2017 · 13 citations · 26 references
Mathematical ProgrammingEngineeringIndustrial EngineeringValue EngineeringOperations ResearchReliability EngineeringData ScienceUncertainty QuantificationRisk ManagementInterval AnalysisSystems EngineeringMbpta MethodsExtreme Value TheoryTerm MbptaStatisticsMbpta TechniquesQuantitative ManagementExtreme StatisticBusinessQuality CharacteristicInterval ComputationIndustrial-quality Wcet AnalysisFailure Prediction
Over the last few years, considerable interest has arisen in measurement-based probabilistic timing analysis. The term MBPTA has been used to indistinctly refer to a variety of different applications of Extreme Value Theory (EVT) to the timing analysis problem. The successful application of MBPTA techniques to a score of case studies has not fully dispelled the concerns that industrial stakeholders had with the quality of the computed bounds, hence ultimately with their industrial viability. Placing focus on the MBPTA methods and techniques developed in the PROARTIS and PROXIMA projects, collectively referred to as proMBPTA, we discuss the main misconceptions and pitfalls that can prevent a sound application of EVT-based WCET analysis. Using a combination of arguments and support examples, we show that proMBPTA is a rigorous process, fully amenable to sound and sustainable industrial use.
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WCET analysis of probabilistic hard real-time systems
Guillem Bernat, A. Colin, Stefan M. Petters · 2003 · 337 citations
Statistical analysis of WCET for scheduling
S. Edgar, Alan Burns · 2005 · 163 citations
Engineering, Statistical Assumptions, Scheduling Analysis +15