多核混合关键系统中基于利用率和关键性的容错调度

IF 0.6 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Preeti Godabole, G. Bhole
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引用次数: 0

摘要

目的本文的主要目的是对多核系统上的混合关键应用程序进行时序分析,以确定一种有效的任务调度机制,从而实现三个主要目标——提高可调度性、实现可靠性和最小化所使用的核数量。由于使用低成本处理器,嵌入式系统中瞬态故障的增加导致了容错调度和映射技术的使用。设计/方法论/方法本文选择了基于模拟的研究。混合关键应用程序的模拟,如空中交通控制系统和合成工作负载,是使用Ubuntu机器上的石蕊实时测试台进行的。针对多目标分割方法,提出了基于利用因子和任务关键性的启发式任务分配算法。Findings采用基于利用率的启发式算法的分区最早截止日期优先(EDF)和采用基于关键性的启发式算法进行分配的EDF虚拟截止日期(VD)都运行良好,因为它只使用三个处理器核心来调度空中交通系统,其中瞬态故障由任务的主动备份处理,成功率为98%。对于合成任务负载,所提出的基于临界性的启发式算法在EDF-VD中运行良好,因为SR为94%。采用全局和分区的调度方法对所提出的启发式算法进行了验证,考虑了主动备份以使系统可靠。与全局方法相比,SR提高了11%,与仅使用三个处理器核的分区固定优先级方法相比,提高了17%。研究局限性/含义混合关键任务的模拟是在基于Linux的实时内核上进行的,并且可以在基于Linux环境中推广。实际意义由于使用低成本处理器,嵌入式系统中瞬态故障的增加导致了容错调度和映射技术的使用。原创性/价值本文满足了在混合关键系统中进行多目标任务调度的确定需求。时序分析有助于识别性能风险,并评估用于实现瞬态故障可靠性的替代架构。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Utilization and criticality based fault-tolerant scheduling in multicore mixed critical systems
Purpose The main purpose of the paper is timing analysis of mixed critical applications on the multicore system to identify an efficient task scheduling mechanism to achieve three main objectives improving schedulability, achieving reliability and minimizing the number of cores used. The rise in transient faults in embedded systems due to the use of low-cost processors has led to the use of fault-tolerant scheduling and mapping techniques. Design/methodology/approach The paper opted for a simulation-based study. The simulation of mixed critical applications, like air traffic control systems and synthetic workloads, is carried out using a litmus-real time testbed on an Ubuntu machine. The heuristic algorithms for task allocation based on utilization factors and task criticalities are proposed for partitioned approaches with multiple objectives. Findings Both partitioned earliest deadline first (EDF) with the utilization-based heuristic and EDF-virtual deadline (VD) with a criticality-based heuristic for allocation works well, as it schedules the air traffic system with a 98% success ratio (SR) using only three processor cores with transient faults being handled by the active backup of the tasks. With synthetic task loads, the proposed criticality-based heuristic works well with EDF-VD, as the SR is 94%. The validation of the proposed heuristic is done with a global and partitioned approach of scheduling, considering active backups to make the system reliable. There is an improvement in SR by 11% as compared to the global approach and a 17% improvement in comparison with the partitioned fixed-priority approach with only three processor cores being used. Research limitations/implications The simulations of mixed critical tasks are carried out on a real-time kernel based on Linux and are generalizable in Linux-based environments. Practical implications The rise in transient faults in embedded systems due to the use of low-cost processors has led to the use of fault-tolerant scheduling and mapping techniques. Originality/value This paper fulfills an identified need to have multi-objective task scheduling in a mixed critical system. The timing analysis helps to identify performance risks and assess alternative architectures used to achieve reliability in terms of transient faults.
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来源期刊
International Journal of Pervasive Computing and Communications
International Journal of Pervasive Computing and Communications COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
6.60
自引率
0.00%
发文量
54
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