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首页> 外文期刊>Journal of Parallel and Distributed Computing >Security-aware multi-objective optimization of distributed reconfigurable embedded systems
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Security-aware multi-objective optimization of distributed reconfigurable embedded systems

机译:分布式可重配置嵌入式系统的安全感知多目标优化

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Distributed embedded systems are increasingly prevalent in numerous applications, and with pervasive network access within these systems, security is also a critical design concern. We present a modeling and optimization framework for distributed embedded systems incorporating heterogeneous resources, including single core processor, asymmetric multicore processors, and FPGAs. A dataflow-based modeling framework for streaming applications integrates models for computational latency, cryptographic security levels, communication latency, and power consumption. We utilize a multi-objective genetic optimization algorithm to optimize security subject to constraints for energy consumption and minimum security level. The presented methodology is evaluated using a video-based object detection and tracking application considering several distributed heterogeneous embedded systems architectures.
机译:分布式嵌入式系统在众多应用中越来越普遍,并且由于这些系统中普遍的网络访问,安全性也是设计的关键问题。我们提出了一个针对包含各种资源的分布式嵌入式系统的建模和优化框架,包括单核处理器,非对称多核处理器和FPGA。用于流应用程序的基于数据流的建模框架集成了用于计算延迟,密码安全级别,通信延迟和功耗的模型。我们利用多目标遗传优化算法来优化安全性,但要遵循能耗和最低安全性级别的约束。考虑了几种分布式异构嵌入式系统体系结构,使用基于视频的对象检测和跟踪应用程序对提出的方法进行了评估。

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