• Title/Summary/Keyword: macOS

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Heart Disease Prediction Using Decision Tree With Kaggle Dataset

  • Noh, Young-Dan;Cho, Kyu-Cheol
    • Journal of the Korea Society of Computer and Information
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    • v.27 no.5
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    • pp.21-28
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    • 2022
  • All health problems that occur in the circulatory system are refer to cardiovascular illness, such as heart and vascular diseases. Deaths from cardiovascular disorders are recorded one third of in total deaths in 2019 worldwide, and the number of deaths continues to rise. Therefore, if it is possible to predict diseases that has high mortality rate with patient's data and AI system, they would enable them to be detected and be treated in advance. In this study, models are produced to predict heart disease, which is one of the cardiovascular diseases, and compare the performance of models with Accuracy, Precision, and Recall, with description of the way of improving the performance of the Decision Tree(Decision Tree, KNN (K-Nearest Neighbor), SVM (Support Vector Machine), and DNN (Deep Neural Network) are used in this study.). Experiments were conducted using scikit-learn, Keras, and TensorFlow libraries using Python as Jupyter Notebook in macOS Big Sur. As a result of comparing the performance of the models, the Decision Tree demonstrates the highest performance, thus, it is recommended to use the Decision Tree in this study.

A Study on an Efficient Routing Scheme for using a priority scheme in Wireless Sensor Networks (무선 센서 네트워크 환경에서 우선순위 기법을 이용한 효율적인 경로 설정에 대한 연구)

  • Won, Dae-Ho;Yang, Yeon-Mo
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.48 no.4
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    • pp.40-46
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    • 2011
  • Wireless Sensor Networks(WSNs) have shown a lot of good outcomes in providing a various functions depending on industrial expectations by deploying ad-hoc networking with helps of light loaded and battery powered sensor nodes. In particular, it is strongly requested to develop an algorithm of cross-layer control between 2-layer and 3-layer to deriver the sensing data from the end node to the sink node on time. In this paper, based on the above observation we have proposed an IEEE802.15.4 based self priority routing scheme under UC Berkely TinyOS platform. The proposed beacon based priority routing (BPR) algorithm scheme utilizes beacon periods in sending message with embedding the high priority data and thus provides high quality of service(QoS) in the given criteria. The performance measures are the packet Throughput, delivery, latency, total energy consumption. Simulation results under TinyOS Simulator(TOSSIM) have shown the proposed scheme outcome the conventional Ad hoc On-Demand Distance Vector(AODV) Routing.

Improving the Reliability of Beacon Synchronization of IEEE 802.15.4 MAC Protocol using a Reception Time Compensation Scheme (수신 대기시간 보정을 통한 IEEE 802.15.4 MAC 프로토콜의 비컨 동기화 신뢰성 개선)

  • Kim, Hiecheol
    • Journal of Korea Society of Industrial Information Systems
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    • v.23 no.3
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    • pp.1-11
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    • 2018
  • This paper explores the reliability issue especially associated with the time-division synchronous communication when a networking stack is implemented using software timers provided by embedded operating systems. Especially, we explore the reliability of beacon synchronization of IEEE 802.15.4. Our experiments based on its practical implementation clearly show that processing delays or losses of hardware timer interrupts used for software timers lead to occasional failures in beacon synchronization. To avoid such failures, we suggest a reception time compensation scheme that turns on the receiver earlier than expected.

Security Improvement of File System Filter Driver in Windows Embedded OS

  • Seong, Yeon Sang;Cho, Chaeho;Jun, Young Pyo;Won, Yoojae
    • Journal of Information Processing Systems
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    • v.17 no.4
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    • pp.834-850
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    • 2021
  • IT security companies have been releasing file system filter driver security solutions based on the whitelist, which are being used by several enterprises in the relevant industries. However, in February 2019, a whitelist vulnerability was discovered in Microsoft Edge browser, which allows malicious code to be executed unknown to users. If a hacker had inserted a program that executed malicious code into the whitelist, it would have resulted in considerable damage. File system filter driver security solutions based on the whitelist are discretionary access control (DAC) models. Hence, the whitelist is vulnerable because it only considers the target subject to be accessed, without taking into account the access rights of the file target object. In this study, we propose an industrial device security system for Windows to address this vulnerability, which improves the security of the security policy by determining not only the access rights of the subject but also those of the object through the application of the mandatory access control (MAC) policy in the Windows industrial operating system. The access control method does not base the security policy on the whitelist; instead, by investigating the setting of the security policy not only for the subject but also the object, we propose a method that provides improved stability, compared to the conventional whitelist method.

Design and Implementation of 3D Geospatial Open Platform Based on HTML5/WebGL Technology (HTML5/WebGL 기반 3D 공간정보 오픈플랫폼 소프트웨어 설계 및 구현)

  • Kim, Min Soo;Jang, In Sung
    • Spatial Information Research
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    • v.23 no.6
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    • pp.57-66
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    • 2015
  • Recently, the utilization of geospatial open platforms has been constantly increased and the interest in 3D geospatial data such as terrain, building and shopping mall has been increased significantly. In particular, rather than simplified 3D geospatial data, interest in high-precision 3D geospatial data which similarly represents the real world objects has increased significantly. In order to satisfy the demand for such the high-precision 3D geospatial data, various kinds of 3D geospatial open platforms has been developed and has provided services on the web. However, most of the 3D geospatial open platforms have been used plug-in module in order to ensure a fast 3D rendering performance on the web, despite the many problems such as difficulty of the installation, no supporting of cross browser/operating system and security issues. In addition, recently, the existing 3D geospatial open platforms based on plug-in module are facing a serious problem, by declaring the NPAPI service interruption in Chrome and Firefox browsers. In this study, we presents the design and implementation of a new 3D geospatial open platform based on HTML5/WebGL technology without the use of plug-ins. Such the new 3D geospatial open platform based on HTML5/WebGL may support cross browsers such as IE, Chrome, Firefox, Safari and cross OS platforms such as Windows, Linux, Mac and mobile OS platforms.

An Efficient Routing Scheme based on Link Quality and Load Balancing for Wireless Sensor Networks (무선 센서 네트워크에서 링크 상태 및 트래픽 분산 정보를 이용한 효과적인 라우팅 방법)

  • Kim, Sun-Myeng;Yang, Yeon-Mo
    • Journal of the Korea Society for Simulation
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    • v.19 no.4
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    • pp.11-19
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    • 2010
  • ZigBee is a standard for wireless personal area networks(WPANs) based on the IEEE 802.15.4 standard. It has been developed for low cost and low power consumption. There are two alternative routing schemes that have been proposed for the ZigBee standard: Ad-hoc On-Demand Distance Vector(AODV) and tree routing. The tree routing forwards packets from sensors to a sink node based on the parent-child relationships established by the IEEE 802.15.4 MAC topology formation procedure. In order to join the network, a sensor node chooses an existing node with the strongest RSSI(Received signal strength indicator) signal as a parent node. Therefore, some nodes carry a large amount of traffic load and exhaust their energy rapidly. To overcome this problem, we introduce a new metric based on link quality and traffic load for load balancing. Instead of the strength of RSSI, the proposed scheme uses the new metric to choose a parent node during the topology formation procedure. Extensive simulation results using TOSSIM(TinyOS mote SIMulator) show that the CFR scheme outperforms well in comparison to the conventional tree routing scheme.

Design and Implementation of HomeTDMA: a TDMA Protocol for Home Networks

  • Casaquite, Reizel;Hwang, Won-Joo
    • Journal of Korea Multimedia Society
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    • v.10 no.12
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    • pp.1612-1621
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    • 2007
  • In this paper, we introduced our designed TDMA (Time Division Multiple Access) based MAC (Medium Access Control) protocol for Home Networks called HomeTDMA. We have implemented and tested it in a test bed using crossbow motes and TinyOS. We also have compared HomeTDMA and CSMA (Carrier Sense Multiple Access) in terms of space and time complexity, channel access time, delivery success ratio, and throughput. Based on our results, HomeTDMA has an advantage over CSMA on channel access time, throughput and delivery success ratioIn the case of complexity, HomeTDMA is more complex compared to CSMA. Thus, CSMA is more appropriate in wireless sensor networks (WSNs) where memory, energy, and throughput are important parameters to be considered. However, HomeTDMA has a natural advantage of collision free medium access and is very promising for home networks where a reliable transmission or data transfer and congestion control is highly preferred.

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Mini-MAP Stack 구현

  • Ha, Jeong-Hyeon;Kim, Hyeon-Gi;Lee, Jeon-U;Jeong, Ha-Jae;Chae, Yeong-Do
    • ETRI Journal
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    • v.14 no.4
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    • pp.165-178
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    • 1992
  • 본 고는 Mini-MAP 네트워크의 접속장치를 구현한 내용이다. 이 접속장치는 공장자동화 네트워크 시스팀에서 Mini-MAP 노드로 동작하며, PLC, CNC, robot와 같은 프로그래머블 디바이스를 MAP 네트워크 환경에 접속하여 원격제어가 가능하도록 하는 네트워크 구축을 위한 핵심 장치이다. 이 접속장치는 MAP 3.0의 Mini-MAP으로 구현하고 실현하였다. MAC 부계층은 Token Bus Controller(TBC)가 담당하며, LLC 부계층은 class 3로 설계하였고, MMS는 implementaton class MAP3를 설계하였다. 구현된 모든 소프트웨어는 Mini-MAP의 실시간 정보 전송 성능을 보증하기 위해 real-time 멀티 태스크 OS로 운영하도록 설계하였으며, 보드에 firmware로 탑재하였다. 프로토콜 분석기를 이용하여 LLC 수준의 오류검출과 전송기능을 확인하였으며, MMS는 적합성 시험을 이미 받은 MMS를 탑재한 상용 제품과의 통신 실험을 통해 적합성을 확인하였다.

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Design of Access Control for Secure Linux OS and its Implementation (안전한 리눅스 운영체제를 위한 접근제어 설계 및 구현)

  • 고종국;두소영;은성경;김정녀
    • Proceedings of the Korean Information Science Society Conference
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    • 2000.10a
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    • pp.650-652
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    • 2000
  • 본 논문은 최근에 그 수요가 증가하고 있는 리눅스를 기반으로 하여 안전한 운영체제의 설계 및 구현에 대하여 기술한다. 안전한 운영체제를 위해 사용되는 보안 기능들은 MAC(Mandatory Access Control), DAC(Discretionary Access Control), 그리고 SOP(Separate of privilege)과 같이 파일, 디렉토리, 그리고 디바이스와 같은 시스템 자원에 대한 접근을 제어하는 기능과 감사 추적(Auditing)기능, 그리고 사용자 인증기능 등이 있다. 접근제어란 컴퓨터자원, 통신자원, 정보자원 등에 대한 허가되지 않는 접근을 막는 것이다 본 논문에서는 리눅스 운영체제의 보안을 위해 필요한 접근 제어 기능과 다중 레벨의 사용자 인증기능의 설계 및 구현에 대해 기술한다. 또한 접근 제어기능 구현은 국제 표준화인 OSIX1003.le을 기준으로 하였다.

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Design of the User Interface for T33521 (T33521에 대한 사용자 인터페이스 설계)

  • 김현경;곽윤식
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2002.11a
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    • pp.409-412
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    • 2002
  • In this paper, We present a designe method for the PC User Interface. Also, the system implementation for T33521 is a interface controller of MMC and SSFCD card which operated with limit speed 12Mbit/s in USB Ver.1.1 and under circumstances windows 95, 98 and Mac Os 8.1. Using this controller, we implemented functional design such as automatic reading, memory block read/write, and file property of 8M/16M flash memory and 32M SMC.

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