In Search of Butterflies: Exceedance Analysis for Real-Time Systems under Transient Overload

In theory, real-time systems are provisioned based on provably sound worst-case execution times (WCETs), but in practice often only empirically derived, unsound execution-time estimates—i.e., nominal execution times (NETs)—are available since WCETs are difficult to obtain on modern hardware. NETs pose two significant challenges: First, since NETs may be exceeded at runtime, any response-time bounds derived from NETs are transitively unsound and may be violated. Second, even a minuscule NET violation can result in large, nonlinear response-time increases due to hard-to-predict, cascading scheduling effects. To explore the risk NET exceedance poses to a system’s temporal correctness, this paper provides the first general, systematic, and explainable methodology for exceedance analysis. The proposed approach supports fixed-priority (FP), earliest-deadline first (EDF), and first-in first-out (FIFO) scheduling on a uniprocessor or within a partitioned multiprocessor platform, and the full spectrum of preemption models from fully preemptive to fully non-preemptive workloads. Additionally, it produces explainable evidence in the form of tunable example traces that engineers can adjust to take system-specific expertise into account. The proposed methodology is evaluated with synthetic task sets and workloads based on an automotive benchmark, and in a case study applied to parts of the WATERS’17 industrial challenge.

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Published
2024-12-10
DOI
https://doi.org/10.1109/rtss62706.2024.00028
Primary Topic
Real-Time Systems Scheduling
Type
article
Field-Weighted Citation Impact
0.00

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article

In Search of Butterflies: Exceedance Analysis for Real-Time Systems under Transient Overload

Björn B. Brandenburg, Daniel Casini, Alessandro Biondi, Matteo Zini et al.
Real-Time Systems Scheduling
article

In Search of Butterflies: Exceedance Analysis for Real-Time Systems under Transient Overload

Björn B. Brandenburg, Daniel Casini, Alessandro Biondi, Matteo Zini, Filip Marković
article en

Abstract

In theory, real-time systems are provisioned based on provably sound worst-case execution times (WCETs), but in practice often only empirically derived, unsound execution-time estimates—i.e., nominal execution times (NETs)—are available since WCETs are difficult to obtain on modern hardware. NETs pose two significant challenges: First, since NETs may be exceeded at runtime, any response-time bounds derived from NETs are transitively unsound and may be violated. Second, even a minuscule NET violation can result in large, nonlinear response-time increases due to hard-to-predict, cascading scheduling effects. To explore the risk NET exceedance poses to a system’s temporal correctness, this paper provides the first general, systematic, and explainable methodology for exceedance analysis. The proposed approach supports fixed-priority (FP), earliest-deadline first (EDF), and first-in first-out (FIFO) scheduling on a uniprocessor or within a partitioned multiprocessor platform, and the full spectrum of preemption models from fully preemptive to fully non-preemptive workloads. Additionally, it produces explainable evidence in the form of tunable example traces that engineers can adjust to take system-specific expertise into account. The proposed methodology is evaluated with synthetic task sets and workloads based on an automotive benchmark, and in a case study applied to parts of the WATERS’17 industrial challenge.

Scuola Superiore Sant'Anna (IT), Max Planck Institute for Software Systems (DE)
HORIZON EUROPE Framework Programme
Openalex Percentile: Top 71%
Real-Time Systems Scheduling
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In Search of Butterflies: Exceedance Analysis for Real-Time Systems under Transient Overload — Björn B. Brandenburg, Daniel Casini, et al. · (2024) | TGRS Research Map | TGRS