• 제목/요약/키워드: ReLu

검색결과 97건 처리시간 0.025초

도심 재구성에서의 사회 커뮤니티조성에 관한 검토 (A Study on the Creation of Social Communities in Urban Reconstruction)

  • 루즈옌
    • 문화기술의 융합
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    • 제9권5호
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    • pp.815-819
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    • 2023
  • 현재 중국의 도시 공간은 점진적인 개발에서 재고 변형으로 점차 변화하고 있다. 도시 공동체의 계획 개발 목표도 물질적 공간 건설에서 인문 사회의 지속 가능한 발전 방향으로 전환되었다. 현재 주거생활에 중점을 둔 단일 위도의 지역사회 계획 및 건설은 지역사회 생활 생산의 다차원적 요소를 간과하여 지역사회 간의 냉담한 관계, 인간과 환경 간의 관계 형성 어려움 등 많은 문제를 초래한다. 따라서 이 글은 지역사회의 시공간적 연속적 통일에서 지역사회의 사회성을 재인식하고, 지역사회의 중앙과 민간의 여양 명확히 하며, 일상생활의 시작점으로 하여 지역사회의 역동적인 조성 방법과 방법을 재탐색한다.

Experimental research on sagging bending resistance of steel sheeting-styrofoam-concrete composite sandwich slabs

  • Cao, P.Z.;Lu, Y.F.;Wu, Kai
    • Steel and Composite Structures
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    • 제15권4호
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    • pp.425-438
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    • 2013
  • A new-styrofoam-concrete composite sandwich slab with function of heat insulation is designed. Four full-scale simply supported composite sandwich slabs with different shear connectors are tested. Parameters under study are the thickness of the concrete, the height of profiled steel sheeting, the influence of shear connectors including the steel bars and self-drilling screws. Experimental results showing that four specimens mainly failed in bending failure mode; the shear connectors can limit the longitudinal slippery between the steel profiled sheeting and the concrete effectively and thus guarantee the good composite action and cooperative behavior of two materials. The ultimate sagging bending resistance can be determined based on plastic theory. This new composite sandwich slab has high sagging bending resistance and good ductility. Additionally, these test results help the design and application of this new type of composite sandwich slab.

전동트라이볼러지 설계에 관한 연구 (Research into Transmission-Tribology Design)

  • 위운륭;류성기;노룡;정광조;임주석;조흥진
    • Tribology and Lubricants
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    • 제19권4호
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    • pp.217-222
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    • 2003
  • We propose a new concept of transmission-tribology design based on the investigation of development and existing problem of the gear drive and tribology. The content of transmission-tribology and transmission-tribology design is probed. Some effective methods of transmission-tribology design is probed. Some effective methods of transmission-tribology design are put forward. Partial achievements in this research are introduced tersely.

A Robust and Efficient Anonymous Authentication Protocol in VANETs

  • Jung, Chae-Duk;Sur, Chul;Park, Young-Ho;Rhee, Kyung-Hyune
    • Journal of Communications and Networks
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    • 제11권6호
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    • pp.607-614
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    • 2009
  • Recently, Lu et al. proposed an efficient conditional privacy preservation protocol, named ECPP, based on group signature scheme for generating anonymous certificates from roadside units (RSUs). However, ECPP does not provide unlinkability and traceability when multiple RSUs are compromised. In this paper, we make up for the limitations and propose a robust and efficient anonymous authentication protocol without loss of efficiency as compared with ECPP. Furthermore, in the proposed protocol, RSUs can issue multiple anonymous certificates to an OBU to alleviate system overheads for mutual authentication between OBUs and RSUs. In order to achieve these goals, we consider a universal re-encryption scheme and identity-based key establishment scheme as our building blocks. Several simulations are conducted to verify the efficiency and effectiveness of the proposed protocol by comparing with those of the existing ECPP.

딥 러닝을 이용한 한국어 의존 구문 분석 (Korean Dependency Parsing using Deep Learning)

  • 이창기;김준석;김정희
    • 한국정보과학회 언어공학연구회:학술대회논문집(한글 및 한국어 정보처리)
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    • 한국정보과학회언어공학연구회 2014년도 제26회 한글 및 한국어 정보처리 학술대회
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    • pp.87-91
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    • 2014
  • 일반적인 기계학습 기반의 자연어처리 모듈의 개발에서 자질의 설계와 최적의 자질 조합을 구하는 작업은 많은 시간과 노력이 필요하다. 본 논문에서는 딥 러닝 기술을 전이 기반 방식의 한국어 의존 구문 분석에 적용하여 자질 튜닝 작업에 들어가는 많은 시간과 노력을 줄일 수 있음을 보인다. 또한 딥 러닝을 적용하기 위해 필요한 다양한 단어 표현(word embedding) 모델을 적용하여 최적의 단어 표현 모델을 알아내고, 성능 향상을 위해 최근에 개발된 Drop-out 및 Rectified Linear hidden Unit(ReLU) 기술을 적용한다. 실험결과, 기존 한국어 의존 구문 분석 연구들보다 높은 UAS 90.37%의 성능을 보였다.

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A Study on the Transmission-tribology Design Based on Existing Problem of the Gear Drive and Tribology

  • Lyu, Sung-Ki;Lu, Long;Wei, Yun-Long
    • International Journal of Precision Engineering and Manufacturing
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    • 제7권2호
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    • pp.3-7
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    • 2006
  • We propose a new concept of transmission-tribology design based on the investigation of development and existing problems of the gear drive and tribology. The content of transmission-tribology and transmission-tribology design is probed. Some effective methods of transmission-tribology design is probed. Some effective methods of transmission-tribology design are put forward. Partial achievements in this research are introduced tersely. Mechanical transmission, which is represented by the gear drive, and tribology are two main branches of mechanical engineering. They have their own definite research field. In recent years, we have been doing our utmost to suggest combining mechanical transmission-tribology and transmission-tribology design. Partial achievements in this research area are obtained.

ON THE TRANSCENDENTAL ENTIRE SOLUTIONS OF A CLASS OF DIFFERENTIAL EQUATIONS

  • Lu, Weiran;Li, Qiuying;Yang, Chungchun
    • 대한수학회보
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    • 제51권5호
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    • pp.1281-1289
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    • 2014
  • In this paper, we consider the differential equation $$F^{\prime}-Q_1=Re^{\alpha}(F-Q_2)$$, where $Q_1$ and $Q_2$ are polynomials with $Q_1Q_2{\neq}0$, R is a rational function and ${\alpha}$ is an entire function. We consider solutions of the form $F=f^n$, where f is an entire function and $n{\geq}2$ is an integer, and we prove that if f is a transcendental entire function, then $\frac{Q_1}{Q_2}$ is a polynomial and $f^{\prime}=\frac{Q_1}{nQ_2}f$. This theorem improves some known results and answers an open question raised in [16].

A Win/Lose prediction model of Korean professional baseball using machine learning technique

  • Seo, Yeong-Jin;Moon, Hyung-Woo;Woo, Yong-Tae
    • 한국컴퓨터정보학회논문지
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    • 제24권2호
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    • pp.17-24
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    • 2019
  • In this paper, we propose a new model for predicting effective Win/Loss in professional baseball game in Korea using machine learning technique. we used basic baseball data and Sabermetrics data, which are highly correlated with score to predict and we used the deep learning technique to learn based on supervised learning. The Drop-Out algorithm and the ReLu activation function In the trained neural network, the expected odds was calculated using the predictions of the team's expected scores and expected loss. The team with the higher expected rate of victory was predicted as the winning team. In order to verify the effectiveness of the proposed model, we compared the actual percentage of win, pythagorean expectation, and win percentage of the proposed model.

딥러닝 알고리즘 기반 탄산화 진행 예측에서 활성화 함수 적용에 관한 기초적 연구 (A Fundamental Study on the Effect of Activation Function in Predicting Carbonation Progress Using Deep Learning Algorithm)

  • 정도현;이한승
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2019년도 추계 학술논문 발표대회
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    • pp.60-61
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    • 2019
  • Concrete carbonation is one of the factors that reduce the durability of concrete. In modern times, due to industrialization, the carbon dioxide concentration in the atmosphere is increasing, and the impact of carbonation is increasing. So, it is important to understand the carbonation resistance according to the concrete compounding to secure the concrete durability life. In this study, we want to predict the concrete carbonation velocity coefficient, which is an indicator of the carbonation resistance of concrete, through the deep learning algorithm, and to find the activation function suitable for the prediction of carbonation rate coefficient as a process to determine the learning accuracy through the deep learning algorithm. In the scope of this study, using the ReLU function showed better accuracy than using other activation functions.

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A Preliminary Study on Urban Pollution and Modern Shanghai Society

  • Lu, Ye
    • Journal of East-Asian Urban History
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    • 제2권1호
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    • pp.7-26
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    • 2020
  • Urban pollution has been a problem in China since ancient times. In modern times, pollution was aggravated by industrialization and urbanization and became closely related to people's lives. Shanghai was the industrial center and the most urbanized place of modern China. As a price, it needed to face extremely serious urban pollution, and the treatment of this problem involved all aspects of social life. Noise pollution let foreigners to interpret the Chinese people and the city of Shanghai from a cultural perspective, and let Chinese residents to understand Shanghai and the nation from a civilized perspective. Pollution regulation made Shanghai the first city in modern China to implement overall pollution control and levy environmental protection fees. It also enabled the Chinese to gradually fight for their rights in urban governance. Urban pollution also brought business opportunities; in the highly commercial city of Shanghai, it promoted the development of some industries. The experience of urban pollution and its treatment prompted the people of Shanghai to rethink and re-recognize modern civilization, and also promoted the formation of Shanghai urban community.