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February 22, 20260 citationsOpen Access

Functional Safety is Not a Snapshot: Modeling SIL(t) via Mosaic Aging and Stochastic Hazard Rates.

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UZUsman Zafar

Key Points

  • The research aims to develop a dynamic model of safety integrity that accounts for the changing conditions affecting Safety Instrumented Systems.
  • Introduces the concept of Mosaic Aging to describe component degradation
  • Analyzes operational demand, environmental stressors, and maintenance intervals
  • Defines SIL(t) as a time-indexed measure of safety performance
  • Shows that safety integrity is a dynamic state rather than a fixed attribute
  • Establishes that hazard rates change based on local conditions and component health
  • Advocates for a transition towards dynamic safety assessment frameworks

Abstract

Reliability models for Safety Instrumented Systems (SIS) historically rely on stationary parameters.Constant failure rates, fixed diagnostic coverage, and invariant common-cause factors establish a baselinefor safety integrity. These models provide a necessary foundation for initial design. They represent asnapshot in time. In the physical reality of industrial operation, safety integrity is not a static attribute.It is a dynamic state. It is continuously reshaped by the cumulative effects of operational demand,environmental stressors, and specialized maintenance intervals.This framework introduces a theory ofTemporal Safety Integrity. At its core is the concept of Mosaic Aging. Every component within a safetyloop follows a distinct degradation trajectory. These paths are governed by specific covariates. Localthermal cycles and mechanical vibration transform the hazard rate. It moves from a simple chronologicalvariable into a precise function of the system’s physical state.By embracing this granular perspective, wedefine SIL(t) as a time-indexed measure of integrity. This metric reflects the instantaneous performanceof asafety loop. It offers a high-fidelity view of risk as it evolves. This paper synthesizes these conceptualfoundations with interpretive theory. It establishes the rationale for transitioning toward dynamic safetyassessment. This model reflects the fluid, temporal truth of the assets it protects.

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Cite This Study

Usman Zafar (2026) studied this question.

synapsesocial.com/papers/699a9e00482488d673cd45adhttps://doi.org/10.5281/zenodo.18705929
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