• ETRI Journal
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• 제45권2호
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• pp.318-328
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• 2023

Recently, embedded systems, such as mobile platforms, have multiple processing units that can operate in parallel, such as centralized processing units (CPUs) and neural processing units (NPUs). We can use deep-learning compilers to generate machine code optimized for these embedded systems from a deep neural network (DNN). However, the deep-learning compilers proposed so far generate codes that sequentially execute DNN operators on a single processing unit or parallel codes for graphic processing units (GPUs). In this study, we propose PartitionTuner, an operator scheduler for deep-learning compilers that supports multiple heterogeneous PUs including CPUs and NPUs. PartitionTuner can generate an operator-scheduling plan that uses all available PUs simultaneously to minimize overall DNN inference time. Operator scheduling is based on the analysis of DNN architecture and the performance profiles of individual and group operators measured on heterogeneous processing units. By the experiments for seven DNNs, PartitionTuner generates scheduling plans that perform 5.03% better than a static type-based operator-scheduling technique for SqueezeNet. In addition, PartitionTuner outperforms recent profiling-based operator-scheduling techniques for ResNet50, ResNet18, and SqueezeNet by 7.18%, 5.36%, and 2.73%, respectively.

• 경영정보학연구
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• 제12권1호
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• pp.145-164
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• 2010

현재 이동통신 시장은 과거 음성통화 위주의 서비스 시장과는 달리 다양한 서비스 제공 및 사용을 기반으로 한 통신 산업의 질적 팽창기로 여겨지고 있다. 특히 3세대 서비스가 시작된 2007년 이후, 각 이동통신 사업자들은 영상통화를 시작으로 다양한 이동통신 서비스를 고객에게 제공하기 시작하였고 휴대전화 기술 역시 기술의 발전에 힘입어 디지털 융합(digital convergence) 기기로 변화된 양상이다. 이러한 상황에서, LG 텔레콤이 최초로 서비스를 시작한 풀브라우징(full browsing) 서비스가 3세대 (3G) 핵심 서비스로 주목 받고 있다. 풀브라우징 서비스란, 휴대전화를 통해 컴퓨터와 동일한 형태의 인터넷 환경을 사용 가능하게 하는 서비스로, 기존 월드가든(walled garden) 형태의 데이터 서비스의 개념을 뛰어 넘는 개방형 모바일 인터넷 서비스를 지향한다. 이와 같은 개방형 네트워크 서비스 환경에서의 기업 간의 경쟁 양상과 경쟁에 영향을 줄 수 있는 요인을 분석하는 것은 추후 이동통신 시장의 향방 및 개별 기업의 전략 수립에 매우 중요한 축이 될 수 있다. 따라서 본 연구에서는 첫째, 급변하고 있는 이동통신 서비스 시장에서의 풀브라우징 서비스의 시장 현황 및 걸림돌, 성장 가능성 등을 정성적으로 예측하였다. 둘째, 풀브라우징 서비스 선발자(first mover)로서의 LG 텔레콤과 후발자(follower)로서의 KTF, SK 텔레콤이 갖는 경쟁에 있어서의 장단점이 기존 이동통신 시장에서 나타났던 장단점과 어떻게 다르게 나타나는지 확인한 후, 이를 통해 기업 간 경쟁의 향방을 예상해 보았다.

• 정보처리학회논문지:컴퓨터 및 통신 시스템
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• 제3권1호
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• pp.7-14
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• 2014

스마트 폰, 스마트 패드 등 다양한 모바일 기기의 등장으로 언제, 어디서나 이동 중에도 끊김없는 멀티미디어 서비스의 필요성이 증대하고 있다. 현재 4G 모바일 기기들은 4G (LTE)와 WLAN (WiFi) 인터페이스를 동시에 가지고 있으며, 이동 통신사업자들은 커버리지가 넓은 4G망 뿐만 아니라 WiFi zone을 통하여 무선 인터넷 서비스를 지원하고 있다. 일반적으로 사용자들은 WLAN 커버리지내에서는 LTE를 통한 서비스 보다도 데이터 사용량에 제한이 없는 WLAN을 통한 서비스를 선호하고 있다. 그러나 WLAN은 L2 핸드오버 지연이 매우 크기 때문에 핸드오버를 수행하는 동안에 끊김없는 서비스가 어려운 문제가 있다. 본 논문에서는 flow mobility를 기반으로 WLAN 간에 핸드오버를 수행하는 동안 서비스 반경이 넓은 4G망을 활용하여 끊김없는 서비스를 지원할 수 있는 방안을 제안하였으며, 테스트베드 구현을 통하여 제안 방안의 우수성을 검증하였다.

• 디지털콘텐츠학회 논문지
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• 제13권3호
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• pp.469-476
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• 2012

최근 스마트폰, 스마트패드 등 스마트기기의 보급이 보편화되면서 스마트기기의 이용자 수가 폭발적으로 증가하고 있다. 이에 따라 모바일 인터넷 트래픽도 급증하고 있는 추세이며, 이러한 모바일 인터넷 트래픽의 수요는 전세계적으로 해마다 기하급수적으로 증가될 것으로 예측되고 있다. 이에 발맞추어 국내외적으로 이동통신 사업자들은 이를 효과적으로 해결하기 위해 많은 노력과 투자를 기울이고 있으며, 급증하고 있는 모바일 인터넷 트래픽을 보다 효율적으로 분산시키기 위한 망(network) 기반(즉, PMIPv6기반) 분산형 이동성 관리 기술에 대한 관심은 날로 커져만 가고 있는 실정이다. 본 논문에서는 이러한 PMIPv6 기반 분산형 이동성 관리 기술의 개요 및 최신 연구동향을 살펴보고, 아울러 PMIPv6 기반 분산형 이동성 관리 기술 연구에 대한 필요성 및 향후 전망에 대하여 기술한다.

• 한국소음진동공학회:학술대회논문집
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• 한국소음진동공학회 2005년도 춘계학술대회논문집
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• pp.945-948
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• 2005

Mobile computing devices are becoming increasingly prevalent in a huge range of physical area, offering a considerable market opportunity. The focus of this paper is on the development of a platform of fault diagnosis system integrating with personal digital assistant (PDA). An improvement of induction machine rotor fault diagnosis based on AI algorithms approach is presented. This network system consists of two parts; condition monitoring and fault diagnosis by using Artificial Intelligence algorithm. LabVIEW allows easy interaction between acquisition instrumentation and operators. Also it can easily integrate AI algorithm. This paper presents a development environment fur intelligent application for PDA. The introduced configuration is a LabVIEW application in PDA module toolkit which is LabVIEW software.

• 정보와 통신
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• 제19권7호
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• pp.56-71
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• 2002

Third generation mobile radio systems (3G) are currently being deployed in different regions of the world. Future systems beyond 3G are already under discussion in international bodies and forums such as ITU, WWRF and R&D programs of the European Union and in other regions. These systems will determine the research and standardization activities in mobile and wireless communication in the next years. Based on the experience of 3G future systems will be developed mainly from the user perspective with respect to potential services and applications including traffic demands. Therefore, the Wireless World Research Forum (WWRF) was launched in 2001 as a global and open initiative of manufacturers, network operators, SMEs, R&D centers and the academic domain. WWRF is focused on the vision of such systems the Wireless World - and potential key technologies. This paper describes the international context of activities on systems beyond third generation, the goals, objectives and structure of WWRF, the user perspective as the starting point for a future system design and the key enabling technologies for the Wireless World.

• 전자통신동향분석
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• 제34권6호
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• pp.17-27
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• 2019

This paper introduces the 5G spectrum auction in Germany that occurred last summer and ended overheatedly after an extraordinarily long period. We describe the context of the latest German spectrum auction and trace the participants' bidding behavior. This case details the trend of the 5G spectrum auction and the factors that affect the spectrum auction as follows: First, it is determined that investment obligations that force network installations can be a financial burden to mobile network operators (MNOs) and require a careful approach. Second, excess demands can cause auction overheating and the spectrum supply volume needs to be determined by a proper demand forecast and investment incentive. Third, 'Set-Aside' for local usage aids in developing the vertical industry; however it limits the spectrum supply for mobiles and leads to higher bidding prices. Fourth, a modified adoption of a typical spectrum auction can alleviate MNO's financial burdens to secure the broadband spectrum. Finally, competition to secure the necessary bandwidth in the situation of limited spectrum supply may delay the process of the spectrum auction, causing it overheated.

• 전자통신동향분석
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• 제36권4호
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• pp.72-80
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• 2021

Multimedia broadcast multicast services (MBMS) have evolved to accommodate broadcasting services in 3GPP standards. One long-standing approach is to comprise the multimedia broadcast multicast service single-frequency network based on the cellular networks of mobile operators, and another approach adds a broadcasting network to 3GPP standards. In this paper, we overview the MBMS architecture and key entities in MBMS services. In addition, the trends of MBMS are discussed in terms of technology and 3GPP standards, where MBMS functionality is described according to 3GPP releases. Finally, we discuss its capability through a comparison with ATSC 3.0, which is the latest terrestrial broadcasting standard, and then we present the current status and future perspectives of MBMS in 3GPP.

• 전자통신동향분석
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• 제38권5호
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• pp.100-113
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• 2023

This study was aimed to derive implications in terms of competition to establish a reasonable spectrum policy for fifth-generation (5G) spectrum allocation through an in-depth analysis of C-band spectrum auctions. As a result of examining auctions in five countries, namely, Belgium, Sweden, Canada, Brazil, and Hong Kong, we identified various characteristics. First, the minimum bandwidth that is essential for service competition is guaranteed. Second, in Brazil, the network construction cost of mobile network operators is regarded as a part of the spectrum price. Third, a joint allocation of spectrum is permitted in Sweden, and spectrum sharing after allocation for 5G services is allowed in Canada. Finally, the reserved spectrum is provided for new service providers in Belgium and Canada. Our findings may provide insights for establishing policies of 5G spectrum allocation and competition in the telecommunications service market in Korea.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제12권12호
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• pp.5701-5722
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• 2018

The continuous increase in the cost of energy production and concerns for environmental sustainability are leading research communities, governments and industries to amass efforts to reduce energy consumption and global $CO_2$ footprint. Players in the information and communication industry are keen on reducing the operational expenditures (OpEx) and maintaining the profitability of cellular networks. Meanwhile, network virtualization has been proposed in this regard as the main enabler for 5G mobile cellular networks. In this paper, we propose a generic framework of slice resource provisioning and customized physical resource allocation for energy-efficiency and quality of service optimization. In resource slicing, we consider user demand and population resources provisioning scheme aiming to satisfy quality of service (QoS). In customized physical resource allocation, we formulate this problem with an integer non-linear programming model, which is solved by a heuristic algorithm based on minimum vertex coverage. The proposed algorithm is compared with the existing approaches, without consideration of slice resource constraints via system-level simulations. From the perspective of infrastructure providers, traffic is scheduled over a limited number of active small-cell base stations (sc-BSs) that significantly reduce the system energy consumption and improve the system's spectral efficiency. From the perspective of virtual network operators and mobile users, the proposed approach can guarantee QoS for mobile users and improve user satisfaction.