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首页> 外文期刊>ACM Transactions on Embedded Computing Systems >A Variability-Aware Robust Design Space Exploration Methodology for On-Chip Multiprocessors Subject to Application-Specific Constraints
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A Variability-Aware Robust Design Space Exploration Methodology for On-Chip Multiprocessors Subject to Application-Specific Constraints

机译:受特定于应用程序约束的片上多处理器的可变性感知鲁棒设计空间探索方法

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摘要

Manufacturing process variation is dramatically becoming one of the most important challenges related to power and performance optimization for sub-90nm CMOS technologies. Process variability impacts the optimization of the target system metrics, that is, performance and energy consumption by introducing fluctuations and unpredictability. Besides, it impacts the parametric yield of the chip with respect to application level constraints by reducing the number of devices working within normal operating conditions. The impact of variability on systems with stringent application-specific requirements (such as portable multimedia and critical embedded systems) is much greater than on general-purpose systems given the emphasis on predictability and reduced operating margins. In this market segment, failing to address such a problem within the early design stages of the chip may lead to missing market deadlines and suffering greater economic losses. In the context of a design space exploration framework for supporting the platform-based design approach, we address the problem of robustness with respect to manufacturing process variations. First, we apply Response Surface Modeling (RSM) techniques to enable an efficient evaluation of the statistical measures of execution time and energy consumption for each system configuration. Then, we apply a robust design space exploration framework to afford the problem of the impact of manufacturing process variations onto the system-level metrics and consequently onto the application-level constraints. We finally provide a comparison of our design space exploration technique with conventional approaches on two different case studies.
机译:对于低于90nm的CMOS技术,制造工艺的变化正迅速成为与功率和性能优化相关的最重要的挑战之一。流程可变性通过引入波动和不可预测性来影响目标系统指标的优化,即性能和能耗。此外,它通过减少在正常工作条件下工作的设备数量,在应用程序级别约束方面影响了芯片的参数成品率。考虑到可预测性和降低的操作余量,可变性对具有严格特定应用要求的系统(例如便携式多媒体和关键嵌入式系统)的影响要大于对通用系统的影响。在这个细分市场中,如果无法在芯片的早期设计阶段解决此类问题,可能会导致错过市场截止日期并遭受更大的经济损失。在支持基于平台的设计方法的设计空间探索框架的背景下,我们解决了制造工艺变化方面的鲁棒性问题。首先,我们应用响应表面建模(RSM)技术来实现对每种系统配置的执行时间和能耗统计度量的有效评估。然后,我们应用一个健壮的设计空间探索框架,以解决制造工艺变化对系统级指标进而对应用程序级约束产生影响的问题。最后,我们在两个不同的案例研究中将我们的设计空间探索技术与传统方法进行了比较。

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