• 제목/요약/키워드: sequence-to-sequence model

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인공신경망 기계번역에서 디코딩 전략에 대한 연구 (Study on Decoding Strategies in Neural Machine Translation)

  • 서재형;박찬준;어수경;문현석;임희석
    • 한국융합학회논문지
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    • 제12권11호
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    • pp.69-80
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    • 2021
  • 딥러닝 모델을 활용한 인공신경망 기계번역 (Neural machine translation)이 주류 분야로 떠오르면서 최고의 성능을 위해 모델과 데이터 언어 쌍에 대한 많은 투자와 연구가 활발하게 진행되고 있다. 그러나, 최근 대부분의 인공신경망 기계번역 연구들은 번역 문장의 품질을 극대화하는 자연어 생성을 위한 디코딩 전략 (Decoding strategy)에 대해서는 미래 연구 과제로 남겨둔 채 다양한 실험과 구체적인 분석이 부족한 상황이다. 기계번역에서 디코딩 전략은 번역 문장을 생성하는 과정에서 탐색 경로를 최적화 하고, 모델 변경 및 데이터 확장 없이도 성능 개선이 가능하다. 본 논문은 시퀀스 투 시퀀스 (Sequence to Sequence) 모델을 활용한 신경망 기반의 기계번역에서 고전적인 그리디 디코딩 (Greedy decoding)부터 최신의 방법론인 Dynamic Beam Allocation (DBA)까지 비교 분석하여 디코딩 전략의 효과와 그 의의를 밝힌다.

다중변수 순차층서 모델 개발을 통한 울릉분지 남서부 대륙주변부의 층서연구 (Muti-variable Sequence Stratigraphic Model and its Application to Shelf-Slope System of the Southwestern Ulleung Basin Margin)

  • 윤석훈;박세진;조성권
    • 한국석유지질학회지
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    • 제5권1_2호
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    • pp.36-47
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    • 1997
  • 본 연구에서는 기존 Exxon group의 순차층서 모델이 갖고 있는 적용의 한계성을 극복하기 위하여 다중변수 순차층서 모델을 제시하였다. 이 모델에서는 2~3차수의 주기성을 갖고 변화되는 범세계적 해수면 변동, 지구조운동, 퇴적물 공급 등의 영향요소를 모두 변수로 간주하며, 이들 요소에 의해 순차층의 내부구성과 경계면 타입이 결정된다. 순차층을 구성하는 기본 단위로 해석적 층서단위인 퇴적계 연합체(systems tract)대신, 내부 지층의 집적형태에 의해 구분되는 기술적 층서단위인 부순차층세트(parasequence set)를 채택하였으며, 부순차층세트의 타입은 상대적 해수면 변동과 퇴적물 공급속도의 변화를 반영한다. 따라서 본 순차층서 모델은, 네 가지 타입의 상대적 해수면 변동과 세 등급의 퇴적물 공급 변화 사이의 조합으로써 예상되는 단일 또는 $2{\~}4$개의 부순차층세트로 구성된 7가지 타입의 순차층을 보여준다. 다중변수 순차층서 모델을 울릉분지 남서부 대륙주변부에 적용한 결과, 순차층의 타입은 울릉분지의 형성과 닫힘에 따른 3단계의 분지주변부 지구조 운동의 변화를 잘 반영한다. 즉, 순차층을 구성하는 부순차층세트 조합의 변화와 울릉분지 지구조 운동의 타입과 속도가 시기적으로 일치 한다. 해저면의 급격한 침강을 동반한 울릉분지의 후열도 열개 동안에는 분지의 급격 한 침강으로 인해 상대적 인 해수면은 지속적으로 상승되었고, 많은 양의 퇴적물이 공급되어 1개의 부순차층세트로 구성된 순차층이 형성되었다. 이후, 압축성 변형을 동반한 울릉분지의 닫힘 동안에는, 분지 침강이 느려지고 국지적으로 융기가 일어나 하강 또는 상승우세의 상대적 해수면 변동이 야기되었고, 또한 지구조적 요인에 의해 통제되는 퇴적물 집적속도의 지역적인 차이로 인하여 변형대와 비변형대에서 상이한 순차층이 형성되었다. 분지 닫힘단계 이후에는 다시 해저면이 전반적으로 침강되면서, 상승이 우세한 상대적 해수면 변동과 보통 또는 빠른 퇴적물 집적속도가 결합하여 2-3개의 부순차층세트로 구성된 순차층을 형성하였다.

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지연요소를 수반하는 일차계통의 패러미터 추정에 관한 연구 (A Study of Parameter Estimation for First Order System with Dead Time)

  • 하주식
    • 전기의세계
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    • 제18권1호
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    • pp.15-23
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    • 1969
  • A lot of recent researches have shown that a Pseudo Random Binary Signal is a quite effective test signal to measure the impulse response of a plant. Generally speaking, however, such a response itself is not satisfactory to determine the appropriate control parameters or control inputs. Here, the author intends to estimate the unknown parameters of the First Order Plant with Dead Time by means of correlation method using M-sequence signal. The time constant T and the dead time L of the plant are eatimated with one tracking loop by automatically adjusting delay time .tau. of M-sequence signal according to variations of T and L. In this paper, a three level M-sequence signal is used as a test signal in order to avoid troublesome operations to calculate partial derivatives of a given performance index with respect to the parameters which are usually required in the Model Method. Several experiments with analogue computer using low pass filters as averaging circuits showed good results as expected.

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Video Content-Based Bit Rate Estimation Scheme for Transcoding in IPTV Services

  • Cho, Hye Jeong;Sohn, Chae-Bong;Oh, Seoung-Jun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제8권3호
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    • pp.1040-1057
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    • 2014
  • In this paper, a new bit rate estimation scheme is proposed to determine the bit rate for each subclass in an MPEG-2 TS to H.264/AVC transcoder after dividing an input MPEG-2 TS sequence into several subclasses. Video format transcoding in conventional IPTV and Smart TV services is a time-consuming process since the input sequence should be fully transcoded several times with different bit-rates to decide the bit-rate suitable for a service. The proposed scheme can automatically decide the bit-rate for the transcoded video sequence in those services which can be stored on a video streaming server as small as possible without losing any subject quality loss. In the proposed scheme, an input sequence to the transcoder is sub-classified by hierarchical clustering using a parameter value extracted from each frame. The candidate frames of each subclass are used to estimate the bit rate using a statistical analysis and a mathematical model. Experimental results show that the proposed scheme reduces the bit rate by, on an average approximately 52% in low-complexity video and 6% in high-complexity video with negligible degradation in subjective quality.

벼 엽록체 DNA의 이질성 (Heterogeneity of Chloroplast DNA in Rice)

  • 남백희;문은표
    • 한국식물학회:학술대회논문집
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    • 한국식물학회 1987년도 식물생명공학 심포지움 논문집 Proceedings of Symposia on Plant Biotechnology
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    • pp.391-401
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    • 1987
  • Plant chloroplast DNA exists as an unique circular structure in which large single copy(LSC) region and small single copy (SSC) region are separated by large inverted repeat sequences (IRS). It has been known that the unique existence of inverted repeat sequences in chloroplast DNA has no relation with the stability of the chloroplast DNA, but causes the inversion between inverted repeat its biological significance has not been understood so far. In rice, several gene clusters have been cloned and sequenced which contain ribulose-5-biophosphate car-boxylase large subunit (rbcL). Especially, one rbcL gene is linked with rp12 gene which is located in the IRS region in one of the gene clusters. By comparison of nucleotide sequence, the two genes are found to be linked through 151 bp repeat sequence which is homologous to the rp123 gene in IRS region. The repeat sequence is found to be located 3' downstream of rfcL gene and near psbA gene in LSC region. The existence of these repeat sequences and the presence of gene clusters caused by the gene rearrangement thorough the repeat sequence provide a possible which is found to be dispersed chloroplast DNA provide the model system to explaine the heterogeneity of the chloroplast DNA in rice in term of gene rearrangement.

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확률 페트리 네트를 이용한 객체기향 기반의 칩마운터 시뮬레이터 구현 (Object-Oriented Programming Based Chip-Mounter Simulator Using Stochastic Petri Nets)

  • 박기범;박태형
    • 제어로봇시스템학회논문지
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    • 제7권6호
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    • pp.540-549
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    • 2001
  • An implementation method for chip-mounter simulator is proposed to improve the productivity and utility of electronic assembly lines. The simulator emulates the assembly sequence graphically to verify the chip mounter program in offline. It also presents functions of time estimation and productivity analysis considering the error probability. To increase the flexibility of simulator, stochastic petri nets are applied to modeling of the assembly sequence. The sequence model is then implemented as extendable classes by an object oriented language. The simulator is applied to a commercial chip mounter to verify the usefulness of the method proposed.

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Switching Functions Model of a Three-phase Voltage Source Converter (VSC)

  • Fazeli, Seyed Mahdi;Ping, Hew Wooi;Abd Rahim, Nasrudin Bin;Ooi, Boon Teck
    • Journal of Power Electronics
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    • 제17권2호
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    • pp.422-431
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    • 2017
  • The equivalent circuit of a three-leg, four-wire voltage source converter (VSC) is derived using switching functions. Simulations and experiments are conducted (i) to investigate the effects of the zero sequence on VSCs when a three-phase imbalance exists and (ii) to use the consistency of simulations and laboratory experiments to validate the equivalent circuit. The impact of a three-phase imbalance on the VSC has yet to be fully investigated because of the lack of an equivalent circuit to show rigorously how the zero sequence currents flow through the VSC.

A Constrained Single Machine Scheduling Model with Earliness/Tardiness and Flow Time Measures

  • Joo, Un-Gi;Sung, Chang-Sup
    • 한국경영과학회지
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    • 제20권1호
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    • pp.115-130
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    • 1995
  • This paper considers a single machine nonpreemptive scheduling problem with a given common due date. In the problem, the optimal job sequence is sought to minimize the sum of earliness/tardiness and flow time measures in the situation where all jobs are available at time zero, and weights per unit length of earliness/tardiness and flow time are V and W, respectively. Some dominant solution properties are characterized to deriva both an optimal starting time for an arbitrary sequence and sequence improvement rules. The optimal schedule is found to the case W .geq. V/. By the way, it is difficult to find the optimal schedule for the case W < V. Therefore, the derived properties are put on together to construct a heuristic solution algorithm for the case W < V, and its effectiveness is rated at the mean relative error of about 3% on randomly generated numerical problems.

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보일러 플랜트의 Start-Up 운전자동화를 위한 모델링 (Modeling for the Automation of Start-up Operation in Boiler Plant)

  • 윤영진;황규석
    • 한국안전학회지
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    • 제12권1호
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    • pp.60-70
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    • 1997
  • Since, human error is a major factor contributing to disaster during start-up of operation in Boiler plant. it is necessary to develop an automation system which prevent mode of operation that are known to be dangerous and to bring a loss of energy. The aim of this study is to suggest a model for the computer-aided synthesis of operation sequence as a part of automation system for start-up operation. Synthesis is accomplished by the formation of a hierarchical network of goals which decide sequence of operations. Hierarchical Network is formed by using method which upper goals ( i.e. upper operation al situation) are classified by the function of themselves into lower goals (i.e. lower operational situation). Knowledge for deciding operation sequence is generated by putting In order the knowledge of hazard operation and energy management.

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Droop Control Scheme of a Three-phase Inverter for Grid Voltage Unbalance Compensation

  • Liu, Hongpeng;Zhou, Jiajie;Wang, Wei;Xu, Dianguo
    • Journal of Power Electronics
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    • 제18권4호
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    • pp.1245-1254
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    • 2018
  • The stability of a grid-connected system (GCS) has become a critical issue with the increasing utilization of renewable energy sources. Under grid faults, however, a grid-connected inverter cannot work efficiently by using only the traditional droop control. In addition, the unbalance factor of voltage/current at the common coupling point (PCC) may increase significantly. To ensure the stable operation of a GCS under grid faults, the capability to compensate for grid imbalance should be integrated. To solve the aforementioned problem, an improved voltage-type grid-connected control strategy is proposed in this study. A negative sequence conductance compensation loop based on a positive sequence power droop control is added to maintain PCC voltage balance and reduce grid current imbalance, thereby meeting PCC power quality requirements. Moreover, a stable analysis is presented based on the small signal model. Simulation and experimental results verify the aforementioned expectations, and consequently, the effectiveness of the proposed control scheme.