• Title/Summary/Keyword: Work-Net

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Convolutional Neural Networks for Character-level Classification

  • Ko, Dae-Gun;Song, Su-Han;Kang, Ki-Min;Han, Seong-Wook
    • IEIE Transactions on Smart Processing and Computing
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    • v.6 no.1
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    • pp.53-59
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    • 2017
  • Optical character recognition (OCR) automatically recognizes text in an image. OCR is still a challenging problem in computer vision. A successful solution to OCR has important device applications, such as text-to-speech conversion and automatic document classification. In this work, we analyze character recognition performance using the current state-of-the-art deep-learning structures. One is the AlexNet structure, another is the LeNet structure, and the other one is the SPNet structure. For this, we have built our own dataset that contains digits and upper- and lower-case characters. We experiment in the presence of salt-and-pepper noise or Gaussian noise, and report the performance comparison in terms of recognition error. Experimental results indicate by five-fold cross-validation that the SPNet structure (our approach) outperforms AlexNet and LeNet in recognition error.

Perceptual Photo Enhancement with Generative Adversarial Networks (GAN 신경망을 통한 자각적 사진 향상)

  • Que, Yue;Lee, Hyo Jong
    • Proceedings of the Korea Information Processing Society Conference
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    • 2019.05a
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    • pp.522-524
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    • 2019
  • In spite of a rapid development in the quality of built-in mobile cameras, their some physical restrictions hinder them to achieve the satisfactory results of digital single lens reflex (DSLR) cameras. In this work we propose an end-to-end deep learning method to translate ordinary images by mobile cameras into DSLR-quality photos. The method is based on the framework of generative adversarial networks (GANs) with several improvements. First, we combined the U-Net with DenseNet and connected dense block (DB) in terms of U-Net. The Dense U-Net acts as the generator in our GAN model. Then, we improved the perceptual loss by using the VGG features and pixel-wise content, which could provide stronger supervision for contrast enhancement and texture recovery.

Analysis of Thermal Shock in Tool Steels for Hot Forging (열간단조 금형강의 열충격특성연구)

  • Kim, J.W.;Kim, B.J.;Jo, I.S.;Moon, Y.H.
    • Journal of the Korean Society for Heat Treatment
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    • v.14 no.3
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    • pp.155-159
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    • 2001
  • The thermal shock resistance has been investigated and compared in three hot-work tool steels. The resistance to thermal shock is first of all a matter of good toughness and ductility. Therefore, a proper hot-work tool steel should be characterized by high fracture strength and high temperature toughness. In this study, new test method is proposed to measure the thermal shock resistance. New method is basically based on Uddeholm' thermal shock test but some modification has been properly applied. Based on these results, some critical temperature($T_{fractures}$) at which fracture occur can be measured to characterize the thermal resistance of the materials. The specific values of ${\Delta}T$, the temperature difference between holding temperature and $T_{fractures}$, has been successfully used as a measure of the thermal shock resistance in this study, the results showed that the thermal shock method used in this study was properly modified.

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Routing Protocols for VANETs: An Approach based on Genetic Algorithms

  • Wille, Emilio C. G.;Del Monego, Hermes I.;Coutinho, Bruno V.;Basilio, Giovanna G.
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.10 no.2
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    • pp.542-558
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    • 2016
  • Vehicular Ad Hoc Networks (VANETs) are self-configuring networks where the nodes are vehicles equipped with wireless communication technologies. In such networks, limitation of signal coverage and fast topology changes impose difficulties to the proper functioning of the routing protocols. Traditional Mobile Ad Hoc Networks (MANET) routing protocols lose their performance, when communicating between vehicles, compromising information exchange. Obviously, most applications critically rely on routing protocols. Thus, in this work, we propose a methodology for investigating the performance of well-established protocols for MANETs in the VANET arena and, at the same time, we introduce a routing protocol, called Genetic Network Protocol (G-NET). It is based in part on Dynamic Source Routing Protocol (DSR) and on the use of Genetic Algorithms (GAs) for maintenance and route optimization. As G-NET update routes periodically, this work investigates its performance compared to DSR and Ad Hoc on demand Distance Vector (AODV). For more realistic simulation of vehicle movement in urban environments, an analysis was performed by using the VanetMobiSim mobility generator and the Network Simulator (NS-3). Experiments were conducted with different number of vehicles and the results show that, despite the increased routing overhead with respect to DSR, G-NET is better than AODV and provides comparable data delivery rate to the other protocols in the analyzed scenarios.

A Study for Design of Art-Work on Air conditioner (에어콘 제어기의 Art-Work 설계기법에 관한 연구)

  • 류치국;박종웅;배종일;이동철;함창호
    • 제어로봇시스템학회:학술대회논문집
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    • 2000.10a
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    • pp.304-304
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    • 2000
  • 품질이 우수한 에어콘 제어기 콘트롤라를 생산하기 위해서는 기본적인 설계에서 한층 진보된 설계기법과 광도에 맞는 PCB(Printed Circuit Board)를 선택하여야만 생산성 향상과 안정성을 확보할 수 있다. 이는 설계의 다양한 기법과 전문성을 요구함으로써 해결될 수 있다. 정보화 사회의 구현에 맞추어 전기 및 전자산업의 빠른 속도로 변화함으로써 개발자도 여러 가지 기법과 낑산성, 신뢰성을 고려하여 설계할 수가 있어야 하겠다.

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Performance Analysis of Earth Work Using Excavator in the Case of Forest Road Construction (임도공사시(林道工事時) 굴삭기(掘削機)를 이용(利用)한 토공작업(土工作業)의 공정분석(工程分析))

  • Lee, Joon Woo;Park, Bum-Jin
    • Journal of Korean Society of Forest Science
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    • v.87 no.1
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    • pp.82-89
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    • 1998
  • This study was carried out to investigate working time, performance, and to predict performance that related to the factor of forest road in earth work using excavator. It was found that the real working time was 503 minutes in a day. The ratio of real working time and allowance per total working time was approximately 85.7% and 14.3% individually. The rate of soil movement(Sm) to net working time was 38.6%, and earth cutting(Ec) was 32.5%. According to performance analysis, performance of earth work using excavator($0.8m^3$) in straight part was 1.4 times larger than curve part and rock work using excavator($0.8m^3$) which had breaker in straight was 9.1 times larger than earth work using excavator($0.8m^3$) which had bucket. Performance of earth work using excavator($1.0m^3$) was 1.3 times larger than using excavator($0.8m^3$) in straight and curve part. Working performance in earth work using excavator($0.8m^3$) was influenced by the conditions of radius of curve, width of roadway, slope gradient. It is not influenced by diameter and number of root stock.

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A Study on the Work Crew Based for the Estimation from Construction Analysis of Cement Liquid Waterproofing in Apartment House (공동주택 시멘트 액체방수 공사의 현장분석을 통한 작업조 기반 품셈에 관한 연구)

  • Ha, Gee-Joo;Ha, Min-Su
    • Journal of the Korea Institute of Building Construction
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    • v.10 no.3
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    • pp.121-128
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    • 2010
  • This study aims to make improvements to the standard estimation process used to estimate reasonable costs for construction work, and to suggest a work crew based estimation using a new cost estimation model. In addition, work crew shift combination and construction process were systematically organized in order to improve the estimation technique and the construction capability of the cement liquid waterproofing work for apartment buildings. In addition, in terms of manpower and productivity, analyses were performed on the cement liquid waterproofing work for apartment buildings with net areas between $84-85m^2$ and $125-184m^2$, and the results were then compared with those calculated using the conventional work-crew based estimation method. Through this study, when the results of this study and those calculated by the conventional method were compared, for apartments with the net area of $84-85m^2$, the differences between specialists were shown to be 1.91 times to 2.13 times on average, while they were 8.82 times to 9.52 times between normal workers on average. For apartments with the net area of $125-184m^2$, the differences betweenspecialists were shownto be 1.89 times to 2.07 times on average, and 8.57 times to 9.38 times on average between normal workers.

The Roles of HR Practices in the Relationship between Demographic Cohesion and Firm Performance: Focusing on Job Rotation and Flexible Work Arrangement (인구통계적 응집성이 기업성과에 미치는 영향에서 HR 제도의 역할 탐구: 순환근무와 탄력근무를 중심으로)

  • Kwon, Insu;Lee, Ha-eun;Kim, Sang-Joon
    • Asia-Pacific Journal of Business
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    • v.12 no.4
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    • pp.193-209
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    • 2021
  • Purpose - The purpose of this study is to specify the relationship between demographic cohesion and firm performance by examining the roles of HR practices, such as job rotation and flexible work arrangement. Design/methodology/approach - This study samples 1,093 firms in Korea and collects their data between 2007 and 2017 from Workplace Panel Survey, a database from Korea Labor Institute. The demographic cohesion is measured using the Herphindal-Hershman index and the firm performance is measured with net incomes. This study employs a fixed-effects model for the estimation of firm performance with respect to demographic cohesion, job rotation, and flexible work arrangement. Findings - There is a positive relationship between demographic cohesion and net incomes. And the relationship is positively moderated by job rotation. However, flexible work arrangement shows a mixed moderation. Research implications or Originality - Differentiated from the studies on demographic diversity, this study shows that demographic cohesion has a mixed impact on firm performance. While demographic cohesion can improve firm performance through trust building, in-group favoritism, and collective identity it entails internal conflicts. However the link between demographic cohesion and firm performance is moderated by job rotation and flexible work arrangement. While there is a positive moderation of job rotation, there is a negative moderation of flexible work arrangement.

Detection Technique of Tracking at Indoor Wiring using Neural Net work (신경회로망을 이용한 옥내배선의 트랙킹 검지 기법)

  • 최태원;이오걸;김석순;이수흠;정원용
    • Fire Science and Engineering
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    • v.9 no.1
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    • pp.3-9
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    • 1995
  • This paper is a study to dectect the tracking owing to deterioration of indoor wiring, and to prevent the electrical fire. After analysing the harmonics of waveshapes in load current and tracking current by FFT, a method of identifying the tracking was developed by using neural network. Fluoscent lamp, witch was mostly used in indoor, was chosen as the load used in this study. When the learning number in neural network was more then 30,000 times, an excellent neural net-work which could correctly identify the tracking was established. Therefore, the result of this study can be utilized as a basic material in various measuring instruments, such as an hotline inslation tester, earth tester in vehicles, and tracking fire alarm device, witch can detect the tracking under the condition of hotline.

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