• Title/Summary/Keyword: Multi core

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Fast and Efficient Implementation of Neural Networks using CUDA and OpenMP (CUDA와 OPenMP를 이용한 빠르고 효율적인 신경망 구현)

  • Park, An-Jin;Jang, Hong-Hoon;Jung, Kee-Chul
    • Journal of KIISE:Software and Applications
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    • v.36 no.4
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    • pp.253-260
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    • 2009
  • Many algorithms for computer vision and pattern recognition have recently been implemented on GPU (graphic processing unit) for faster computational times. However, the implementation has two problems. First, the programmer should master the fundamentals of the graphics shading languages that require the prior knowledge on computer graphics. Second, in a job that needs much cooperation between CPU and GPU, which is usual in image processing and pattern recognition contrary to the graphic area, CPU should generate raw feature data for GPU processing as much as possible to effectively utilize GPU performance. This paper proposes more quick and efficient implementation of neural networks on both GPU and multi-core CPU. We use CUDA (compute unified device architecture) that can be easily programmed due to its simple C language-like style instead of GPU to solve the first problem. Moreover, OpenMP (Open Multi-Processing) is used to concurrently process multiple data with single instruction on multi-core CPU, which results in effectively utilizing the memories of GPU. In the experiments, we implemented neural networks-based text extraction system using the proposed architecture, and the computational times showed about 15 times faster than implementation on only GPU without OpenMP.

The Capacity of Multi-Valued Single Layer CoreNet(Neural Network) and Precalculation of its Weight Values (단층 코어넷 다단입력 인공신경망회로의 처리용량과 사전 무게값 계산에 관한 연구)

  • Park, Jong-Joon
    • Journal of IKEEE
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    • v.15 no.4
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    • pp.354-362
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    • 2011
  • One of the unsolved problems in Artificial Neural Networks is related to the capacity of a neural network. This paper presents a CoreNet which has a multi-leveled input and a multi-leveled output as a 2-layered artificial neural network. I have suggested an equation for calculating the capacity of the CoreNet, which has a p-leveled input and a q-leveled output, as $a_{p,q}=\frac{1}{2}p(p-1)q^2-\frac{1}{2}(p-2)(3p-1)q+(p-1)(p-2)$. With an odd value of p and an even value of q, (p-1)(p-2)(q-2)/2 needs to be subtracted further from the above equation. The simulation model 1(3)-1(6) has 3 levels of an input and 6 levels of an output with no hidden layer. The simulation result of this model gives, out of 216 possible functions, 80 convergences for the number of implementable function using the cot(x) input leveling method. I have also shown that, from the simulation result, the two diverged functions become implementable by precalculating the weight values. The simulation result and the precalculation of the weight values give the same result as the above equation in the total number of implementable functions.

Multi-field Coupling Simulation and Experimental Study on Transformer Vibration Caused by DC Bias

  • Wang, Jingang;Gao, Can;Duan, Xu;Mao, Kai
    • Journal of Electrical Engineering and Technology
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    • v.10 no.1
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    • pp.176-187
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    • 2015
  • DC bias will cause abnormal vibration of transformers. Aiming at such a problem, transformer vibration affected by DC bias has been studied combined with transformer core and winding vibration mechanism use multi-physical field simulation software COMSOL in this paper. Furthermore the coupling model of electromagnetic-structural force field has been established, and the variation pattern of inner flux density, distribution of mechanical stress, tension and displacement were analyzed based on the coupling model. Finally, an experiment platform has been built up which was employed to verify the correctness of model.

Simulation of PO method based on Multi-thread (멀티스레드 기반 PO법 시뮬레이션)

  • Kim, Tae-Yong;Lee, Hoon-Jae
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.15 no.11
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    • pp.2301-2306
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    • 2011
  • Current general-purpose electromagnetic field simulators have been widespread applied, and is being used to electromagnetic problems such as antenna design, EMC design, measurement, and microwave device design, etc. This paper is to solve various electromagnetic problems in X-band region for utilizing multi-core-based PC available network resources more efficiently. The electromagnetic field simulator based on TCP / IP-based network topology, configuration, and its framework design is proposed and its availability is examined.

Current Status of SOFC Materials and Processing Core Technology (고체산화물 연료전지 소재공정 요소기술 개발 현황)

  • Lee, Jong-Ho;Son, Jiwon;Kim, Heryong;Kim, Byong-Kook;Lee, Hae-Weon
    • 한국신재생에너지학회:학술대회논문집
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    • 2010.06a
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    • pp.123.1-123.1
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    • 2010
  • The solid oxide fuel cell (SOFC) has attracted great deal of attention due to its high electrical efficiency, high waste-heat utilization, fuel flexibility, and application versatility. However, SOFC technology is still not matured enough to fulfill the practical requirements for commercialization. Therefore, all the research and development activities are mainly focused on a development of practically viable SOFCs with higher performance and better reliability. We were successful in fabricating high-performance anode-supported unit cells by employing hierarchically controlled multi-layered electrodes for both structural reliability and high performance. In addition, a novel composite sealing gasket made it possible to achieve excellent sealing integrity even with considerable surface irregularities in a multi-cell planar arrayed stack.

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A Study on Multi-agent based Task Assignment Systems for Virtual Enterprise (가상기업을 위한 멀티에이전트 기반 태스크할당시스템에 관한 연구)

  • 허준규;최경현;이석희
    • Transactions of the Korean Society of Machine Tool Engineers
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    • v.12 no.3
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    • pp.31-37
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    • 2003
  • With the paradigm shifting from the principal of manufacturing efficiency to business globalism and rapid adaptation to its environments, more and more enterprises are being virtually organized as manufacturing network of different units in web. The formation of these enterprise called as Virtual Enterprise(VE) is becoming a growing trend as enterprises concentrating on core competence and economic benefit. 13us paper proposes multi-agent based task assignment system for VE, which attempts to address the selection of individually managed partners and the task assignment to them A case example is presented to illustrate how the proposed system can assign the task to partners.

Fabrication and Electromagnetic Characteristics of Electromagnetic Wave Absorbing Sandwich Structures (샌드위치 구조의 전자기파 흡수체 제작 및 전자기적 특성)

  • Park Ki-Yeon;Lee Sang-Eui;Han Jae-hung;Kim Chun-Gon;Lee In
    • Proceedings of the Korean Society For Composite Materials Conference
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    • 2004.04a
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    • pp.131-134
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    • 2004
  • The object of this study is to design the Radar Absorbing Structures (RAS) having sandwich structures in the X-band $(8.2\~12.4GHz)$ frequencies. Glass fabric/epoxy composites containing conductive carbon blacks and carbon fabric/epoxy composites were used for the face sheets. Polyurethane (PU) foams containing multi­walled carbon nanotube (MWNT) were used for the core. Their permittivities in the X-band were measured using the transmission line technique. The reflection loss characteristics for multi-layered sandwich structures were calculated using the theory of transmission and reflection in a multi-layered medium. Three kinds of specimens were fabricated and their reflection losses in the X-band were measured using the free space technique. Experimental results were in good agreements with simulated ones in 10dB absorbing bandwidth.

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Integrated Fire Monitoring System Based on Wireless Multi-Hop Sensor Network and Mobile Robot (무선 멀티 홉 센서 네트워크와 이동로봇을 이용한 통합 화재 감시 시스템)

  • Kim, Tae-Hyoung;Seo, Gang-Lae;Lee, Jae-Yeon;Lee, Won-Chang
    • Journal of Institute of Control, Robotics and Systems
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    • v.16 no.2
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    • pp.114-119
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    • 2010
  • Network technology has been developed rapidly for digital service in these days. ZigBee, one of the IEEE 802.15.4 protocols, supporting local communication has become the core technology in the wireless network area. In this paper we designed an integrated fire monitoring system using a mobile robot and the ZigBee sensor nodes which are deployed to monitor fires. When a fire breaks out, the image information of the scene of a fire is transmitted by an autonomous mobile robot and we also monitor the current position of the robot. Furthermore, the data around the place where the fire breaks out and the positions of the sensor nodes can be transmitted to a server via the multi-hop communication in the real time.

The thrust characteristic analysis of multi-separated winding LDM (다중 분할 권선형 LDM의 추력 특성 해석)

  • Kim, Il-Nam;Lee, Sang-Cheol;Koo, Choon-Keun;Kang, Gu-Hong
    • The Transactions of the Korean Institute of Electrical Engineers P
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    • v.51 no.1
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    • pp.1-9
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    • 2002
  • This paper describes for new design method to improve respones characteristics of moving-magnet type LDM with volume reduction of slider back iron. To achieve the constant thrust of LDM through restraining saturation at the center core of stator excitation coil, double sided stator winding of LDM is proposed. We constructed new type LDM to prove the validity of design process. Analysis results through measurement and simulation of proposed multi-separated winding LDM were proved excellent in response characteristics and static thrust.

Multi-objective Topology Optimization of Magneto-Thermal Problem considering Heat Flow Rate (열 유입률을 고려한 자계-열계 다목적 위상최적설계)

  • Shim, Ho-Kyung;Wang, Se-Myung;Moon, Hee-Gon;Hameyer, Kay
    • Proceedings of the KIEE Conference
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    • 2007.07a
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    • pp.138-139
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    • 2007
  • This research provides machine designers with some intuition to consider both, magnetic and heat transfer effects. A topological multi-objective function includes magnetic energy and heat inflow rate to the system, which equals to the total heat dissipation by conduction and convection. For the thermal field regarding the heat inflow, introduced as a reaction force, topology design sensitivity is derived by employing discrete equations. The adjoint variable method is used to avoid numerous sensitivity evaluations. As a numerical example, a C-core design excited by winding current demonstrates the strength of the multi-physical approach.

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