• Title/Summary/Keyword: Implementation technique

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Improving SVM Classification by Constructing Ensemble (앙상블 구성을 이용한 SVM 분류성능의 향상)

  • 제홍모;방승양
    • Journal of KIISE:Software and Applications
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    • v.30 no.3_4
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    • pp.251-258
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    • 2003
  • A support vector machine (SVM) is supposed to provide a good generalization performance, but the actual performance of a actually implemented SVM is often far from the theoretically expected level. This is largely because the implementation is based on an approximated algorithm, due to the high complexity of time and space. To improve this limitation, we propose ensemble of SVMs by using Bagging (bootstrap aggregating) and Boosting. By a Bagging stage each individual SVM is trained independently using randomly chosen training samples via a bootstrap technique. By a Boosting stage an individual SVM is trained by choosing training samples according to their probability distribution. The probability distribution is updated by the error of independent classifiers, and the process is iterated. After the training stage, they are aggregated to make a collective decision in several ways, such ai majority voting, the LSE(least squares estimation) -based weighting, and double layer hierarchical combining. The simulation results for IRIS data classification, the hand-written digit recognition and Face detection show that the proposed SVM ensembles greatly outperforms a single SVM in terms of classification accuracy.

Personal Kiosk : A Mobile Service Model for Ubiquitous Computing Environment (Personal Kiosk : 유비쿼터스 컴퓨팅 환경을 위한 모바일 서비스 모델)

  • Park Jeong-Kyu;Seo Seung-Ho;Kim Yang-Nam;Lee Keung-Hae
    • Journal of KIISE:Computing Practices and Letters
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    • v.12 no.3
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    • pp.170-182
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    • 2006
  • Last few years have seen a rapid increase in research on ubiquitous computing. Ubiquitous computing is often touted as a technology that will make computing available to the user anywhere and anytime. One important problem to be addressed in building such a ubiquitous computing environment is how to manage services and deliver them to the user in an effective manner. This paper presents our model called Personal Kiosk(PK) as a way of solving the problem. PK is a model of ubiquitous service provisioning that enables the user to use desired services anytime and anywhere. The design and implementation of the current PK in the 'Local Area' setting with related technical issues are also presented. A location-sensing technique for indoor users and a personalized service provisioning based on user location and privileges are discussed in detail.

Design and Implementation of File System Using Local Buffer Cache for Digital Convergence Devices (디지털 컨버전스 기기를 위한 지역 버퍼 캐쉬 파일 시스템 설계 및 구현)

  • Jeong, Geun-Jae;Cho, Moon-Haeng;Lee, Cheol-Hoon
    • The Journal of the Korea Contents Association
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    • v.7 no.8
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    • pp.21-30
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    • 2007
  • Due to the growth of embedded systems and the development of semi-conductor and storage devices, digital convergence devises is ever growing. Digital convergence devices are equipments into which various functions such as communication, playing movies and wave files and electronic dictionarys are integrated. Example are portable multimedia players(PMPs), personal digital assistants(PDAs), and smart phones. Therefore, these devices need an efficient file system which manages and controls various types of files. In designing such file systems, the size constraint for small embedded systems as well as performance and compatibility should be taken into account. In this paper, we suggest the partial buffer cache technique. Contrary to the traditional buffer cache, the partial buffer cache is used for only the FAT meta data and write-only data. Simulation results show that we could enhance the write performance more than 30% when the file size is larger than about 100 KBytes.

Product Family Design based on Analytic Network Process (Analytic Network Process에 기초한 제품가족 디자인)

  • Kim, Tai-Oun
    • Journal of Intelligence and Information Systems
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    • v.17 no.4
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    • pp.1-17
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    • 2011
  • In order to maintain customer satisfaction and to remain productive and efficient in today's global competition, mass customization is adopted in many leading companies. Mass customization through product family and product platform enables companies to develop new products with flexibility, efficiency and quick responsiveness. Thus, product family strategy based on product platform is well suited to realize the mass customization. Product family is defined as a group of related products that share common features, components, and subsystems; and satisfy a variety of market niches. The objective is to propose a product family design strategy that provides priority weights among product components by satisfying customer requirements. The decision making process for a new product development requires a multiple criteria decision making technique with feedback. An analytical network process is adopted for the decision making modeling and procedure. For the implementation, a netbook product known as a small PC which is appropriate for the product family model is adopted. According to the proposed architecture, the priority weight of each component for each product family is derived. The relationship between the customer requirement and product component is analyzed and evaluated using QFD model.

A Study on Improving Efficiency of Power Amplifier using Doherty Theory for Wireless Network and Repeater (도허티 이론을 이용한 무선 네트워크 및 중계기용 전력증폭기의 효율 향상에 관한 연구)

  • Jeon Joong Sung;Choi Dong Muk
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.9 no.2
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    • pp.422-427
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    • 2005
  • In this paper, Doherty amplifier is designed by the need of improving the linearity and efficiency of wireless network and repeater for WCDMA. It is designed to maintain the high linearity and efficiency at the low efficiency period of the power amplifier after analyzing Doherty technique using the active load-pull in condition of the high efficiency power amplifier implementation according to the variation of input power. CW 1-tone experimental results at the WCDMA frequency 2.11$\~$2.17 CHz shows that Doherty amplifier, which achieves pore. add efficiency(PAE) 50$\%$ at 6dB back off the point from maximum output power 52.3dBm, obtains higher efficiency of 13.3$\%$ than class AB. finding optimum bias point after adjusted gate voltage, Doherty amplifier shows that IMD3 improves 4dB.

A Strategy for Adopting Server Virtualization in the Public Sector: NIPA Computer Center

  • Song, Jong-Cheol;Ryu, Jee-Woong;Moon, Byung-Joo;Jung, Hoe-Kyung
    • Journal of information and communication convergence engineering
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    • v.10 no.1
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    • pp.61-65
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    • 2012
  • Many public organizations have been adopting and operating various servers. These servers run on Windows, Unix, and Linux operating systems that generally use less than 10% of their capacity. For migrating a public organization to cloud computing, we must first virtualize the server environment. This article proposes a strategy for server virtualization that the National IT Industry Promotion Agency (NIPA) has done and describes the effects of a public organization migrating to cloud computing. The NIPA Computer Center planned an effective virtualization migration on various servers. This project of virtualization migration was conducted with the existing policy of separate x86 servers and Unix servers. There are three popular approaches to server virtualization: a virtual machine model, a paravirtual machine model, and virtualization at the operating system layer. We selected a VMware solution that uses the virtual machine model. We selected servers for virtualization in the following manner. Servers were chosen that had the highest rate of service usage and CPU usage and had been operating for five years or more. However, we excluded servers that require 80% or greater rates of CPU usage. After adopting the server virtualization technique, we consolidated 32 servers into 3 servers. Virtualization is a technology that can provide benefits in these areas: server consolidation and optimization, infrastructure cost reduction and improved operational flexibility, and implementation of a dual computing environment.

A Study on the Design and Implementation of the Oscillator Using a Miniaturized Hairpin Ring Resonator (소형화된 헤어핀 링 공진기를 이용한 발진기 설계 및 제작에 관한 연구)

  • Kim, Jang-Gu;Choi, Byoung-Ha
    • Journal of Advanced Navigation Technology
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    • v.12 no.2
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    • pp.122-131
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    • 2008
  • In this paper, an S-band oscillator of the low phase noise property using miniaturized microstrip hairpin shaped ring resonator has been designed and implemented. The TACONIC's RF-35 substrate has a dielectric constant ${\varepsilon}_r$=3.5 a thickness h=20mil a copper thickness t=17 um and loss tangent $tan{\delta}$=0.0025. The designed and implemented 2.45 GHz oscillator shows low phase performance of -100.5 dBc/Hz a 100kHz offset. Output power 20.9 dBm at center frequency 2.45 GHz and harmonic suppression -32 dBc. The circuit was implemented with hybrid technique. But can be fully compatible with the RFIC's, MIC and MMIC due to its entirely planar structure.

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Implementation and Design of the Voltage Controlled Oscillator Using Ring type DGS Resonator (링형 DGS 공진기를 이용한 전압제어 발진기의 설계 및 구현)

  • Kim, Girae
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.16 no.12
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    • pp.2589-2594
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    • 2012
  • In this paper, a novel resonator using ring type DGS is proposed for improvement of phase noise characteristics that is weak point of oscillator using planar type microstrip line resonator, and oscillator for 5.8 GHz band is designed using proposed DGS resonator. The ring type DGS resonator is composed of DGS cell etched on ground plane under $50{\Omega}$ microstrip line. At the fundamental frequency of 5.8 GHz, 7.6 dBm output power and -82.7 dBc@100kHz phase noise have been measured for oscillator with ring type DGS resonator. We designed the voltage controlled oscillator using proposed the DGS resonator with varactor diodes placed between gaps of DGS. Thus, due to its simple fabrication process and planar type, it is expected that the technique in this paper can be widely used for low phase noise oscillators for both MIC and MMIC applications.

Implementation of reliable transmission technique in jamming environment (방해전파 환경에서 신뢰성을 확보한 효과적 전송기법 구현)

  • Hwang, Seong-kyu
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.21 no.12
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    • pp.2279-2284
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    • 2017
  • Recent wireless communications using the unlicensed band have been on the rise and the range of use is increasing. The license-exempted band is a prerequisite for accepting interference between telecommunication equipment. In particular, the interference phenomenon of Bluetooth, wireless LAN, and RFID (Radio Frequency Identification) using the 2.4 GHz band is getting serious. In such urban areas, the wireless transmission medium may be in a bad state. There are roughly two ways to make effective transmission in this environment. The first is the IEEE 802.11 RTS / CTS method and the second is the frame fragmentation method. In this paper, it is difficult to transmit a frame over a certain size in a jamming environment due to the interference of the wireless environment. In this environment, we implement a frame division transmission scheme that guarantees effective transmission and reliability by dividing a frame into smaller units in order to perform reliability transmission and efficient transmission.

Implementation of Digital Selective Calling Function for the Very High Frequency Radio telephone using the Automatic Identification System (선박자동식별장치를 이용한 초단파무선전화의 디지털선택호출 기능 구현)

  • Lee, Ju-Han;Yim, Jae-Hong;Lim, Jung-Gyun
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.21 no.12
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    • pp.2232-2240
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    • 2017
  • IMO has made AIS and VHF mandatory for international sailing vessels through SOLAS, and korea if mandating specific vessels through the law for safety of vessels and the ship installation technology standards. However, due to various communication equipments and complicated usage method, malfunction occurs, and the response delay to the actual structure signal often causes human accidents. So recently, as a part of GMDSS modernization, maritime communication devices are attempting to interwork and integrate different types of marine communication system in order to construct a next generation maritime communication system. In this paper, we describe a technique to implement the DSC function by interlocking and integrating the AIS device and VHF. We will present the basis for achieving domestic technical standards and standardization through the linking algorithm of the data that can extract the ship information from AIS and utilize it the DSC function of VHF.