• 한국IT서비스학회지
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• 제13권3호
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• pp.309-321
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• 2014

Recently, due to the advent of ubiquitous computing and the spread of intelligent portable device such as smart phone, iPad and PDA has been amplified, a variety of services and the amount of information has also increased fastly. It is becoming a part of our common life style that the demands for enjoying the wireless internet are increasing anytime or anyplace without any restriction of time and place. And also, the demands for e-commerce and many different items on e-commerce and interesting of associated items are increasing. Existing collaborative filtering (CF), explicit method, can not only reflect exact attributes of item, but also still has the problem of sparsity and scalability, though it has been practically used to improve these defects. In this paper, using a implicit method without onerous question and answer to the users, not used user's profile for rating to reduce customers' searching effort to find out the items with high purchasability, it is necessary for us to analyse the segmentation of customer and item based on customer data and purchase history data, which is able to reflect the attributes of the item in order to improve the accuracy of recommendation. We propose the method of recommendation system using association rule and weighted preference so as to consider many different items on e-commerce and to refect the profit/weight/importance of attributed of a item. To verify improved performance of proposing system, we make experiments with dataset collected in a cosmetic internet shopping mall.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제9권9호
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• pp.3449-3467
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• 2015

A broadcast operation is the fundamental transmission technique in mobile ad-hoc networks (MANETs). Because a broadcast operation can cause a broadcast storm, only selected forwarding nodes have the right to rebroadcast a broadcast message among the one-hop and two-hop neighboring nodes of a sender. This paper proposes the maximum intersection self-pruning (MISP) algorithm to minimize broadcasting redundancy. Herein, an example is given to help describe the main concept of MISP and upper bounds of forward node have been derived based on induction. A simulation conducted demonstrated that when conventional blind flooding (BF), self-pruning (SP), an optimized link state routing (OLSR) multipoint relay (MPR) set, and dominant pruning (DP), are replaced with the MISP in executing Strong duplicate address detection (DAD), the performances in terms of the energy consumption, upper bounds of the number of forward nodes, and message complexity have been improved. In addition, to evaluate the performance in reference to the link error probability, P_e, an enhancement was achieved by computing a proposed retransmission limit, S, for error recovery based on this probability. Retransmission limit control is critical for efficient energy consumption of MANET nodes operating with limited portable energy where Strong DAD reacts differently to link errors based on the operational procedures.

• 인터넷정보학회논문지
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• 제10권4호
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• pp.213-222
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• 2009

IEEE 802.15.3 HR-PAN은 PHY와 MAC으로 구성되어 있다. 그 중 MAC 기술은 부족한 채널 자원을 관리하는 중요한 역할을 한다. 기존 IEEE 802.15.3의 MAC 프로토콜에서 각 DEV에게 채널을 할당하는 방법은 네트워크의 상태나 주위 환경과 무관하게 고정된 형태이다. 이 논문에서 제안한 Hybrid MAC 프로토콜은 IEEE 802.15.3 HR-WPAN 환경에서 네트워크의 상태에 따라 TDMA 방식과 CSMA 방식을 유동적으로 사용할 수 있게 된다. 이 논문에서는 TDMA의 장점인 충돌 없는 전송시간의 보장과 CSMA의 장점인 높은 채널 사용률을 결합하여 802.15.3의 standard MAC보다 보다 높은 전송률을 보이는 Hybrid MAC을 제안한다.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제9권8호
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• pp.3090-3102
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• 2015

The accuracy of an augmented reality (AR) application is highly dependent on the resolution of the object's image and the device's computational processing capability. Naturally, a mobile smart device equipped with a high-resolution camera becomes the best platform for portable AR services. AR applications require significant energy consumption and very fast response time, which are big burdens to the smart device. However, there are very few ways to overcome these burdens. Computation offloading via mobile cloud computing has the potential to provide energy savings and enhance the performance of applications executed on smart devices. Therefore, in this paper, adaptive mobile computation offloading of mobile AR applications is considered in order to determine optimal offloading points that satisfy the required quality of experience (QoE) while consuming minimum energy of the smart device. AR feature extraction based on SURF algorithm is partitioned into sub-stages in order to determine the optimal AR cloud computational offloading point based on conditions of the smart device, wireless and wired networks, and AR service cloud servers. Tradeoffs in energy savings and processing time are explored also taking network congestion and server load conditions into account.

• 인터넷정보학회논문지
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• 제21권5호
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• pp.57-65
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• 2020

At present, the existing virus recognition systems usually use signature approach to detect malicious executable files, but these methods often fail to detect new and invisible malware. At the same time, some methods try to use more general features to detect malware, and achieve some success. Moreover, machine learning-based approaches are applied to detect malware, which depend on features extracted from malicious codes. However, the different distribution of features oftraining and testing datasets also impacts the effectiveness of the detection models. And the generation oflabeled datasets need to spend a significant amount time, which degrades the performance of the learning method. In this paper, we use transfer learning to detect new and previously unseen malware. We first extract the features of Portable Executable (PE) files, then combine transfer learning training model with KNN approachto detect the new and unseen malware. We also evaluate the detection performance of a classifier in terms of precision, recall, F1, and so on. The experimental results demonstrate that proposed method with high detection rates andcan be anticipated to carry out as well in the real-world environment.

• 디지털콘텐츠학회 논문지
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• 제6권2호
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• pp.131-135
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• 2005

차세대 단말은 정보통신 기술의 융합(convergence)에 따라 이동전화, 무선랜, 휴대인터넷, DMB, 멀티미디어, 모바일 게임, 센서(스마트태그, 생체인식) 등 휴대 단말의 기능들이 하나의 통일된 사용자 인터페이스 융합을 통하여 다양한 요구를 수용하게 될 것이다. 또한 차세대 이동단말은 기본적으로 서로 다른 망에 접속이 가능한 다중모드를 지원하여야 하며, 서로 다른 망으로부터 다양한 서비스를 지원받을 수 있도록 높은 성능과 다양한 기능을 지원하여야 한다. 따라서 본 논문에서는 차세대 이동단말의 발전전략을 통해 차세대 단말의 최소 요구사항 및 요소기술에 대해 검토하고자 한다.

• 한국인터넷방송통신학회논문지
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• 제20권4호
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• pp.149-154
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• 2020

본 연구에서는 블루투스를 이용하여 스마트폰 으로 제어되는 Smart Diffuser 디바이스의 초기모델을 개발하였다. Smart Diffuser는 디바이스에 주입하는 오일을 분사시키기 위해 초음파 진동자를 이용하였다. 고휘도 LED를 사용하여 오일이 분사되는 동안에 색상 변화가 보여 지도록 디바이스를 개발하였다. 휴대용 디바이스인 점을 감안하여 충전 시간 문제를 해결하기 위해 40mAh의 Li-Po 배터리를 사용하여 장시간 사용할 수 있도록 설계를 하였다. Bluetooth Low Energy를 이용하여 저전력 구동을 구현을 함으로서 초기 설계모델의 유용성에 대해 확인 하였다.

• 한국정보통신학회논문지
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• 제14권5호
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• pp.1125-1132
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• 2010

와이브로는 OFDMA/TDD 기술을 기반으로하는 고속 이동 인터넷 표준이고, IEEE802.16e 무선 MAN 표준 통합 버전의 하나이다. 본 논문에서는 64QAM SOFM 전처리기를 이용한 와이브로 시스템의 성능 개선을 제안하였다. 제안한 방법은 Broadband 64 QAM 와이브로 시스템 수신단에 전처리 SOFM 신경망 자력등화를 사용한다. 전처리 SOFM 신경망은 송신 데이터 형태인 64QAM을 형상화 하고 자력등화는 ICI를 제거한다. 제안한 방법의 유용성을 확인하기 위하여 MSE와 BER에 대하여 시뮬레이션 하였으며, 시뮬레이션 결과 제안한 64QAM SOFM 전처리기를 이용한 와이브로 시스템은 기존의 와이브로 시스템보다 성능이 개선되었음을 확인하였다.

• Journal of Power Electronics
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• 제10권6호
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• pp.611-620
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• 2010

This paper presents a new architecture, called "Power Electronics Remote Wiring and Measurement Laboratory (PermLAB)", that translates a common gateway interface (CGI) string from a remote web user to a web server connected to a 3-dimension switching matrix board, can be used to switch on and off, and to control a cluster of instruments and components. PermLAB addresses real-time connection, switching, and data acquisition over the Internet instead of using simulated data. A software procedure uses a signature system to identify each instrument and component in a complex system. The Web-server application is developed in HTML, JavaScript and Java, and in C language for the CGI interface, which resides in a controller portion of LabVIEW. The LabVIEW software fully integrates the Web sever, LabVIEW data acquisition boards and controllers, and the 3-dimensional switching matrix board. The paper will analyze a half-wave rectifier (AC - DC converter) circuit connected over the Internet using the PermLAB. PermLAB allows students to obtain real data by real-time wiring of real circuits in the laboratory using a "virtual breadboard" on the Web. The software for the Web-based 3-dimensional system is flexible, portable, can be integrated into many laboratory applications or expanded, and easily accessible worldwide.

• 한국정보통신학회논문지
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• 제12권9호
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• pp.1638-1645
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• 2008

와이브로는 OFDMA/TDD (Orthogonal frequency division multiple access/Time division duplexing) 기술을 기반으로하는 고속 이동 인터넷 표준이고, IEEE802.16e 무선 MAN 표준 통합 버전의 하나이다. 본 논문에서는 SOFM 자력등화를 이용한 와이브로 시스템의 설계 방법을 제안하였다. 제안한 설계 방법은 Broadband 16 QAM 와이브로 시스템 수신단에 Bussgang 알고리즘을 이용한 SOFM 신경망 자력등화를 사용한다. 제안한 설계 방법의 유용성을 확인하기 위하여 MSE와 BER에 대하여 시뮬레이션 하였으며, 시뮬레이션 결과 제안한 SOFM 자력등화를 이용한 와이브로 시스템의 등화 성능은 기존의 와이브로 시스템보다 개선되었음을 확인하였다.