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Exploiting Partial Reconfiguration through PCIe for a Microphone Array Network Emulator

机译:通过PCIe为麦克风阵列网络仿真器利用部分重新配置

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摘要

The current Microelectromechanical Systems (MEMS) technology enables the deployment of relatively low-cost wireless sensor networks composed of MEMS microphone arrays for accurate sound source localization. However, the evaluation and the selection of the most accurate and power-efficient networks topology are not trivial when considering dynamic MEMS microphone arrays. Although software simulators are usually considered, they consist of high-computational intensive tasks, which require hours to days to be completed. In this paper, we present an FPGA-based platform to emulate a network of microphone arrays. Our platform provides a controlled simulated acoustic environment, able to evaluate the impact of different network configurations such as the number of microphones per array, the networks topology, or the used detection method. Data fusion techniques, combining the data collected by each node, are used in this platform. The platform is designed to exploit the FPGA's partial reconfiguration feature to increase the flexibility of the network emulator as well as to increase performance thanks to the use of the PCI-express high-bandwidth interface. On the one hand, the network emulator presents a higher flexibility by partially reconfiguring the nodes' architecture in runtime. On the other hand, a set of strategies and heuristics to properly use partial reconfiguration allows the acceleration of the emulation by exploiting the execution parallelism. Several experiments are presented to demonstrate some of the capabilities of our platform and the benefits of using partial reconfiguration.
机译:当前的微机电系统(MEMS)技术支持部署由MEMS麦克风阵列组成的相对低成本的无线传感器网络,以实现精确的声源定位。但是,在考虑动态MEMS麦克风阵列时,评估和选择最准确,最节能的网络拓扑并非易事。尽管通常会考虑软件模拟器,但它们包含高计算强度的任务,需要数小时至数天才能完成。在本文中,我们提出了一个基于FPGA的平台来模拟麦克风阵列网络。我们的平台提供了受控的模拟声学环境,能够评估不同网络配置的影响,例如每个阵列的麦克风数量,网络拓扑或使用的检测方法。该平台使用了数据融合技术,结合了每个节点收集的数据。该平台旨在利用FPGA的部分重新配置功能来增加网络仿真器的灵活性,并由于使用PCI-express高带宽接口而提高了性能。一方面,网络仿真器通过在运行时部分重新配置节点的体系结构,从而提供了更高的灵活性。另一方面,正确使用部分重新配置的一组策略和试探法可以通过利用执行并行性来加速仿真。进行了一些实验,以证明我们平台的某些功能以及使用部分重新配置的好处。

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  • 来源
    《International journal of reconfigurable computing》 |2018年第2018期|3214679.1-3214679.16|共16页
  • 作者单位

    Department of Industrial Sciences (INDI), Vrije Universiteit Brussel (VUB), Brussels, Belgium;

    Department of Industrial Sciences (INDI), Vrije Universiteit Brussel (VUB), Brussels, Belgium;

    Escuela Superior Politecnica del Litoral (ESPOL), Guayaquil, Ecuador;

    Department of Industrial Sciences (INDI), Vrije Universiteit Brussel (VUB), Brussels, Belgium;

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  • 正文语种 eng
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  • 入库时间 2022-08-18 03:55:25

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