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检索条件"任意字段=Conference on High Performance Computer Modernization Program"

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Low Cost and Low Power Stacked Sparse Autoencoder Hardware Acceleration for Deep Learning Edge Computing Applications

Low Cost and Low Power Stacked Sparse Autoencoder Hardware A...

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International conference on Advanced Technologies for Signal and Image Processing (ATSIP)

作者： Tarek Belabed Maria Gracielly F. Coutinho Marcelo A. C. Fernandes Valderrama Carlos Chokri Souani Faculté Polytechnique SEMi 31 Bd Dolez Université de Mons Mons Belgique Ecole Nationale d’Ingénieurs de Sousse 4000 Université de Sousse Sousse Tunisie Faculté des Sciences de Monastir Laboratoire de Microélectronique et Instrumentation Université de Monastir Monastir Tunisie Department of Computer and Automation Engineering Federal University of Rio Grande do Norte Brazil Université de Sousse Institut Supérieur des Sciences Appliquées et de Technologie de Sousse 4003 Sousse Tunisie

ISBN: (数字)9781728175133

ISBN: (纸本)9781728175140

Nowadays, Deep Learning DL becoming more and more interesting in many areas, such as genomics, security, data analysis, image, and video processing. However, DL requires more and more powerful and parallel computing. The calculation performed by super-machines equipped with powerful processors, such as the latest GPUs. Despite their power, these computing units consume a lot of energy, which makes their use very difficult in small embedded systems and edge computing. To overcome the problem for which we must keep the maximum performance and satisfy the power constraint, it is necessary to use a heterogeneous strategy. Some solutions are promising when using less energy consuming electronic circuits, such as FPGAs associated with less expensive topologies such as Stacked Sparse Autoencoders. Our target architecture is the Xilinx ZYNQ 7020 SoC, which combines a dual-core ARM processor and an FPGA in the same chip. In the interest of flexibility, we decided to leverage the performance of Xilinx's high-level synthesis tools, evaluate and choose the best solution in terms of size and performance of the data exchange, synchronization and pipeline processing. The results show that our implementation gives high performance at very low energy consumption. Indeed, the evaluation of our accelerator shows that it can classify 1160 MNIST images per second, consuming only 0.443 W; 2.4 W for the entire system. More than the low energy consumption and the high performance, the platform used only costs $ 125.

关键词： Field programmable gate arrays computer architecture Topology Acceleration program processors Power demand Edge computing

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Telescope Array Combined Fit to Cosmic Ray Spectrum and Composition 37

Telescope Array Combined Fit to Cosmic Ray Spectrum and Comp...

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37th International Cosmic Ray conference, ICRC 2021

作者： Bergman, Douglas R. Abbasi, R.U. Abu-Zayyad, T. Allen, M. Arai, Y. Arimura, R. Barcikowski, E. Belz, J.W. Bergman, D.R. Blake, S.A. Buckland, I. Cady, R. Cheon, B.G. Chiba, J. Chikawa, M. Fujii, T. Fujisue, K. Fujita, K. Fujiwara, R. Fukushima, M. Fukushima, R. Furlich, G. Gonzalez, R. Hanlon, W. Hayashi, M. Hayashida, N. Hibino, K. Higuchi, R. Honda, K. Ikeda, D. Inadomi, T. Inoue, N. Ishii, T. Ito, H. Ivanov, D. Iwakura, H. Iwasaki, A. Jeong, H.M. Jeong, S. Jui, C.C.H. Kadota, K. Kakimoto, F. Kalashev, O. Kasahara, K. Kasami, S. Kawai, H. Kawakami, S. Kawana, S. Kawata, K. Kharuk, I. Kido, E. Kim, H.B. Kim, J.H. Kim, J.H. Kim, M.H. Kim, S.W. Kimura, Y. Kishigami, S. Kubota, Y. Kurisu, S. Kuzmin, V. Kuznetsov, M. Kwon, Y.J. Lee, K.H. Lubsandorzhiev, B. Lundquist, J.P. Machida, K. Matsumiya, H. Matsuyama, T. Matthews, J.N. Mayta, R. Minamino, M. Mukai, K. Myers, I. Nagataki, S. Nakai, K. Nakamura, R. Nakamura, T. Nakamura, T. Nakamura, Y. Nakazawa, A. Nishio, E. Nonaka, T. Oda, H. Ogio, S. Ohnishi, M. Ohoka, H. Oku, Y. Okuda, T. Omura, Y. Ono, M. Onogi, R. Oshima, A. Ozawa, S. Park, I.H. Potts, M. Pshirkov, M.S. Remington, J. Rodriguez, D.C. Rubtsov, G.I. Ryu, D. Sagawa, H. Sahara, R. Saito, Y. Sakaki, N. Sako, T. Sakurai, N. Sano, K. Sato, K. Seki, T. Sekino, K. Shah, P.D. Shibasaki, Y. Shibata, F. Shibata, N. Shibata, T. Shimodaira, H. Shin, B.K. Shin, H.S. Shinto, D. Smith, J.D. Sokolsky, P. Sone, N. Stokes, B.T. Stroman, T.A. Takagi, Y. Takahashi, Y. Takamura, M. Takeda, M. Takeishi, R. Taketa, A. Takita, M. Tameda, Y. Tanaka, H. Tanaka, K. Tanaka, M. Tanoue, Y. Thomas, S.B. Thomson, G.B. Tinyakov, P. Tkachev, I. Tokuno, H. Tomida, T. Troitsky, S. Tsuda, R. Tsunesada, Y. Uchihori, Y. Udo, S. Uehama, T. Urban, F. Wong, T. Yada, K. Yamamoto, M. Yamazaki, K. Yang, J. Yashiro, K. Yoshida, F. Yoshioka, Y. Zhezher, Y. Zundel, Z. Dept. of Physics & Astronomy High Energy Astrophysics Inst. University of Utah Utah United States Department of Physics Loyola University Chicago ChicagoIL United States High Energy Astrophysics Institute Department of Physics and Astronomy University of Utah Salt Lake CityUT United States Graduate School of Science Osaka City University Osaka Osaka Japan Department of Physics The Research Institute of Natural Science Hanyang University Seongdong-gu Seoul Korea Republic of Department of Physics Tokyo University of Science Chiba Noda Japan Institute for Cosmic Ray Research University of Tokyo Chiba Kashiwa Japan The Hakubi Center for Advanced Research Graduate School of Science Kyoto University Kitashirakawa-Oiwakecho Sakyo-ku Kyoto Japan Information Engineering Graduate School of Science and Technology Shinshu University Nagano Nagano Japan Faculty of Engineering Kanagawa University Kanagawa Yokohama Japan Interdisciplinary Graduate School of Medicine and Engineering University of Yamanashi Yamanashi Kofu Japan Academic Assembly School of Science and Technology Institute of Engineering Shinshu University Nagano Nagano Japan The Graduate School of Science and Engineering Saitama University Saitama Saitama Japan Astrophysical Big Bang Laboratory RIKEN Saitama Wako Japan Department of Physics SungKyunKwan University Jang-an-gu Suwon Korea Republic of Department of Physics Tokyo City University Setagaya-ku Tokyo Japan Institute for Nuclear Research The Russian Academy of Sciences Moscow Russia Faculty of Systems Engineering and Science Shibaura Institute of Technology Minato-ku Tokyo Japan Department of Engineering Science Faculty of Engineering Osaka Electro-Communication University Neyagawashi Osaka Japan Department of Physics Chiba University Chiba Chiba Japan Service de Physique ThÃ©orique UniversitÃ© Libre de Bruxelles Brussels Belgium Department of Physics Yonsei University Seodaemun-gu Seoul Korea Republic of Center

We present the result of fits of an astrophysical model of UHECR sources to the energy spectrum measured using the Telescope Array (TA) surface detectors and the composition data measured by TA fluorescence detectors in stereo mode. The astrophysical model consists of identical sources, uniformly distributed with a density which evolves with age, where groups of nuclei with varying fractions are accelerated producing a power law source with a rigidity-dependent cutoff. The model includes the propagation effects of photo-pion production, photo-nuclear disintegration and general energy loss from universal expansion. Comparison of model data with detector data in both the energy and the Xmax distributions is done via a forward-folding description of detector effects. A prediction of the cosmogenic neutrino flux at Earth resulting from the cosmic rays produced in the model with these fit values is also presented. The predicted flux is considerably higher than other similar fits to Auger data have previously predicted. © Copyright owned by the author(s).

关键词： Cosmic rays

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Development of filled circle drawing in high-level synthesis oriented game programming library 20

Development of filled circle drawing in high-level synthesis...

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20th International conference on Parallel and Distributed Computing, Applications and Technologies, PDCAT 2019

作者： Yamagata, Yuki Yamawaki, Akira Department of Electrical Engineering and Electronics Kyushu Institute of Technology Kitakyushu Japan

ISBN: (纸本)9781728126166

We are developing a high-level synthesizable software game library to realize high performance and low power mobile terminals executing game applications. high-level synthesis, HLS, is a technology that automatically converts software into hardware. Games developed by HLS oriented game software library are executed by high-speed and low-power hardware reconfigured on reconfigurable devices in mobile terminals. This paper develops a circle drawing processing as one of functions in HLS oriented game software library. We employ Michener's algorithm which is suitable for hardware implementation as a circle drawing algorithm because it just consists of simple integer operations. We also show the program description method so that HLS tool can convert the circle drawing processing based on Michener's algorithm to a good hardware module. The experiments evaluate the execution time and the amount of hardware of the hardware module HLS generated. © 2019 IEEE.

关键词： Field programmable gate arrays (FPGA)

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The Library for Hadoop Deflate Compression Based on FPGA Accelerator with Load Balance 20

The Library for Hadoop Deflate Compression Based on FPGA Acc...

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20th International conference on Parallel and Distributed Computing, Applications and Technologies, PDCAT 2019

作者： Du, Haixin Zhang, Jiankui Sha, Shihao Ye, Cai Luo, Qiuming College of Computer Science and Software Engineering Shenzhen University NHPCC/Guangdong Key Laboratory of Popular HPC Guangdong Province Engineering Center of China-made High Performance Data Computing System Shenzhen China

ISBN: (纸本)9781728126166

Hadoop application will produce lots of intermediate results in the map/reduce process that requires disk I/O and network transmission. By compressing the large-scale data of intermediate result, it will greatly improve disk access efficiently and reduce program run time. Hardware-accelerated solutions have become more desirable. This paper design a multi-FPGA compression accelerator on the Hadoop platform, and the system performance analysis compared with a software-only solution that mainly uses CPU to processing. The testing programs are zpipe, TestDFSIO and Terasort. In contrast with the software-only solution. The max speedup of zpipe is 6.55X (single FPGA) and 10.24X (dual FPGA), the max speedup of TestDFSIO is 6.28X (single FPGA) and 6.28X (dual FPGA), and the max speedup of Terasort application is up to 3.25X(single FPGA) and 3.35X(dual FPGA). © 2019 IEEE.

关键词： Field programmable gate arrays (FPGA)

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A parallel BMH string matching algorithm based on OpenMP 21

A parallel BMH string matching algorithm based on OpenMP

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21st IEEE International conference on high performance Computing and Communications, 17th IEEE International conference on Smart City and 5th IEEE International conference on Data Science and Systems, HPCC/SmartCity/DSS 2019

作者： Qi, Xiao Liu, Bin Li, Yuancheng Du, Yanning Li, Yuxiang Niu, Dangdang College of Information Engineering Northwest A AND F University Yangling China School of Computer Science and Technology Xi'An University of Science and Technology Xi'an China

ISBN: (纸本)9781728120584

BMH(Boyer-Moore-Horspool) string matching algorithms have played an important role in the field of biological sequence alignment, text processing, spell checking, and computer virus signature matching. However, with the explosive growth of the data, the serial string matching algorithm is too slow to finish the matching task within an acceptable time. This paper proposed a parallel BMH string matching algorithm based on OpenMP. The parallelism of the BMH algorithm is first identified by theoretical analysis. Then, the sequential algorithm is designed as a parallel algorithm in a data-parallel form and the larger string matching task is divided into multiple sub-string matching tasks by partitioning strategy. Furthermore, using the thread-level parallel technique, each thread carries out string matching operations on different sub-string blocks in parallel. Compared with the serial BMH algorithm, the parallel BMH matching algorithm with 8 threads can achieve up to 3.53 times speedup. On the OpenMP platform, experimental results show that the proposed parallel algorithm can acquire a significant increase in speedup. Under the accuracy of ensuring the string matching, the optimal number of threads and the most optimal block segmentation scheme are obtained through experimental tests. It indicates that the OpenMP-based parallel BMH algorithm has excellent acceleration performance, and an advantageous application prospect in various field. © 2019 IEEE.

关键词： String searching algorithms

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FDCTCP: A Fast Data Center TCP

FDCTCP: A Fast Data Center TCP

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2019 IEEE International conference on computer Science and Educational Informatization, CSEI 2019

作者： Wang, Min Yuan, Lingyun College of Computer Science and Information Technology Yunnan Normal University Kunming China Key Laboratory of Educational Information for Nationalities Ministry of Education Kunming China

ISBN: (纸本)9781728123080

Datacenter applications frequently cause incast congestion, which degrades both flow completion times of short flows and throughput of long flows. Many congestion control schemes have been proposed to meet the datacenters' performance requirement. Data Center TCP (DCTCP), using Explicit Congestion Notification (ECN) to infer congestion, has been proposed as a TCP variant for current state-of-the-art datacenters and recently has been a standard of IETF. In datacenter networks, where round trip times are in hundreds of microseconds, accurate feedback and quick rate control are crucial to achieve both high utilization and low queuing delay. However, DCTCP loses performance due to its slow and cautious reaction to incast. In this paper, we improve DCTCP and propose a fast congestion control mechanism, called FDCTCP, which can quickly detect incast using ECN, back off according to the congestion gradient and restore previous sending rate once incast ends. Our simulations show that FDCTCP greatly improves performance under different buffer size and significantly reduces the flow completion times, especially, for small and medium size flows compared to DCTCP. © 2019 IEEE.

关键词： Transmission control protocol

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Efficiency Evaluation of a Translated FORTRAN77 TACTl program to C++

Efficiency Evaluation of a Translated FORTRAN77 TACTl Progra...

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2019 IEEE AFRICON, AFRICON 2019

作者： Mathaba, S. Oki, O.A. Adigun, M.O. University of Zululand Department of Computer Science Richards Bay South Africa

ISBN: (纸本)9781728132891

This work investigates the efficiency of a reengineered object oriented C++ TACTl program versus its original which was written in the FORTRAN77 programming language. FORTRAN was dominant in scientific computing throughout the 20th century because of its high performance in numerical analysis, but most of the systems built during this period have been difficult to maintain and to integrate with modern software. We have translated the FORTRAN program using a conversion tool named F2C for the automated translation of the program to C++. The translated source code was further developed in an object-oriented approach and optimized using Eclipse C++ code optimization tools. Numerical experiments were conducted to investigate the computational efficiency in terms of speed and memory usage of the C++ version of the program and compared with the original source. Based on our experiment of translating the TACTl program to C++, legacy FORTRAN programs in scientific computing can be translated and structured to fully object oriented C++ programs and be as efficient as the original source program. © 2019 IEEE.

关键词： Computational efficiency

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Implementation of Piezoelectric Actuators for Pilot Valve of high Response Hydraulic Servo Valve 1

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4th European-Alliance-for-Innovation (EAI) International conference on Future Access Enablers of Ubiquitous and Intelligent Infrastructures (FABULOUS)

作者： Angelov, Ilcho Kamberov, Konstantin Mitov, Alexander Ivanov, Tsvetozar Tech Univ Sofia 8 Kl Ohridski Blvd Sofia 1680 Bulgaria

ISBN: (数字)9783030239763

ISBN: (纸本)9783030239763;9783030239756

The high degree of automation in the use of electronic control in all industrial and mobile applications is most often done by hydraulic proportional control devices, where the regulating element changes remotely in proportion to the electrical signal. This provides the possibility to change the parameters of the hydraulic energy - flow rate and pressure - a realization of adaptive control by proportional electric control. The focus of this study is set on piezoelectric actuators that are electromechanical transducers, suitable for driving and controlling high-speed hydraulic actuators and relatively small insensitive zones. Detailed analysis of various existing designs is performed prior to development of conceptual model. Further, a design exploration is performed through virtual prototypes that helps studying in high level of detail various work parameters. It is of great importance for successive design development as some of the controlled parameters (as deformations) are very sensitive and has great influence over device performance.

关键词： Hydraulics Pilot valve Piezoelectric Virtual prototyping

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Collaboration analysis in global software development 23

Collaboration analysis in global software development

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23rd IEEE International conference on computer Supported Cooperative Work in Design, CSCWD 2019

作者： Horta, Vitor Stroele, Victor Schettino, Vinicius Oliveira, Jonice Maria David, Jose Araujo, Marco Antonio P. Computer Science Postgraduate Program Federal University of Juiz de Fora Juiz de Fora Brazil

ISBN: (纸本)9781728103501

In global software development distributed teams are often challenged by global distances, such as cultural diversity and linguistic barriers. This stimulates the search for groups of people that can work together and collaborate in a positive way, even though they are working in a distributed environment. In addition, the demand for high quality software motivates the search for experienced developers who are able to solve complex tasks or to help others with their own tasks. This work aims to detect experts and to identify collaborative groups with experienced members in some topics of software development. To achieve these goals the StackOverflow forum was used and modeled as a complex network. The presented method uses NetSCAN algorithm to detect overlapping communities, expert developers and their topics of expertise in social networks. Through a temporal analysis over the social network multidisciplinary developers were found as well as people who are changing their interests over time. In a first evaluation a statistic test showed that experts (indicated by the proposed method) have a higher performance than common users. A second evaluation showed that these experts are suitable for recommendation systems in question-answer forums. © 2019 IEEE.

关键词： Complex networks

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Model identification adaptive control - implementation case studies for a high manoeuvrability aircraft 27

Model identification adaptive control - implementation case ...

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27th Mediterranean conference on Control and Automation

作者： Oreg, Zsombor Shin, Hyo-Sang Tsourdos, Antonios Cranfield Univ Ctr Autonomous & Cyber Phys Syst Sch Aerosp Transport & Mfg Cranfield MK43 0AL Beds England

ISBN: (纸本)9781728128030

With the proliferation of modular Unmanned Aerial Vehicles (UAVs) cheap and scalable control methods are needed to ensure operability. Using adaptive control it seems that these requirements could be met. In this paper applicability of parameter adaptation and control methods are demonstrated within the model identification adaptive control framework, implementing several methods and evaluating their performance. As a plant a non-linear simulation model of an F-16 aircraft is used.

关键词： Wireless fidelity Delays 3GPP Channel allocation computer architecture 5G mobile communication Privacy

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