• 제목/요약/키워드: Computing Power

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A Classification-Based Virtual Machine Placement Algorithm in Mobile Cloud Computing

  • Tang, Yuli;Hu, Yao;Zhang, Lianming
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권5호
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    • pp.1998-2014
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    • 2016
  • In recent years, cloud computing services based on smart phones and other mobile terminals have been a rapid development. Cloud computing has the advantages of mass storage capacity and high-speed computing power, and it can meet the needs of different types of users, and under the background, mobile cloud computing (MCC) is now booming. In this paper, we have put forward a new classification-based virtual machine placement (CBVMP) algorithm for MCC, and it aims at improving the efficiency of virtual machine (VM) allocation and the disequilibrium utilization of underlying physical resources in large cloud data center. By simulation experiments based on CloudSim cloud platform, the experimental results show that the new algorithm can improve the efficiency of the VM placement and the utilization rate of underlying physical resources.

Resource Allocation for Heterogeneous Service in Green Mobile Edge Networks Using Deep Reinforcement Learning

  • Sun, Si-yuan;Zheng, Ying;Zhou, Jun-hua;Weng, Jiu-xing;Wei, Yi-fei;Wang, Xiao-jun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권7호
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    • pp.2496-2512
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    • 2021
  • The requirements for powerful computing capability, high capacity, low latency and low energy consumption of emerging services, pose severe challenges to the fifth-generation (5G) network. As a promising paradigm, mobile edge networks can provide services in proximity to users by deploying computing components and cache at the edge, which can effectively decrease service delay. However, the coexistence of heterogeneous services and the sharing of limited resources lead to the competition between various services for multiple resources. This paper considers two typical heterogeneous services: computing services and content delivery services, in order to properly configure resources, it is crucial to develop an effective offloading and caching strategies. Considering the high energy consumption of 5G base stations, this paper considers the hybrid energy supply model of traditional power grid and green energy. Therefore, it is necessary to design a reasonable association mechanism which can allocate more service load to base stations rich in green energy to improve the utilization of green energy. This paper formed the joint optimization problem of computing offloading, caching and resource allocation for heterogeneous services with the objective of minimizing the on-grid power consumption under the constraints of limited resources and QoS guarantee. Since the joint optimization problem is a mixed integer nonlinear programming problem that is impossible to solve, this paper uses deep reinforcement learning method to learn the optimal strategy through a lot of training. Extensive simulation experiments show that compared with other schemes, the proposed scheme can allocate resources to heterogeneous service according to the green energy distribution which can effectively reduce the traditional energy consumption.

그리드 컴퓨팅을 이용한 열유동 해석 기법에 관한 기초 연구 (A Basic Study of Thermal-Fluid Flow Analysis Using Grid Computing)

  • 홍승도;하만영;조금원
    • 대한기계학회논문집B
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    • 제28권5호
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    • pp.604-611
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    • 2004
  • Simulation of three-dimensional turbulent flow with LES and DNS lakes much time and expense with currently available computing resources and requires big computing resources especially for high Reynolds number. The emerging alternative to provide the required computing power and working environment is the Grid computing technology. We developed the CFD code which carries out the parallel computing under the Grid environment. We constructed the Grid environment by connecting different PC-cluster systems located at two different institutes of Pusan National University in Busan and KISTI in Daejeon. The specification of PC-cluster located at two different institutes is not uniform. We run our parallelized computer code under the Grid environment and compared its performance with that obtained using the homogeneous computing environment. When we run our code under the Grid environment, the communication time between different computer nodes takes much larger time than the real computation time. Thus the Grid computing requires the highly fast network speed.

편재형 컴퓨팅을 위한 미세구조 에너지 하베스팅 시스템의 구조 설계 (Design of Micro-structured Small Scale Energy Harvesting System for Pervasive Computing Applications)

  • 민철홍;김태선
    • 한국전기전자재료학회논문지
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    • 제22권11호
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    • pp.918-924
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    • 2009
  • In this paper, we designed micro-structured electromagnetic transducers for energy harvesting and verified the performance of proposed transducers using finite element analysis software, COMSOL Multiphysics. To achieve higher energy transduce efficiency, around the magnetic core material, three-dimensional micro-coil structures with high number of turns are fabricated using semiconductor fabrication process technologies. To find relations between device size and energy transduce efficiency, generated electrical power values of seven different sizes of transducers ($3{\times}3\;mm^2$, $6{\times}6\;mm^2$, $9{\times}9\;mm^2$, $12{\times}12\;mm^2$, $15{\times}15\;mm^2$, $18{\times}18\;mm^2$, and $21{\times}21\;mm^2$) are analyzed on various magnetic flux density environment ranging from 0.84 T to 1.54 T and it showed that size of $15{\times}15\;mm^2$ device can generate $991.5\;{\mu}W$ at the 8 Hz of environmental kinetic energy. Compare to other electromagnetic energy harvesters, proposed system showed competitive performance in terms of power generation, operation bandwidth and size. Since proposed system can generate electric power at very low frequency of kinetic energy from typical life environment including walking and body movement, it is expected that proposed system can be effectively applied to various pervasive computing applications including power source of embodied medical equipment, power source of RFID sensors and etc. as an secondary power sources.

OCP Cold Storage 테스트베드 (OCP Cold Storage Test-bed)

  • 이재면;강경태
    • 정보과학회 컴퓨팅의 실제 논문지
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    • 제22권3호
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    • pp.151-156
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    • 2016
  • 클라우드 컴퓨팅이 주목을 받으며 대규모 스토리지 서버에 대한 필요성이 증대됐고, 그에 따라 소비전력 절감이 중요한 연구 주제로 부상하고 있다. 그러나 산업계에서 운영 중인 대규모 데이터 센터를 실험용으로 구축하는데 물리적 한계가 있기 때문에, 많은 선행 연구가 제안한 에너지 절감 기법들의 효과를 입증하는데 어려움을 겪고 있다. 이에 따라, 본 연구는 산업계에서 운영 중인 오픈소스 기반의 OCP Cold Storage를 소규모 테스트 베드로 구축하고, 이를 활용한 스토리지 서버의 정확한 소비 전력 측정 방안을 제고하였다. 또한, 제안한 테스트베드는 클라우드 응용 플랫폼과의 결합을 통해 쉽게 확장 가능하기 때문에, 저전력 스토리지 서버의 정책 개발 및 성능 평가에 크게 기여할 수 있을 것으로 기대한다.

Computational Analytics of Client Awareness for Mobile Application Offloading with Cloud Migration

  • Nandhini, Uma;TamilSelvan, Latha
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제8권11호
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    • pp.3916-3936
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    • 2014
  • Smartphone applications like games, image processing, e-commerce and social networking are gaining exponential growth, with the ubiquity of cellular services. This demands increased computational power and storage from mobile devices with a sufficiently high bandwidth for mobile internet service. But mobile nodes are highly constrained in the processing and storage, along with the battery power, which further restrains their dependability. Adopting the unlimited storage and computing power offered by cloud servers, it is possible to overcome and turn these issues into a favorable opportunity for the growth of mobile cloud computing. As the mobile internet data traffic is predicted to grow at the rate of around 65 percent yearly, even advanced services like 3G and 4G for mobile communication will fail to accommodate such exponential growth of data. On the other hand, developers extend popular applications with high end graphics leading to smart phones, manufactured with multicore processors and graphics processing units making them unaffordable. Therefore, to address the need of resource constrained mobile nodes and bandwidth constrained cellular networks, the computations can be migrated to resourceful servers connected to cloud. The server now acts as a bridge that should enable the participating mobile nodes to offload their computations through Wi-Fi directly to the virtualized server. Our proposed model enables an on-demand service offloading with a decision support system that identifies the capabilities of the client's hardware and software resources in judging the requirements for offloading. Further, the node's location, context and security capabilities are estimated to facilitate adaptive migration.

면적 제약 조건을 고려한 NTC 매니코어 설계 방법론 (Area-constrained NTC Manycore Architecture Design Methodology)

  • 장진규;한태희
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2015년도 추계학술대회
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    • pp.866-869
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    • 2015
  • 시스템-온-칩(system-on-chip, SoC)내에 집적되는 소자의 수가 기하급수적으로 증가함에 따라 에너지 효율을 높이기 위한 전압 스케일링은 필수적인 요소가 되었다. 문턱전압 근처 동작(near-threshold voltage computing, NTC)은 칩 에너지 효율을 10배 가까이 향상시킬 수 있는 기술로서 전통적인 초 문턱전압 동작(super-threshold voltage computing, STC)의 한계를 극복할 수 있을 것으로 기대되고 있다. 저성능 매니코어(manycore) 시스템으로 동작하는 NTC는 에너지 효율을 극대화할 수 있지만 성능 유지를 위한 코어 수의 증가는 상당한 면적 증가를 수반한다. 본 논문에서는 성능, 전력 및 면적 간의 trade-off를 고려하여 면적 제약조건 하에서 NTC 코어 수 및 캐시 및 클러스터 크기 결정 알고리즘을 통해 요구 성능을 만족시키면서 전력 소모를 최적화하는 방법을 제안한다. 실험을 통해 면적 제약조건 속에서 기존의 STC 코어에서의 성능을 유지한 채 전력소모를 약 16.5% 감소시킬 수 있음을 보여준다.

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사용자 순서 재조정을 통한 그룹 키 생성 트리 프로토콜 (Re-Ordering of Users in the Group Key Generation Tree Protocol)

  • 홍성혁
    • 디지털융복합연구
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    • 제10권6호
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    • pp.247-251
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    • 2012
  • 인터넷 응용프로그램을 통해 그룹 통신의 사용이 증가하면서 보안의 대한 요구사항인 메시지 무결성, 사용자 인증, 기밀성이 중요시 되고 있다. 보안 요구 사항을 위해서 그룹 통신 시에 암호 키를 생성하여 메시지 기밀성을 유지하는데, 키 생성을 효율적이면서도 안전하게 키 생성 트리를 이용하여 모바일 컴퓨팅 환경의 사용자도 쉽게 키를 생성하도록 사용자 재배치를 통해 키 생성 효율을 증대 시키기 위해 본 연구의 목표가 있다.

Design of Cryptographic Hardware Architecture for Mobile Computing

  • Kim, Moo-Seop;Kim, Young-Sae;Cho, Hyun-Sook
    • Journal of Information Processing Systems
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    • 제5권4호
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    • pp.187-196
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    • 2009
  • This paper presents compact cryptographic hardware architecture suitable for the Mobile Trusted Module (MTM) that requires low-area and low-power characteristics. The built-in cryptographic engine in the MTM is one of the most important circuit blocks and contributes to the performance of the whole platform because it is used as the key primitive supporting digital signature, platform integrity and command authentication. Unlike personal computers, mobile platforms have very stringent limitations with respect to available power, physical circuit area, and cost. Therefore special architecture and design methods for a compact cryptographic hardware module are required. The proposed cryptographic hardware has a chip area of 38K gates for RSA and 12.4K gates for unified SHA-1 and SHA-256 respectively on a 0.25um CMOS process. The current consumption of the proposed cryptographic hardware consumes at most 3.96mA for RSA and 2.16mA for SHA computations under the 25MHz.