• Title/Summary/Keyword: DEA Model

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Proposal of a Hypothesis Test Prediction System for Educational Social Precepts using Deep Learning Models

  • Choi, Su-Youn;Park, Dea-Woo
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.9
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    • pp.37-44
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    • 2020
  • AI technology has developed in the form of decision support technology in law, patent, finance and national defense and is applied to disease diagnosis and legal judgment. To search real-time information with Deep Learning, Big data Analysis and Deep Learning Algorithm are required. In this paper, we try to predict the entrance rate to high-ranking universities using a Deep Learning model, RNN(Recurrent Neural Network). First, we analyzed the current status of private academies in administrative districts and the number of students by age in administrative districts, and established a socially accepted hypothesis that students residing in areas with a high educational fever have a high rate of enrollment in high-ranking universities. This is to verify based on the data analyzed using the predicted hypothesis and the government's public data. The predictive model uses data from 2015 to 2017 to learn to predict the top enrollment rate, and the trained model predicts the top enrollment rate in 2018. A prediction experiment was performed using RNN, a Deep Learning model, for the high-ranking enrollment rate in the special education zone. In this paper, we define the correlation between the high-ranking enrollment rate by analyzing the household income and the participation rate of private education about the current status of private institutes in regions with high education fever and the effect on the number of students by age.

An Empirical Study on the Measurement of Clustering and Trend Analysis among the Asian Container Ports Using the Variable Group Benchmarking and Categorical Variable Models (가변 그룹 벤치마킹 모형과 범주형 변수모형을 이용한 아시아 컨테이너항만의 클러스터링측정 및 추세분석에 관한 실증적 연구)

  • Park, Rokyung
    • Journal of Korea Port Economic Association
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    • v.29 no.1
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    • pp.143-175
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    • 2013
  • The purpose of this paper is to show the clustering trend by using the variable group benchmarking(VGB) and categorical variable(CV) models for 38 Asian ports during 9 years(2001-2009) with 4 inputs(birth length, depth, total area, and number of crane) and 1 output(container TEU). The main empirical results of this paper are as follows. First, clustering results by using VGB show that Shanghai, Qingdao, and Ningbo ports took the core role for clustering. Second, CV analysis focusing on the container throughputs indicated that Singapore, Keelong, Dubai, and Kaosiung ports except Chinese ports are appeared as the center ports of clustering. Third, Aqaba, Dubai, Hongkong, Shanghai, Guangzhou, and Ningbo ports are recommended as the efficient ports for the target of clustering. Fourth, when the ports are classified by the regional location, Dubai, Khor Fakkan, Shanghai, Hongkong, Keelong, Ningbo, and Singapore ports are the core ports for clustering. On the whole, other ports located in Asia should be clustered to Dubai, Khor Fakkan, Shanghai, Hongkong, Ningbo, and Singapore ports. The policy implication of this paper is that Korean port policy planner should introduce the VGB model, and CV model for clustering among the international ports for enhancing the efficiency of inputs and outputs.

Robot education content of infant for creative problem solving in tablet pc (태블릿PC에서 창의적 문제해결력 신장을 위한 유아로봇교육콘텐츠 연구)

  • Park, Young-Suk;Park, Dea-Woo;Shin, Jae-Han
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2012.05a
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    • pp.446-450
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    • 2012
  • Will lead the future of life in society, children needs robot education for adaptation to the futhure high-tech robot age. For children to learn about robots needs an active interest, the necessity of learning, creative learning using information technology in information-based society In ministry of education, science and technology education in the necessity of a infant's smart robot education to promote education and training child care for infants national scientific and mathematical problem - solving skills and creative problem solving to increase rearing children in desperate need of robots is the development of educational content. Baby robot training content design and creativity of the teaching model effective problem solving and creativity measuring plan review, implementation strategies and creative problem solving is a comparison. The goal of this paper enjoys science and technology with curriculum-based children's fusion science and technology human resources is to lay the groundwork for.

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A Study on the effect of Empowering Leadership to Organizational Citizenship Behavior - Mediating Effect of Self-Leadership (임파워링 리더십이 조직시민행동에 미치는 영향에 관한 연구 - 셀프리더십의 매개효과)

  • Lee, Sun-Kyu;Kang, Eun-Gu;Goo, Seung-Deuk
    • Journal of Digital Convergence
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    • v.15 no.11
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    • pp.209-220
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    • 2017
  • Organizational environments are becoming increasingly complex, dynamic and interdependent. To overcome these environmental, the Organization pay attention to the Empowering Leadership. And Empowering leadership leads to OCB(Organizational Citizenship Behavior) of the organization's members. To the empirical analysis of the theoretical relationship, we was set up the research model based on the literature research method. We used total 346 questionnaires from the Manufacturing workers in Dea-gu and Kyung-buk region. The results of this study are as followings; First, Empoewering Leadership are positively related to OCBI and OCBO. Second, Self Leadership is positively related to OCBI and OCBO, and Trust is only positively related to OCBI. Third, the mediating effects of Self Leadership is a significant partial mediations effect on the relationship between Empowering Leadership and OCBI, OCBO. This result is contribute to the development of the research field leadership.

Studies on the Development of the Automatic Blood Analyzer with Silicone Rubber-Based Solid-State $K^+$- and $Na^+$-Selective Electrodes (실리콘러버 지지체의 $K^+$$Na^+$ 선택성 고체형 전극을 이용한 자동혈액분석기의 개발에 대한 연구)

  • Kang, Myung-Sung;Jeon, Woo-Sung;Kim, Sun-Kwan;Kim, Dea-Hoon;Cha, Geun-Sig;Nam, Hak-Hyun;Cho, Han-Ik;Park, Sung-Sup
    • Proceedings of the KOSOMBE Conference
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    • v.1995 no.11
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    • pp.26-33
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    • 1995
  • Silicone Rubber (SR)-based potassium- and sodium-selective solid-state electrodes have been developed for the portable blood electrolyte analyzer system. The electrochemical performance of these electrodes have been evaluated with a static experimental setup and with the newly developed blood electrolyte analyzer system (model; HS603). It has been shown that their potentiometric properties are essentially comparable to those of PVC-based ion-selective electrodes, but with greatly improved lifetime (200 and 40 days for potassium and sodium sensors, respectively) and potential stability (within $\pm0.1$ mV). Clinical tests have been performed with real serum samples and the results have been compared with those obtained from Ciba-Corning BGA 288 system; correlations were excellent, proving its practical utility as a new commercial system.

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The Authentication Model which Utilized Tokenless OTP (Tokenless OTP를 활용한 인증 모델)

  • Kim, Ki-Hwan;Park, Dea-Woo
    • KSCI Review
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    • v.14 no.2
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    • pp.205-214
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    • 2006
  • Is need Remote Access through internet for business of Ubiquitous Computing age, and apply OTP for confidentiality about inputed ID and Password, network security of integrity. Current OTP must be possessing hardware or Token, and there is limitation in security. Install a Snooping tool to OTP network in this treatise, and because using Cain, enforce ARP Cache Poisoning attack and confirm limitation by Snooping about user password. Wish to propose new system that can apply Tokenless OTP by new security way, and secure confidentiality and integrity. Do test for access control inflecting Tokenless OTP at Remote Access from outside. and could worm and do interface control with certification system in hundred. Even if encounter hacking at certification process, thing that connection is impossible without pin number that only user knows confirmed. Because becoming defense about outward flow and misuse and hacking of password when apply this result Tokenless OTP, solidify security, and evaluated by security system that heighten safety.

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Design and Implementation of Forest Fire Prediction System using Generalization-based Classification Method (일반화 기반 분류기법을 이용한 산불예측시스템 설계 및 구현)

  • Kim, Sang-Ho;Kim, Dea-Jin;Ryu, Keun-Ho
    • Journal of the Korean Association of Geographic Information Studies
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    • v.6 no.1
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    • pp.12-23
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    • 2003
  • The expansion of internet and the development of communication technology have brought about an explosive increasement of data. Further progress has led to the increasing demand for efficient and effective data analysis tools. According to this demand, data mining techniques have been developed to find out knowledge from a huge amounts of raw data. This paper suggests a generalization based classification method which explores rules from real world data appearing repeatedly. Also, it analyzed the relation between weather data and forest fire, and efficiently predicted through it as a prediction model by applying the suggested generalization based classification method to forest fire data. Additionally, the proposed method can be utilized variously in the important field of real life like the analysis and prediction on natural disaster occurring repeatedly, the prediction of energy demand and so forth.

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A Study on Knowledge Based-AR System for Pipe Maintenance Support in Offshore Structure (해양구조물에서의 파이프정비 지원을 위한 지식기반형 증강현실 시스템에 관한 연구)

  • Kim, Chung-Hyun;Lee, Kyung-Ho;Lee, Jung-Min;Kim, Dea-Seok;Han, Eun-Jung
    • Journal of Ocean Engineering and Technology
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    • v.24 no.1
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    • pp.178-184
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    • 2010
  • Today, there has been a decrease in international shipping because of the weakening in global economies. Therefore, shipowners are thinking more about Floating Production Storage and Offloading (FPSO), which can perform functions related to the transporting, storage, and tracking of crude oil from oil wells. Given the huge expense of these special ships, shipowners require workers who can solve problems quickly and secure sustainable production functions in this age of globalization. Furthermore, it is important to design, construct, and maintain facilities so that a ship remains in operation over a long term. This paper discusses a system that uses knowledge-based AR to help workers improve their understanding and deal with pipeline equipment problems safely. In addition, it displays a 3CAD model and status information for products to improve their recognition on the FPSO that they intend to inspect. At the same time, the system works quickly and offers solutions for dangerous circumstances or malfunctions. It thus helps to maintain the functionality of the FPSO throughout its life-cycle.

A Study on the attitude control of the quadrotor using neural networks (신경회로망을 이용한 쿼드로터의 자세 제어에 관한 연구)

  • Kim, Sung-Dea
    • The Journal of the Korea institute of electronic communication sciences
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    • v.9 no.9
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    • pp.1019-1025
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    • 2014
  • Recently, the studies of the Unmanned Aerial Vehicle(UAV) has been studied a variety from military aircraft to civilian aircraft and for general hobby activity aircraft. In particular, for small unmanned aircraft research for the ease of turning and hovering and Vertical-Off Take Landing(VTOL), have been studied mainly quadrotor unmanned aircraft is a type suitable for this study of small unmanned aircraft. The studies of these unmanned aircraft is the kinetic analysis requires complex processes, because these support by the aerodynamic forces on the unmanned aircraft study, and the controller design based on these dynamical analysis and experimental model analysis. In this paper, after the implementation of the basic attitude control based on a general PID controller, we propose concept design of the attitude control method on quadrotor attitude control by using the reinforcement learning algorithm of neural networks for non-linear elements not considered in the controller design.

NUMERICAL STUDY WITH VENT SHAFT POSITION IN UNDERGROUND STATION (대심도 지하정거장에서 수직구 위치에 따른 수치적 연구)

  • Oh, Hyun-Joo;Shin, Dea-Yong;Lee, Sang-Gun;Kim, Dong-Hyun;Kim, Charn-Jung
    • Journal of computational fluids engineering
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    • v.17 no.1
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    • pp.36-43
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    • 2012
  • When a high-speed train passes an underground station, large pressure waves are generated due to the piston effect. These pressure waves can cause the problems of vibration and noise as well as the ear discomfort of passengers at the underground station. This work numerically analyzed the pressure wave generation and propagation in an high-speed railway underground station, and the optimal location for vent shafts was studied to improve the passenger comfort by reducing the magnitude of the pressure wave and its rate of change. The evolution of pressure field in the underground station was calculated using a CFD(Computational Fluid Dynamics) software(Fluent), where the axis-symmetric two-dimensional model verified by Wu was used. And this study is applied to modelling of the underground station and the tunnel from Daegok station A-line of GTX(Great Train Express). From the result, we can have a conclusion that the role of vent shafts respectively were different according to the position in and out the underground station. Also Vent shaft in the underground station widely reduced pressure magnitude. And vent shaft out underground station reduced initial pressure peak value. Double vent shafts installed at tunnel toward station entrance and inside of the tunnel are the most efficient to reduce pressure. and pressure reduction increases according to the number of vent shaft.