• Title/Summary/Keyword: ICT-based system

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Development of a Remote Cooperative Studying System for ICT Using Education (ICT 활용 교육을 위한 원격지 학급간 협동 학습 시스템)

  • Jeong, Young-Sik;Lee, Young-Hyun;Kim, Hong-Rae;Kim, Myeong-Ryeol
    • The Journal of Korean Association of Computer Education
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    • v.5 no.2
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    • pp.101-109
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    • 2002
  • A remote cooperative studying system based on the Internet consists of a matching system of connecting remote class room with the others, a community system of making practical cooperative study by student's various. compensation and interaction, and a report system of sharing studying results and evaluating of studying achievements for individuals, groups and class. Especially I divide a course of cooperative studying into six parts; pre-preparation stage, group organization stage, interaction stage, result consultation stage, evaluation stage and follow-up stage. Because this system supply various interaction and responsible activity of groups, teachers naturally have confidence of education using ICT and students have basic ICT and the community-sense

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Removing Out - Of - Distribution Samples on Classification Task

  • Dang, Thanh-Vu;Vo, Hoang-Trong;Yu, Gwang-Hyun;Lee, Ju-Hwan;Nguyen, Huy-Toan;Kim, Jin-Young
    • Smart Media Journal
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    • v.9 no.3
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    • pp.80-89
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    • 2020
  • Out - of - distribution (OOD) samples are frequently encountered when deploying a classification model in plenty of real-world machine learning-based applications. Those samples are normally sampling far away from the training distribution, but many classifiers still assign them high reliability to belong to one of the training categories. In this study, we address the problem of removing OOD examples by estimating marginal density estimation using variational autoencoder (VAE). We also investigate other proper methods, such as temperature scaling, Gaussian discrimination analysis, and label smoothing. We use Chonnam National University (CNU) weeds dataset as the in - distribution dataset and CIFAR-10, CalTeach as the OOD datasets. Quantitative results show that the proposed framework can reject the OOD test samples with a suitable threshold.

Development of Human Exposure and Risk Assessment System for Chemicals in Fish and Fishery Products (수산생물 중 유해물질의 인체 노출 및 위해평가 시스템 개발)

  • Lee, Jaewon;Lee, Seungwoo;Choi, Minkyu;Lee, Hunjoo
    • Journal of Environmental Health Sciences
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    • v.47 no.5
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    • pp.454-461
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    • 2021
  • Background: Fish and fishery products (FFPs) unintentionally contaminated with various environmental pollutants are major exposure pathways for humans. To protect human health from the consumption of contaminated FFPs, it is essential to develop a systematic tool for evaluating exposure and risks. Objectives: To regularly, accurately, and quickly evaluate adverse health outcomes due to FFPs contamination, we developed an automated dietary exposure and risk assessment system called HERA (the Human Exposure and Risk Assessment system for chemicals in FFPs). The aim of this study was to develop an overall architecture design and demonstrate the major features of the HERA system. Methods: For the HERA system, the architecture framework consisted of multi-layer stacks from infrastructure to fish exposure and risk assessment layers. To compile different contamination levels and types of seafood consumption datasets, the data models were designed for the classification codes of FFP items, contaminants, and health-based guidance values (HBGVs). A systematic data pipeline for summarizing exposure factors was constructed through down-scaling and preprocessing the 24-hour dietary recalls raw dataset from the Korea National Health and Nutrition Examination Survey (KNAHES). Results: According to the designed data models for the classification codes, we standardized 167 seafood items and 2,741 contaminants. Subsequently, we implemented two major functional workflows: 1) preparation and 2) main process. The HERA system was developed to enable risk assessors to accumulate the concentration databases sustainably and estimate exposure levels for several populations linked to seafood consumption data in KNAHES in a user-friendly manner and in a local PC environment. Conclusions: The HERA system will support policy-makers in making risk management decisions based on a nation-wide risk assessment for FFPs.

On the Establishment of LSTM-based Predictive Maintenance Platform to Secure The Operational Reliability of ICT/Cold-Chain Unmanned Storage

  • Sunwoo Hwang;Youngmin Kim
    • International journal of advanced smart convergence
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    • v.12 no.3
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    • pp.221-232
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    • 2023
  • Recently, due to the expansion of the logistics industry, demand for logistics automation equipment is increasing. The modern logistics industry is a high-tech industry that combines various technologies. In general, as various technologies are grafted, the complexity of the system increases, and the occurrence rate of defects and failures also increases. As such, it is time for a predictive maintenance model specialized for logistics automation equipment. In this paper, in order to secure the operational reliability of the ICT/Cold-Chain Unmanned Storage, a predictive maintenance system was implemented based on the LSTM model. In this paper, a server for data management, such as collection and monitoring, and an analysis server that notifies the monitoring server through data-based failure and defect analysis are separately distinguished. The predictive maintenance platform presented in this paper works by collecting data and receiving data based on RabbitMQ, loading data in an InMemory method using Redis, and managing snapshot data DB in real time. The predictive maintenance platform can contribute to securing reliability by identifying potential failures and defects that may occur in the operation of the ICT/Cold-Chain Unmanned Storage in the future.

A Study on Environmental research Trends by Information and Communications Technologies using Text-mining Technology (텍스트 마이닝 기법을 이용한 환경 분야의 ICT 활용 연구 동향 분석)

  • Park, Boyoung;Oh, Kwan-Young;Lee, Jung-Ho;Yoon, Jung-Ho;Lee, Seung Kuk;Lee, Moung-Jin
    • Korean Journal of Remote Sensing
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    • v.33 no.2
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    • pp.189-199
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    • 2017
  • Thisstudy quantitatively analyzed the research trendsin the use ofICT ofthe environmental field using the text mining technique. To that end, the study collected 359 papers published in the past two decades(1996-2015)from the National Digital Science Library (NDSL) using 38 environment-related keywords and 16 ICT-related keywords. It processed the natural languages of the environment and ICT fields in the papers and reorganized the classification system into the unit of corpus. It conducted the text mining analysis techniques of frequency analysis, keyword analysis and the association rule analysis of keywords, based on the above-mentioned keywords of the classification system. As a result, the frequency of the keywords of 'general environment' and 'climate' accounted for 77 % of the total proportion and the keywords of 'public convergence service' and 'industrial convergence service' in the ICT field took up approximately 30 % of the total proportion. According to the time series analysis, the researches using ICT in the environmental field rapidly increased over the past 5 years (2011-2015) and the number of such researches more than doubled compared to the past (1996-2010). Based on the environmental field with generated association rules among the keywords, it was identified that the keyword 'general environment' was using 16 ICT-based technologies and 'climate' was using 14 ICT-based technologies.

Development of Daylighting System with Modified Light Pipe for Longer Transmission Distance and Higher Illuminance

  • Vu, Hoang;Kim, Youngil;Park, Chaehwan;Park, Jongbin;Bae, Hojune;Shin, Seoyong
    • International Journal of Internet, Broadcasting and Communication
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    • v.13 no.2
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    • pp.93-102
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    • 2021
  • In this research, we present a natural lighting system with transmission distance of 30m and lighting efficiency of 35% (30m standard) for operating hours of 7h/day (based on clear sky). The system is composed of parabolic reflective mirror and modified light pipe that can secure more than 88% of light concentration efficiency. The light loss rate of newly designed light pipe transmission system is demonstrated to 0.8 %/m in the straight-line part and 2%/m in the curved part. Modified light pipe daylighting system shows better performance over fiber optic daylighting system in terms of transmission distance (1.5 times longer) and illuminance (3.05 times higher).

Design a Model of Educational Contents for Problem Based Learning using ICT (ICT 활용 교육을 위한 문제 중심 학습의 교육용 컨텐츠 모델 설계)

  • 안성훈
    • The Journal of the Korea Contents Association
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    • v.2 no.1
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    • pp.7-15
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    • 2002
  • In this paper, 1 design a mode of educational contents for Problem Based Learning(PBL) fitted education using ICT. I design a teaching and loaming schedule for PBL using ICT. I search pertinent items of educational contents to provide to student in PBL and design a mood fitted them. ,also, 1 design a pertinent mode of system to carry out a teaching and teaming schedule. Therefor, a teaching and learning schedule designed in this paper will apply easily. Because PBL manages ill-structured problem reflected the actuality and is high ratio which student participate in instruction, 1 expect that we take the effect of instruction using ICT in PBL.

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Design of Web-Based PBL Learning System for ICT Using Ability of Beginner (초급자의 ICT 활용 능력 향상을 위한 웹 기반 문제중심학습 시스템의 설계)

  • Ahn Seong-Hun;Ku Bon-Ju;Gho Dea-Ghon
    • Proceedings of the Korea Contents Association Conference
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    • 2005.11a
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    • pp.289-293
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    • 2005
  • Responding to this rapid trend in the society, the pedagogical paradigms have also picked up the pace. But the situation around the ICT using education is not supporting enough. Thus this study set out to design a system to improve the ICT using ability of beginner.

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A Systematic Review of Randomized Controlled Trials With ICT-based Convergence Study for the Elderly (노인 대상 ICT 기반 융합연구: 무작위 대조군 실험연구의 체계적 고찰)

  • Lee, Hey-Sig;Park, Hae-Yean
    • Journal of the Korea Convergence Society
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    • v.11 no.3
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    • pp.85-93
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    • 2020
  • This study is to examine the randomized controlled trials abroad studies on ICT-based convergence studies in the elderly, and to investigate the types and effects of ICT-based interventions. Eight studies that meet the selection criteria were selected from 326 studies identified by three databases and hand-searching. As a result of this study, the most commonly used ICT were the three internet, followed by two tablets and mobile phones, one twoway videoconferencing, one Kinect, one robot, and one Blood Glucose Monitoring System. These results could be used for ICT-based convergence studies in Korea, and further studies should be conducted with higher quality studies such as randomized controlled trials.

Design of A Project-Based Learning Model Using ICT And System (ICT활용 프로젝트 학습 모형 및 시스템 설계)

  • 박은희;강지훈
    • Proceedings of the Korean Information Science Society Conference
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    • 2002.04b
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    • pp.676-678
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    • 2002
  • 정보통신기술(ICT: Information & Communication Technology) 활용 학교 교육을 활성화하기 위해 ICT 활용 교수-학습 모형과 과정안을 개발, 적용하고 ICT를 활용한 자기주도적 학습 능력을 신장할 수 있는 수업 방안의 연구가 필요하다. 그러나 이와 같은 필요성이 있는데도 ICT가 교육헌장에서 효과적으로 활용되고 있다고는 보기 어렵다. 기존의 강의와 학습자료를 단순히 인터넷으로 제공하는 형식의 기능적 ICT 활용교육이 어느 정도의 학습 효과를 창출할 것인지 문제는 결국 ICT를 효과적으로 활용할 수 있는 교수-학습을 설계해야 한다는 과제를 제시하고 있다 본 연구는 이와 같은 문제의식에 따라 먼저 ICT 활용 교육에 대하여 고찰한 결과를 학생 중심 학습환경을 제공하는 프로젝트 학습에 적용하여 ICT를 활용한 프로젝트 학습 모형을 설계하고 학습을 지원해 줄 학습 시스템은 상호작용 기능과 피드백에 중점을 두어 설계하였다

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