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QoS Management for Embedded Databases in Multicore-Based Embedded Systems

机译:基于多核的嵌入式系统中嵌入式数据库的QoS管理

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摘要

With ubiquitous deployment of sensors and network connectivity,amounts of real-time data for embedded systems are increasing rapidlyand database capability is required for many embedded systemsfor systematic management of real-time data. In such embedded systems, supporting the timeliness of tasks accessing databasesis an important problem. However, recent multicore-based embedded architectures pose a significant challengefor such data-intensive real-time taskssince the response time of accessing datacan be significantly affected by potential intercore interferences. In this paper, we propose a novel feedback control schemethat supports the timeliness of data-intensive tasksagainst unpredictable intercore interferences. In particular, we use multiple inputs/multiple outputs (MIMO) control methodthat exploitsmultiple control knobs, for example, CPU frequency and the Quality-of-Data (QoD)to handle highly unpredictable workloads in multicore systems. Experimental results, using actual implementation, show thatthe proposed approach achieves the target Quality-of-Service (QoS) goals,such as task timeliness and Quality-of-Data (QoD)while consuming less energy compared to baseline approaches.
机译:随着传感器的无处不在部署和网络连接,嵌入式系统的实时数据量正在迅速增加,许多嵌入式系统都需要数据库功能来对实时数据进行系统管理。在这样的嵌入式系统中,支持任务访问数据库的及时性是一个重要的问题。但是,最近的基于多核的嵌入式体系结构对此类数据密集型实时任务提出了重大挑战,因为访问数据的响应时间可能会受到潜在的内核间干扰的明显影响。在本文中,我们提出了一种新颖的反馈控制方案,该方案支持数据密集型任务的及时性,以防止不可预测的内核间干扰。特别是,我们使用多输入/多输出(MIMO)控制方法,该方法利用多个控制旋钮,例如CPU频率和数据质量(QoD)来处理多核系统中高度不可预测的工作负载。通过实际实施的实验结果表明,与基线方法相比,该方法可以实现目标服务质量(QoS)目标,例如任务及时性和数据质量(QoD),同时消耗的能源更少。

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