• Title/Summary/Keyword: multicore

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High Performance Message Scattering Algorithm in Multicore Processor (멀티코어 프로세서에서의 효율적인 메시지 스캐터링 지원 기법)

  • Park, Jongsu
    • Journal of Platform Technology
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    • v.10 no.2
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    • pp.3-9
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    • 2022
  • In this paper, to maximize the performance of the scatter communication in multi-core and many-core processors, a technique that considers the communication situation of the processing node is applied to a multi-core processor composed of 32 processing nodes. Since the existing scatter algorithm cannot recognize the communication conditions of the processing nodes, communication is generally performed according to an initially set transmission order. In this case, scatter communication starts only after the communication currently being performed by all processing nodes inside the processor is finished. The scatter communication performance was improved by this technique, and it was confirmed that there was a performance improvement of up to 78.93% compared to the existing algorithm through BFM simulation.

A Study on Machine Learning Compiler and Modulo Scheduler (머신러닝 컴파일러와 모듈로 스케쥴러에 관한 연구)

  • Doosan Cho
    • Journal of the Korean Society of Industry Convergence
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    • v.27 no.1
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    • pp.87-95
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    • 2024
  • This study is on modulo scheduling algorithms for multicore processor in machine learning applications. Machine learning algorithms are designed to perform a large amount of operations such as vectors and matrices in order to quickly process large amounts of data stream. To support such large amounts of computations, processor architectures to support applications such as artificial intelligence, neural networks, and machine learning are designed in the form of parallel processing such as multicore. To effectively utilize these multi-core hardware resources, various compiler techniques are being used and studied. In this study, among these compiler techniques, we analyzed the modular scheduler, which is especially important in one core's computation pipeline. This paper looked at and compared the iterative modular scheduler and the swing modular scheduler, which are the most widely used and studied. As a result, both schedulers provided similar performance results, and when measuring register pressure as an indicator, it was confirmed that the swing modulo scheduler provided slightly better performance. In this study, a technique that divides recurrence edge is proposed to improve the minimum initiation interval of the modulo schedulers.

User Experience Assisted Energy-Efficient Software Design for Mobile Devices on the big.LITTLE Core Architecture (사용자 경험을 기반으로 big.LITTLE 멀티코어 구조의 스마트 모바일 단말의 에너지 소비를 최적화 하는 소프트웨어 구조 설계)

  • Lim, Sung-Hwa
    • Journal of the Semiconductor & Display Technology
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    • v.19 no.1
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    • pp.23-28
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    • 2020
  • In Smart mobile devices embedding big.LITTLE architectures, the conventional multi-core assignment scheme for user applications may incur wasteful energy consumption and long response time. In this paper, we propose a user experience assisted energy-efficient multicore assignment scheme. Our simulation results show that the proposed scheme achieves at 40% less energy consumption and at 20% less response time comparing to the legacy scheme.

The Analysis of change of insulation resistance by filler on low voltage multi core cables (저압다심케이블에서 충진물(개재물)이 절연저항에 미치는 영향 분석)

  • Ko, Young-Hoon;Park, Eui-Seok
    • Proceedings of the KIEE Conference
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    • 2007.07a
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    • pp.71-72
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    • 2007
  • The insulation is a important part of cable. In thisb paper, measured the insulation resistance for analysing of change of insulation resistance by filler on low voltage multicore cables. The insulation resistance is not effected by only insulation material, but also filler material. The insulation resistance is different with measuring before filling and after filling by filler. When develope the new filler or cable, the volume resistance of filler must be considered.

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Parallelization of XML filtering algorithm on multicore (멀티코어 환경에서 XML 필터링 알고리즘의 병렬화)

  • Kim, Soo-Hyung;Lee, Kyong-Ha;Lee, Yoon-Joon
    • Proceedings of the Korean Information Science Society Conference
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    • 2012.06c
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    • pp.101-103
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    • 2012
  • 최근에 멀티 코어 환경의 출현으로 하드웨어 수준의 병렬 처리는 가능해졌으나, 기존 직렬 XML 스트림 필터링 알고리즘들은 그대로 병렬화하는데 문제가 있어 왔다. 이 논문에서는 이러한 문제점을 해결하기 위해 질의 인덱스를 기반으로 공평한 병렬화를 수행하는 기법을 제안하며 실험을 통해 그 결과를 설명한다.

Scheduling and Load Balancing Methods of Multithread Parallel Linear Solver of Finite Element Structural Analysis (유한요소 구조해석 다중쓰레드 병렬 선형해법의 스케쥴링 및 부하 조절 기법 연구)

  • Kim, Min Ki;Kim, Seung Jo
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.42 no.5
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    • pp.361-367
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    • 2014
  • In this paper, task scheduling and load balancing methods of multifrontal solution methods of finite element structural analysis in a modern multicore machine are introduced. Many structural analysis problems have generally irregular grid and many kinds of properties and materials. These irregularities and heterogeneities lead to bottleneck of parallelization and cause idle time to analysis. Therefore, task scheduling and load balancing are desired to reduce inefficiency. Several kinds of multithreaded parallelization methods are presented and comparison between static and dynamic task scheduling are shown. To reduce the idle time caused by irregular partitioned subdomains, computational load balancing methods, Balancing all tasks and minmax task pairing balancing, are invented. Theoretical and actual elapsed time are shown and the reason of their performance gap are discussed.

Heterogeneous multi-core simulator based on SMP for the efficient application development at the heterogenous multi-core environment (효과적인 이기종 다중코어 응용 개발을 위한 SMP기반 이기종 다중코어 시뮬레이터)

  • SaKong, June;Shin, Dongha
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.18 no.3
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    • pp.111-117
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    • 2018
  • Heterogeneous multi-core environment integrated with different functional cores is the powerful tool for the embedded system that became more complex and diverse. Specialized application requires one chip solution with different operating system over different cores. But this heterogeneity causes difficult configuration of the development environment, makes hard to develop and test software. We show the environment of heterogeneous multi-core processing can be mapped to symmetric multi-core environment. We construct Linux based RPMsg for the data exchange between processes similar with the heterogeneous multi-core RPMsg and experiment that the proposed environment can be used to reduce the steps of the heterogeneous multi-core application development. With this simplification, we suggest simulation method for easy development and debugging the heterogeneous multicore environment that makes complex steps to simple.

A Study on Distributed System Construction and Numerical Calculation Using Raspberry Pi

  • Ko, Young-ho;Heo, Gyu-Seong;Lee, Sang-Hyun
    • International journal of advanced smart convergence
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    • v.8 no.4
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    • pp.194-199
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    • 2019
  • As the performance of the system increases, more parallelized data is being processed than single processing of data. Today's cpu structure has been developed to leverage multicore, and hence data processing methods are being developed to enable parallel processing. In recent years desktop cpu has increased multicore, data is growing exponentially, and there is also a growing need for data processing as artificial intelligence develops. This neural network of artificial intelligence consists of a matrix, making it advantageous for parallel processing. This paper aims to speed up the processing of the system by using raspberrypi to implement the cluster building and parallel processing system against the backdrop of the foregoing discussion. Raspberrypi is a credit card-sized single computer made by the raspberrypi Foundation in England, developed for education in schools and developing countries. It is cheap and easy to get the information you need because many people use it. Distributed processing systems should be supported by programs that connected multiple computers in parallel and operate on a built-in system. RaspberryPi is connected to switchhub, each connected raspberrypi communicates using the internal network, and internally implements parallel processing using the Message Passing Interface (MPI). Parallel processing programs can be programmed in python and can also use C or Fortran. The system was tested for parallel processing as a result of multiplying the two-dimensional arrangement of 10000 size by 0.1. Tests have shown a reduction in computational time and that parallelism can be reduced to the maximum number of cores in the system. The systems in this paper are manufactured on a Linux-based single computer and are thought to require testing on systems in different environments.

Energy-aware EDZL Real-Time Scheduling on Multicore Platforms (멀티코어 플랫폼에서 에너지 효율적 EDZL 실시간 스케줄링)

  • Han, Sangchul
    • Journal of KIISE
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    • v.43 no.3
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    • pp.296-303
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    • 2016
  • Mobile real-time systems with limited system resources and a limited power source need to fully utilize the system resources when the workload is heavy and reduce energy consumption when the workload is light. EDZL (Earliest Deadline until Zero Laxity), a multiprocessor real-time scheduling algorithm, can provide high system utilization, but little work has been done aimed at reducing its energy consumption. This paper tackles the problem of DVFS (Dynamic Voltage/Frequency Scaling) in EDZL scheduling. It proposes a technique to compute a uniform speed on full-chip DVFS platforms and individual speeds of tasks on per-core DVFS platforms. This technique, which is based on the EDZL schedulability test, is a simple but effective one for determining the speeds of tasks offline. We also show through simulation that the proposed technique is useful in reducing energy consumption.