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A Heterogeneous Multi-Core Based Biomedical Application Processing System and Programming Toolkit

机译:基于异构多核的生物医学应用处理系统和编程工具包

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Due to the growth of biological databases and biomedical instruments, the high performance active (real-time) signal processing becomes a challenge for medical scientists and engineers. The medical applications require a high-performance signal processor which can process the scientific and engineering biomedical applications and is easy to program. In this article, we have suggested a biomedical sensor interface and heterogeneous multi-core processing architecture based biomedical application processing system (BAPS) and biomedical applications toolkit. The biomedical sensor interface supports multiple regular and complex medical signals and provides digital data to the processing system. The BAPS uses heterogeneous multi-core architecture that processes biomedical applications with the performance up to 10 billion operations per sec and accuracy of 1 mu sec. The biomedical application toolkit provides programmability by giving support of hardware-level, scientific and artificial intelligence programming. The BAPS provides a single embedded platform solution to process a wide range of biomedical signal and image processing applications. To prove the importance of the proposed system, we developed the BAPS hardware architecture and tested it with different biomedical applications. When compared the results of BAPS with the baseline system, the results show that BAPS improves active (real-time) applications performance up to 12.8 times and processes passive (non-real-time) application 7.4 times faster and improves the 4.84-time performance of artificial intelligence application. While comparing the power and energy, the BAPS draws 1.56 times less dynamic power and consumes 21.85 times less energy.
机译:由于生物数据库和生物医学仪器的增长,高性能有源(实时)信号处理成为医学科学家和工程师的挑战。医疗应用需要高性能信号处理器,该信号处理器可以处理科学和工程生物医学应用,并且易于编程。在本文中,我们提出了基于生物医学应用处理系统(BAPS)和生物医学应用工具包的生物医学传感器接口和异构多核处理体系结构。生物医学传感器接口支持多种常规和复杂医学信号,并向处理系统提供数字数据。 BAPS使用异构多核体系结构来处理生物医学应用程序,其性能高达每秒100亿次操作,精度为1毫秒。生物医学应用工具包通过提供对硬件级,科学和人工智能编程的支持来提供可编程性。 BAPS提供了一个单一的嵌入式平台解决方案,可以处理各种生物医学信号和图像处理应用程序。为了证明所提出系统的重要性,我们开发了BAPS硬件架构,并在不同的生物医学应用中对其进行了测试。将BAPS的结果与基准系统进行比较时,结果表明BAPS可以将主动(实时)应用程序的性能提高12.8倍,将被动(非实时)应用程序的处理速度提高7.4倍,并提高4.84倍的性能人工智能应用程序。在比较功率和能量时,BAPS消耗的动态功率减少了1.56倍,能耗减少了21.85倍。

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