• Title/Summary/Keyword: End-to-End

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Multipath Routing Based on Opportunistic Routing for Improving End-to-end Reliability in Large-scale Wireless Sensor Networks (대규모 무선 센서 네트워크에서 종단 간 전송 성공률 향상을 위한 기회적 라우팅 기반 다중 경로 전송 방안)

  • Kim, SangDae;Kim, KyongHoon;Kim, Ki-Il
    • IEMEK Journal of Embedded Systems and Applications
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    • v.14 no.4
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    • pp.177-186
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    • 2019
  • In wireless sensor networks, the transmission success ratio would be decreased when the scale of the WSNs increased. To defeat this problem, we propose a multipath routing based on opportunistic routing for improving end-to-end reliability in large-scale wireless sensor networks. The proposed scheme exploits the advantages of existing opportunistic routing and achieves high end-to-end success ratio by branching like a multipath routing through local decision without information of the whole network. As a result of the simulation result, the proposed scheme shows a similar or higher end-to-end transmission success ratio and less energy consumption rather than the existing scheme.

Development of a Dialogue System Model for Korean Restaurant Reservation with End-to-End Learning Method Combining Domain Specific Knowledge (도메인 특정 지식을 결합한 End-to-End Learning 방식의 한국어 식당 예약 대화 시스템 모델 개발)

  • Lee, Dong-Yub;Kim, Gyeong-Min;Lim, Heui-Seok
    • 한국어정보학회:학술대회논문집
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    • 2017.10a
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    • pp.111-115
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    • 2017
  • 목적 지향적 대화 시스템(Goal-oriented dialogue system)은 텍스트나 음성을 통해 특정한 목적을 수행할 수 있는 시스템이다. 최근 RNN(recurrent neural networks)을 기반으로 대화 데이터를 end-to-end learning 방식으로 학습하여 대화 시스템을 구축하는데에 활용한 연구가 있다. End-to-end 방식의 학습은 도메인에 대한 지식 없이 학습 데이터 자체만으로 대화 시스템 구축을 위한 학습이 가능하다는 장점이 있지만 도메인 지식을 학습하기 위해서는 많은 양의 데이터가 필요하다는 단점이 존재한다. 이에 본 논문에서는 도메인 특정 지식을 결합하여 end-to-end learning 방식의 학습이 가능한 Hybrid Code Network 구조를 기반으로 한국어로 구성된 식당 예약에 관련한 대화 데이터셋을 이용하여 식당 예약을 목적으로하는 대화 시스템을 구축하는 방법을 제안한다. 실험 결과 본 시스템은 응답 별 정확도 95%와 대화 별 정확도 63%의 성능을 나타냈다.

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Cross-Layer and End-to-End Optimization for the Integrated Wireless and Wireline Network

  • Gong, Seong-Lyong;Roh, Hee-Tae;Lee, Jang-Won
    • Journal of Communications and Networks
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    • v.14 no.5
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    • pp.554-565
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    • 2012
  • In this paper, we study a cross-layer and end-to-end optimization problem for the integrated wireless and wireline network that consists of one wireline core network and multiple wireless access networks. We consider joint end-to-end flow control/distribution at the transport and network layers and opportunistic scheduling at the data link and physical layers. We formulate a single stochastic optimization problem and solve it by using a dual approach and a stochastic sub-gradient algorithm. The developed algorithm can be implemented in a distributed way, vertically among communication layers and horizontally among all entities in the network, clearly showing what should be done at each layer and each entity and what parameters should be exchanged between layers and between entities. Numerical results show that our cross-layer and end-to-end optimization approach provides more efficient resource allocation than the conventional layered and separated optimization approach.

Experimental verification of shear and frictional characteristics in end milling (엔드밀링시 전단 및 마찰 특성의 실험적 검증)

  • Lee, Y. M.;S. H. Yang;M. Chen;S. I. Jang
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2003.06a
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    • pp.1789-1794
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    • 2003
  • As a new approach to analyze shear behaviors in the shear plane and chip-tool friction behaviors in the chip-tool contact region during an end milling process, this paper introduces a method to transform an end milling process to an equivalent oblique cutting process. In this approach, varying undeformed chip thicknesses and cutting forces in the up-and down-end milling process are replaced with the equivalent ones of oblique cutting. Accordingly, in the current paper, the shear and friction characteristics of end milling operations, up- and down-end milling, have been analyzed based on the equivalent oblique cutting models. Two series of cutting tests, up- and down-end milling tests and the equivalent oblique cutting tests to that, have been carried out to verify the validity of the analyses. And using the results of cutting tests the cutting characteristics of the up- and down-end milling processes have been thoroughly investigated.

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Korean End-to-End Coreference Resolution with BERT for Long Document (긴 문서를 위한 BERT 기반의 End-to-End 한국어 상호참조해결)

  • Jo, Kyeongbin;Jung, Youngjun;Lee, Changki;Ryu, Jihee;Lim, Joonho
    • Annual Conference on Human and Language Technology
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    • 2021.10a
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    • pp.259-263
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    • 2021
  • 상호참조해결은 주어진 문서에서 상호참조해결 대상이 되는 멘션(mention)을 식별하고, 동일한 개체(entity)를 의미하는 멘션들을 찾아 그룹화하는 자연어처리 태스크이다. 최근 상호참조해결에서는 BERT를 이용하여 단어의 문맥 표현을 얻은 후, 멘션 탐지와 상호참조해결을 동시에 진행하는 end-to-end 모델이 주로 연구되었으나, 512 토큰 이상의 긴 문서를 처리하기 위해서는 512 토큰 이하로 문서를 분할하여 처리하기 때문에 길이가 긴 문서에 대해서는 상호참조해결 성능이 낮아지는 문제가 있다. 본 논문에서는 512 토큰 이상의 긴 문서를 위한 BERT 기반의 end-to-end 상호참조해결 모델을 제안한다. 본 모델은 긴 문서를 512 이하의 토큰으로 쪼개어 기존의 BERT에서 단어의 1차 문맥 표현을 얻은 후, 이들을 다시 연결하여 긴 문서의 Global Positional Encoding 또는 Embedding 값을 더한 후 Global BERT layer를 거쳐 단어의 최종 문맥 표현을 얻은 후, end-to-end 상호참조해결 모델을 적용한다. 실험 결과, 본 논문에서 제안한 모델이 기존 모델과 유사한 성능을 보이면서(테스트 셋에서 0.16% 성능 향상), GPU 메모리 사용량은 1.4배 감소하고 속도는 2.1배 향상되었다.

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Visual analysis of attention-based end-to-end speech recognition (어텐션 기반 엔드투엔드 음성인식 시각화 분석)

  • Lim, Seongmin;Goo, Jahyun;Kim, Hoirin
    • Phonetics and Speech Sciences
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    • v.11 no.1
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    • pp.41-49
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    • 2019
  • An end-to-end speech recognition model consisting of a single integrated neural network model was recently proposed. The end-to-end model does not need several training steps, and its structure is easy to understand. However, it is difficult to understand how the model recognizes speech internally. In this paper, we visualized and analyzed the attention-based end-to-end model to elucidate its internal mechanisms. We compared the acoustic model of the BLSTM-HMM hybrid model with the encoder of the end-to-end model, and visualized them using t-SNE to examine the difference between neural network layers. As a result, we were able to delineate the difference between the acoustic model and the end-to-end model encoder. Additionally, we analyzed the decoder of the end-to-end model from a language model perspective. Finally, we found that improving end-to-end model decoder is necessary to yield higher performance.

Conformer with lexicon transducer for Korean end-to-end speech recognition (Lexicon transducer를 적용한 conformer 기반 한국어 end-to-end 음성인식)

  • Son, Hyunsoo;Park, Hosung;Kim, Gyujin;Cho, Eunsoo;Kim, Ji-Hwan
    • The Journal of the Acoustical Society of Korea
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    • v.40 no.5
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    • pp.530-536
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    • 2021
  • Recently, due to the development of deep learning, end-to-end speech recognition, which directly maps graphemes to speech signals, shows good performance. Especially, among the end-to-end models, conformer shows the best performance. However end-to-end models only focuses on the probability of which grapheme will appear at the time. The decoding process uses a greedy search or beam search. This decoding method is easily affected by the final probability output by the model. In addition, the end-to-end models cannot use external pronunciation and language information due to structual problem. Therefore, in this paper conformer with lexicon transducer is proposed. We compare phoneme-based model with lexicon transducer and grapheme-based model with beam search. Test set is consist of words that do not appear in training data. The grapheme-based conformer with beam search shows 3.8 % of CER. The phoneme-based conformer with lexicon transducer shows 3.4 % of CER.

Nurses' Perceptions Regarding Sign & Symptom Management in End of Life Care in Nursing Homes (노인요양시설 간호사의 임종 징후 관리에 대한 인식)

  • Lee, Se-Hyun;Chang, Sung-Ok;Kim, Mi-So
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.17 no.2
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    • pp.209-219
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    • 2010
  • Introduction: The phenomenon related to sign & symptom management for end of life of the patients is of interest to researchers in nursing society today. This study was conducted to clarify and to conceptualize the factors of sign & symptom management in end of life care though nurses' perceptions on this phenomena. Methods: The qualitative study method was used to explore the experienced nurses' perceptions related to sign & symptom management in end of life care. It included a field study carried out in South Korea using in-depth interviews with 30 experienced nurses from three nursing home facilities. Results: This study identified the following categories related to end of life care with sub-categories for each category: (1) nurses' modes in identifying the signs related to patients' end of life, (2) nurses' perceived directions on patients' end of life care, (3) nurses' perceived strategies in end of life care and (4) nurses' perceived barriers in end of life care Conclusion: Through this study, characteristics of the way nurses' provide for patients' end of life care are identified, along with how nursing decisions are made to manage the sign & symptom indicating patients' end of life.

An Improved BGP Routing Algorithm for End-to-End Traffic Engineering (BGP에서의 End-to-End 트래픽 엔지니어링 방안)

  • Kong, Hyon-Min;Kwon, Young-Mi
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.45 no.3
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    • pp.46-52
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    • 2008
  • BGP is an exterior routing protocol which exchanges routing information between ASs in ISP or large networks. It is necessary for the BGP to provide traffic enforcement among ASs, for an End-to-End traffic engineering capability in the Internet. However, traditional BGP-4 is lack of end-to-end traffic engineering capability because the policy-based routing affects the traffic only between directly-connected neighbor ASs. This paper proposes an extended BGP routing algorithm to achieve an End-to-End traffic engineering capability. This new method does not require an additional BGP message type, nor change a structure of existing routing table. It only extended the operation of UPDATE message with AS_PATH attribute, which is well-known mandatory. Simulation shows that the new BGP algorithm improves the packet delay and packet loss without the problem of backward compatibility.

Results of Tracheal Resection with End-to-end Anastomosis (기관절제술후 기관 단단문합술 치험 결과)

  • Shin Dong-Jin;Cho Woo-Jin;Baek Sungkuk;Woo Jeong Su;Kwon Soon-Young;Jung Kwang-Yoon
    • Korean Journal of Bronchoesophagology
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    • v.10 no.1 s.19
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    • pp.41-45
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    • 2004
  • Tracheostomy and endotracheal intubation are often performed in patients with acute and chronic respiratory failure. Recently, the incidence of iatrogenic tracheal stenosis has increased. Tracheal resection and end-to-end anastomosis would be one of the most physiologic treatment options for severe tracheal stenosis. Also, this treatment can be applied to the management of trachea invaded by thyroid cancer and tracheal neoplasm. The authors aimed to analyze the outcomes of end-to-end anastomosis of trachea following segmental resection in tracheal stenosis and tracheal invasion of cancer that we have recently experienced. Materials and methods Authors retrospectively studied 19 cases treated by tracheal resection with end-to-end anastomosis between Feburuary 1996 and January 2003. 12 patients had tracheal stenosis, 6 patients had tracheal invasion by thryroid cancer and 1 patient had tracheal cancer. We analyzed the direct causes of tracheal stenosis, preoperative vocal cord function, operation technique, early and delayed postoperative complications, and the outcome of end-to-end anastomois. Result Decannulation without significant aspiration was achieved in 16 cases($89.5\%$). A 27 year-old man could not be decannulated because of restenosis. A 62 year-old woman could not be decannulated because of bilateral vocal cord palsy. Conclusion End-to-end anastomosis is a safe and effective surgical method for tracheal stenosis. Case selection for end-to-end anastomosis and preservation of recurrent laryngeal nerve during operation is very important.

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