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Introducing a Novel Smart Design Framework for a Reconfigurable Multi-Processor Systems-on-Chip (MPSoC) Architecture

机译:为可重新配置的多处理器系统(MPSOC)架构引入一种新颖的智能设计框架

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In this work, a smart designing framework for a Systems- on-Chip has been proposed. We examined a reconfigurable MPSoC architecture which incorporates one Processor-FPGA core to ensure flexibility and better design parameters. The objective of this work is to propose and develop a smart framework which initiates this philosophy: the system would build a better system by itself. The system would learn about usage statistics by using an android application. Then the system would form a decision function and classify the user with the help of support vector machine-based machine learning algorithm. According to user's preference, it would re-design the reconfigurable MPSoC to ensure customized and superior user experience. The machine learning algorithm runs on cloud for saving computing power and resources. An image processing task has been performed as a case-study on a FPGA-SoC platform and on GPU as a proof of concept to ensure current standards. As of our knowledge, this is a novel and competent approach of designing system for hand-held devices which enables customization of the device after the manufacturer's end.
机译:在这项工作中,提出了一种用于片上系统的智能设计框架。我们检查了一个可重构的MPSoC架构,它包含一个处理器-FPGA核心,以确保灵活性和更好的设计参数。这项工作的目标是提出并开发一个聪明的框架,该框架启动了这一哲学:该系统将自己建立一个更好的系统。系统将通过使用Android应用程序了解使用统计信息。然后系统将形成决策功能,并在支持向量机基机的机器学习算法的帮助下对用户分类。根据用户的偏好,它将重新设计可重新配置的MPSoC,以确保定制和卓越的用户体验。机器学习算法在云上运行,以节省计算电源和资源。已经在FPGA-SoC平台和GPU上执行了一种图像处理任务作为概念证明,以确保当前标准的概念。从我们的知识中,这是一种新颖的和竞争力的手持设备设计系统,可以在制造商结束后进行定制。

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