• Title/Summary/Keyword: 이성적 정보처리

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Smart Target Detection System Using Artificial Intelligence (인공지능을 이용한 스마트 표적탐지 시스템)

  • Lee, Sung-nam
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2021.05a
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    • pp.538-540
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    • 2021
  • In this paper, we proposed a smart target detection system that detects and recognizes a designated target to provide relative motion information when performing a target detection mission of a drone. The proposed system focused on developing an algorithm that can secure adequate accuracy (i.e. mAP, IoU) and high real-time at the same time. The proposed system showed an accuracy of close to 1.0 after 100k learning of the Google Inception V2 deep learning model, and the inference speed was about 60-80[Hz] when using a high-performance laptop based on the real-time performance Nvidia GTX 2070 Max-Q. The proposed smart target detection system will be operated like a drone and will be helpful in successfully performing surveillance and reconnaissance missions by automatically recognizing the target using computer image processing and following the target.

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A Game Framework Development for Smart TV (스마트 TV용 게임 프레임워크 개발)

  • Lee, Sung-Hyun;Rhee, Dae-Woong
    • Journal of Korea Game Society
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    • v.15 no.1
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    • pp.135-144
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    • 2015
  • Smart TV has been the most popular communication device since 2010. It is the multi-functional device conjugated a variety of features such as Apps, Web surfing, viewing VOD and so on. However, the contents and development tools for smart TV are still relatively small and research for game contents development tools is also insufficient. In this study, we are to design and develop a framework for developers to make Smart TV game contents easily. The STGF (Smart TV Game Framework) we developed is made up of 3 managers such as input manager, screen data process manager, and game status process manager. We verified the usefulness of STGF through developing "Pentomiro" App launched commercially in 2013. With STGF development time would be expected to be reduced, because we spend little time in basic development steps such as input, output, and data processing and error correction processing.

Mortality Prediction of Older Adults Using Random Forest and Deep Learning (랜덤 포레스트와 딥러닝을 이용한 노인환자의 사망률 예측)

  • Park, Junhyeok;Lee, Songwook
    • KIPS Transactions on Software and Data Engineering
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    • v.9 no.10
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    • pp.309-316
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    • 2020
  • We predict the mortality of the elderly patients visiting the emergency department who are over 65 years old using Feed Forward Neural Network (FFNN) and Convolutional Neural Network (CNN) respectively. Medical data consist of 99 features including basic information such as sex, age, temperature, and heart rate as well as past history, various blood tests and culture tests, and etc. Among these, we used random forest to select features by measuring the importance of features in the prediction of mortality. As a result, using the top 80 features with high importance is best in the mortality prediction. The performance of the FFNN and CNN is compared by using the selected features for training each neural network. To train CNN with images, we convert medical data to fixed size images. We acquire better results with CNN than with FFNN. With CNN for mortality prediction, F1 score and the AUC for test data are 56.9 and 92.1 respectively.

A Study on the Possibility of Transforming to Digital Substations using IEC 61850 Field Information Processing Panel of Legacy Substation (기존 변전소의 IEC 61850 기반 현장정보처리반을 이용한 디지털변전소 전환 가능성 검토에 관한 연구)

  • Yuk, Sim-Bok;Lee, Sung-Hwan;Kim, Chong-il
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.11 no.2
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    • pp.129-136
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    • 2018
  • The IEC 61850 communication standard is used worldwide, and within the country the new substation is built as a digital substation based on IEC 61850 from 2013, after field tests and R&D from 2007. Research on the development of digital substation operating system has been conducted mainly in large domestic companies, so the IED power application equipment for LCP are developed. However, there is still a lack of research in the field of systems that can accommodate all the field devices used for legacy substation and new digital substation. In this paper, we developed the 48VDC input modules and the 125VDC output modules which can construct proposed field information processing modules to IEC 61850 based type, and verified the field applicability from the state monitoring and control operation tests by using IEC 61850 client authentication program and Wireshark.

Macroscopic Treatment to Unknown Malicious Mobile Codes (알려지지 않은 악성 이동 코드에 대한 거시적 대응)

  • Lee, Kang-San;Kim, Chol-Min;Lee, Seong-Uck;Hong, Man-Pyo
    • Journal of KIISE:Computing Practices and Letters
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    • v.12 no.6
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    • pp.339-348
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    • 2006
  • Recently, many researches on detecting and responding worms due to the fatal infrastructural damages explosively damaged by automated attack tools, particularly worms. Network service vulnerability exploiting worms have high propagation velocity, exhaust network bandwidth and even disrupt the Internet. Previous worm researches focused on signature-based approaches however these days, approaches based on behavioral features of worms are more highlighted because of their low false positive rate and the attainability of early detection. In this paper, we propose a Distributed Worm Detection Model based on packet marking. The proposed model detects Worm Cycle and Infection Chain among which the behavior features of worms. Moreover, it supports high scalability and feasibility because of its distributed reacting mechanism and low processing overhead. We virtually implement worm propagation environment and evaluate the effectiveness of detecting and responding worm propagation.

Design and Implementation of Web-Based MINI-PACS using the DICOM (DICOM을 이용한 웹 기반 MINI-PACS 설계 및 구현)

  • 지연상;이성주
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.4 no.5
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    • pp.1095-1104
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    • 2000
  • In recent years, medical procedures have become more complex, while financial pressures for shortened hospital stays and increased efficiency in patient care have increased. As a result, several shortcomings of present film-based systems for managing medical images have become apparent. Maintaining film space is labor intensive and consumes valuable space. Because only single copies of radiological examinations exist, they are prone to being lost or misplaced, thereby consuming additional valuable time and expense. In this paper, mini-PACS for image archiving, transmission, and viewing offers a solution to these problems. Proposed mini-PACS consists of mainly four parts such as web module, client-server module, internal module, acquisition module. In addition, mini-PACS system includes DICOM converter that non-DICOM file format converts standard file format. In client-server module case, proposed system is combined both SCU (service class user: client) part and SCP(service class provider: sewer)part therefore this system provides the high resolution image processing techniques based on windows platform. Because general PACS system is too expensive for medium and small hospitals to install and operate the full-PACS. Also, we constructed web module for database connection through the WWW.

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A Cluster Head Selection Algorithm Adopting Sensor Density on Wireless Sensor Networks (무선 센서 네트워크상에서 센서간의 밀도를 고려한 클러스터 헤드 선정 알고리즘)

  • Jung, Eui-Hyun;Lee, Sung-Ho;Park, Yong-Jin;Hwang, Ho-Young;Hur, Moon-Haeng
    • The KIPS Transactions:PartC
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    • v.13C no.6 s.109
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    • pp.741-748
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    • 2006
  • Due to the continuous development of sensor technology, Wireless Sensor Networks are rapidly growing and are expected to be applied to various applications. One of the most important factors in Wireless Sensor Networks is energy-efficient management of network resources. For this purpose, a lot of researches have been ongoing in the development of energy-efficient routing protocol. In this paper, a cluster head selection algorithm considering node density in addition to the cluster head selection algorithm of LEACH-C is proposed and simulated. This algorithm gives nearly the same computational speed compared to that of LEACH-C and shows improvement of network lifetime about 11% better than LEACH-C. The simulation result shows that consideration of density as well as distance between nodes in cluster head selection can be more energy-efficient than considering only the distance between nodes as LEACH-C in energy usage of Wireless Sensor Networks.

Using Arduino and Processing Graphics performance validation (아두이노와 Processing을 사용한 그래픽 성능 검증)

  • Choi, Chul-kil;Lee, Sung-jin;Lee, Kyung-mu;Choi, Byeong-yoon
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2013.05a
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    • pp.975-977
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    • 2013
  • Arduino is for design based on open source prototyping platform, artist, designer, hobby activists, etc, i has been designed for all those who are interested in the environment construct. Arduino adventage you can easily create applications hardware, without deep knowledge about the hardware. Configuration of arduino using AVR microcontroller ATmage 168, software to action arduino using arduino program, MATLAB, Processing. Arduino is open source base, you can hardware production directly and using shield additionally, the arduino can be combined. Processing iis open source. You can 2D, 3D, PDF output, using P3D and OpenGL graphics. Also you can check by running a stand-alone application. Through a combination of Arduino, library support, such as sound, video, and computer vision can be expanded, this program is the Android phone and iPhone programming. In this paper, sortware was used for Processing, hardware was used for arduino MegaADK board, After making easy 2axis game, using the software and hardware verification.

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Advanced Key Management Architecture Based on Tree Structure for Secure SCADA Communications (안전한 SCADA 통신을 위한 트리 기반의 효율적인 키 관리 구조)

  • Choi, Dong-Hyun;Lee, Sung-Jin;Jeong, Han-Jae;Kang, Dong-Joo;Kim, Hak-Man;Kim, Kyung-Sin;Won, Dong-Ho;Kim, Seung-Joo
    • The KIPS Transactions:PartC
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    • v.16C no.1
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    • pp.37-50
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    • 2009
  • The SCADA(Supervisory Control And Data Acquisition) system is a control system for infrastructure of nation. In the past, the SCADA system was designed without security function because of its closed operating environment. However, the security of the SCADA system has become an issue with connection to the open network caused by improved technology. In this paper we review the constraints and security requirements for SCADA system and propose advanced key management architecture for secure SCADA communications. The contributions of the present work are that our scheme support both message broadcasting and secure communications, while the existing key management schemes for SCADA system don't support message broadcasting. Moreover, by evenly spreading much of the total amount of computation across high power nodes (MTU or SUB-MTU), our protocol avoids any potential performance bottleneck of the system while keeping the burden on low power (RTU) nodes at minimal.

Secure and Energy-Efficient MPEG Encoding using Multicore Platforms (멀티코어를 이용한 안전하고 에너지 효율적인 MPEG 인코딩)

  • Lee, Sung-Ju;Lee, Eun-Ji;Hong, Seung-Woo;Choi, Han-Na;Chung, Yong-Wha
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.20 no.3
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    • pp.113-120
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    • 2010
  • Content security and privacy protection are important issues in emerging network-based video surveillance applications. Especially, satisfying both real-time constraint and energy efficiency with embedded system-based video sensors is challenging since the battery-operated sensors need to compress and protect video content in real-time. In this paper, we propose a multicore-based solution to compress and protect video surveillance data, and evaluate the effectiveness of the solution in terms of both real-time constraint and energy efficiency. Based on the experimental results with MPEG2/AES software, we confirm that the multicore-based solution can improve the energy efficiency of a singlecore-based solution by a factor of 30 under the real-time constraint.