MTRNN에 대해서는 5만 발화를 학습하고 평가하였다. 모델의 결과로 나타난 발화들을 정리하고 분석하였다.

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MTRNN을 이용한 한국어 대화 모델 생성 (Korean Dialogue Modeling using MTRNN)

  • 신창욱;차정원
    • 한국어정보학회:학술대회논문집
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    • 한국어정보학회 2017년도 제29회 한글및한국어정보처리학술대회
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    • pp.285-287
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    • 2017
  • 본 논문에서는 Multi-layer sequence-to-sequence 구조를 이용해 한국어 대화 시스템을 개발하였다. sequence-to-sequence는 RNN 혹은 그 변형 네트워크에 데이터를 입력하고, 입력이 완료된 후의 은닉층의 embedding에 기반해 출력열을 생성한다. 우리는 sequence-to-sequence로 입력된 발화에 대해 출력 발화를 내어주는 대화 모델을 학습하였고, 그 성능을 측정하였다. RNN에 대해서는 약 80만 발화를, MTRNN에 대해서는 5만 발화를 학습하고 평가하였다. 모델의 결과로 나타난 발화들을 정리하고 분석하였다.

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부품의 리사이클링을 위한 최적 해체경로 생성 (Optimum Disassembly Sequence Generation of Parts for Recycling)

  • 이건상
    • 한국공작기계학회논문집
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    • 제15권1호
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    • pp.70-75
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    • 2006
  • This paper represents a study on disassembly sequence generation system for automobile parts. This system is practically very useful because proper disassembly sequence of end-of-life product becomes crucial as take-back obligations are imposed for environmental reasons. Therefore a disassembly sequence generation system is suggested to automatically derive all the feasible disassembly sequences from the assembly modeling files. As a result, in consideration of the all parts and subassemblies the optimum disassembly sequence is generated. And the optimum disassembly sequence for a certain part or subassembly can be also suggested.

세탁조의 제작공정해석 및 공정개선에 관한 연구 (A Study on the Process Sequence Design of a Tub for the Washing Machine Container)

  • 임중연;이호용;황병복
    • 소성∙가공
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    • 제3권3호
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    • pp.359-374
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    • 1994
  • Process sequence design in sheet metal forming process by the finite element method is investigated. The forming of sheet metal into a washing machine container is used to demonstrate the design of an improved process sequence which has fewer operations. The design procedure makes extensive use of the finite element method which has simulation capabilities of elastic-plastic modeling. A one-stage process to make an initial blank to the final product is simulated to obtain information on metal flow requirements. Loading simulation for a conventional method is also performed to evaluate the design criteria which are uniform thickness distribution around the finished part and maximum punch load within limit of available press capacity. The newly designed sequence has two forming operations and can achieve net-shape manufacturing, while the conventional process sequence has three forming operations. This specific case conventional process sequence has three forming operations. This specific case can be considered for application of the method and for development of the sequence design methodology in general.

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혼합 시퀀스 커널을 이용한 조종사의 비동적 행위 모델링 (A Non-Kinetic Behavior Modeling for Pilots Using a Hybrid Sequence Kernel)

  • 최예림;전승욱;지철규;박종헌;신동민
    • 한국군사과학기술학회지
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    • 제17권6호
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    • pp.773-785
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    • 2014
  • For decades, modeling of pilots has been intensively studied due to its advantages in reducing costs for training and enhancing safety of pilots. In particular, research for modeling of pilots' non-kinetic behaviors which refer to the decisions made by pilots is beneficial as the expertise of pilots can be inherent in the models. With the recent growth in the amount of combat logs accumulated, employing statistical learning methods for the modeling becomes possible. However, the combat logs consist of heterogeneous data that are not only continuous or discrete but also sequence independent or dependent, making it difficult to directly applying the learning methods without modifications. Therefore, in this paper, we present a kernel function named hybrid sequence kernel which addresses the problem by using multiple kernel learning methods. Based on the empirical experiments by using combat logs obtained from a simulator, the proposed kernel showed satisfactory results.

cDNA Cloning, Expression and Homology Modeling of a Luciferase from the Firefly Lampyroidea maculata

  • Emamzadeh, Abdo Rahman;Hosseinkhani, Saman;Sadeghizadeh, Majid;Nikkhah, Maryam;Chaichi, Mohammad Javad;Mortazavi, Mojtaba
    • BMB Reports
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    • 제39권5호
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    • pp.578-585
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    • 2006
  • The cDNA of a firefly luciferase from lantern mRNA of Lampyroidea maculata has been cloned, sequenced and functionally expressed. The cDNA has an open reading frame of 1647 bp and codes for a 548-residue-long polypeptide. Noteworthy, sequence comparison as well as homology modeling showed the highest degree of similarity with H. unmunsana and L. mingrelica luciferases, suggesting a close phylogenetic relationship despite the geographical distance separation. The deduced amino acid sequence of the luciferase gene of firefly L. maculata showed 93% identity to H. unmunsana. Superposition of the three-dimensional model of L. maculata luciferase (generated by homology modeling) and three dimensional structure of Photinus pyralis luciferase revealed that the spatial arrangements of Luciferin and ATP-binding residues are very similar. Putative signature of AMP-binding domain among the various firefly species and Lampyroidea maculata was compared and a striking similarity was found. Different motifs and sites have been identified in Lampyroidea maculata by sequence analysis. Expression and purification of luciferase from Lampyroidea maculata was carried out using Ni-NTA Sepharose. Bioluminescence emission spectrum was similar to Photinus pyralis luciferase.

지중송전선로의 대칭분 임피던스 모델링에 관한 연구 (A Study on the Sequence Impedance Modeling of Underground Transmission Systems)

  • 황영록;김경철
    • 조명전기설비학회논문지
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    • 제28권6호
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    • pp.60-67
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    • 2014
  • Power system fault analysis is commonly based on well-known symmetrical component method, which describes power system elements by positive, negative and zero sequence impedance. The majority of fault in transmission lines is unbalanced fault, such as line-to-ground faults, so that both positive and zero sequence impedance is required for fault analysis. When unbalanced fault occurs, zero sequence current flows through earth and ground wires in overhead transmission systems and through cable sheaths and earth in underground transmission systems. Since zero sequence current distribution between cable sheath and earth is dependent on both sheath bondings and grounding configurations, care must be taken to calculate zero sequence impedance of underground cable transmission lines. In this paper, EMTP-based sequence impedance calculation method was described and applied to 345kV cable transmission systems. Calculation results showed that detailed circuit analysis is desirable to avoid possible errors of sequence impedance calculation resulted from various configuration of cable sheath bonding and grounding in underground cable transmission systems.

An XPDL-Based Workflow Control-Structure and Data-Sequence Analyzer

  • Kim, Kwanghoon Pio
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권3호
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    • pp.1702-1721
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    • 2019
  • A workflow process (or business process) management system helps to define, execute, monitor and manage workflow models deployed on a workflow-supported enterprise, and the system is compartmentalized into a modeling subsystem and an enacting subsystem, in general. The modeling subsystem's functionality is to discover and analyze workflow models via a theoretical modeling methodology like ICN, to graphically define them via a graphical representation notation like BPMN, and to systematically deploy those graphically defined models onto the enacting subsystem by transforming into their textual models represented by a standardized workflow process definition language like XPDL. Before deploying those defined workflow models, it is very important to inspect its syntactical correctness as well as its structural properness to minimize the loss of effectiveness and the depreciation of efficiency in managing the corresponding workflow models. In this paper, we are particularly interested in verifying very large-scale and massively parallel workflow models, and so we need a sophisticated analyzer to automatically analyze those specialized and complex styles of workflow models. One of the sophisticated analyzers devised in this paper is able to analyze not only the structural complexity but also the data-sequence complexity, especially. The structural complexity is based upon combinational usages of those control-structure constructs such as subprocesses, exclusive-OR, parallel-AND and iterative-LOOP primitives with preserving matched pairing and proper nesting properties, whereas the data-sequence complexity is based upon combinational usages of those relevant data repositories such as data definition sequences and data use sequences. Through the devised and implemented analyzer in this paper, we are able eventually to achieve the systematic verifications of the syntactical correctness as well as the effective validation of the structural properness on those complicate and large-scale styles of workflow models. As an experimental study, we apply the implemented analyzer to an exemplary large-scale and massively parallel workflow process model, the Large Bank Transaction Workflow Process Model, and show the structural complexity analysis results via a series of operational screens captured from the implemented analyzer.

다수 표적 연속교전 상황에서의 최적 발사각 Sequence 결정 개념 연구 (Study on a Noble Methodology for the Automatic Decision of Optimal Launch Angle Sequence under Multi-Target Engagement)

  • 류선미
    • 한국시뮬레이션학회논문지
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    • 제25권3호
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    • pp.133-146
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    • 2016
  • 단일 발사대에 탑재된 다수의 유도탄이 다수의 표적과 순차적으로 교전하는 상황에서 발사대는 유도탄이 해당 표적을 타격할 수 있도록 적절한 발사각을 설정하여 구동하게 된다. 이 때, 개별 표적에 대해 할당된 순서대로 교전을 수행하게 되면 전체 교전 시간이 길어지며, 이동하는 표적이 교전 가능 영역을 벗어나게 되어 부분적으로 교전에 실패할 가능성이 있다. 따라서 다양한 표적 배치 상황에서 최적 교전을 수행할 수 있는 발사각 시퀀스(Sequence)에 대한 연구가 필수적이다. 본 연구에서는 다수의 이동하는 표적이 있는 전장 시나리오에서 시뮬레이션을 통해 모든 발사각 시퀀스에 대한 결과를 계산하고, 이 중 전체 교전 시간을 최소화 하는 최적의 발사각 시퀀스를 추출하는 과정을 통해 표적 시나리오에 따른 시퀀스 결정 논리를 모델링하였다. 그리고 그 모델링 결과를 통해 나온 교전 시퀀스와 시뮬레이션을 통해 획득한 최적 혹은 준최적 발사각 시퀀스를 비교함으로써 본 연구에서 제안한 최적 발사각 시퀀스 결정 개념을 검증하였다.

리사리클링을 위한 부품의 최적 해체경로 생성에 대한 연구 (Optimum Disassembly Sequence Generation of Parts for Recycling)

  • 이건상
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2005년도 추계학술대회 논문집
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    • pp.824-827
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    • 2005
  • This paper represents a study on disassembly sequence generation for automobile parts. This is particularly useful because adequate end-of-life disassembly becomes crucial as take-back obligations are imposed for environmental reasons. Therefore in this paper a method is suggested to automatically derive all the feasible subassemblies and feasible actions between them from the assembly modeling files. As a result, in consideration of the all pars and subassemblies the optimum disassembly sequence is generated. And the optimum disassembly sequence for a certain part or subassembly can be also generated.

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