Data-Driven Asset & Process Modelling

Model equipment block topologies, simulate plant Availability (Ao), perform Weibull life calculations, and optimize spares stocking strategies natively aligned with ISO 14224 standards.

β · η
Censored Weibull fits
Ao
Simulated availability
RBD
Block-diagram topologies
https://ireams.com/reliability-modelling
Reliability Block Diagram Actual View
What this module gives youIREAMS
  • Life dataCensored Weibull
  • Strategy testMonte Carlo
  • System modelRBD · Ao
  • SparesPoisson stock

Intelligent Modelling Engineering

Build mathematical models that describe exactly how your facility behaves, where the bottlenecks lie, and when failures are expected.

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Interactive RBD Diagrams

Model equipment configurations in series, parallel, k-out-of-n, or complex nested logic on a graphical canvas, then roll component reliability up into system-level availability (Ao) for the whole production unit.

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Censored Weibull Modeling

Fit censored Weibull life distributions the right way — still-running assets are treated as suspensions via median-rank regression with Johnson-adjusted ranks, so failure risk is never overstated. Read $\beta$ to separate infant mortality, random, and wear-out, with confidence bounds on every estimate.

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Monte Carlo Simulations

Discrete-event Monte Carlo that samples time-to-failure by inverse-CDF Weibull and repair times via Box-Muller lognormal, iterating until the results converge. Compare preventive maintenance against run-to-failure on cost and availability, with P10, P50, and P90 output bands.

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Poisson Spares Optimization

Bridge availability modelling to the storeroom. Compute Poisson spare-parts demand from modelled failure rates and lead times to size stock, hit service-level targets, and prevent stockouts without over-carrying inventory.

Aligned to ISO 14224

IREAMS structures asset records natively on standard O&G taxonomic levels (Enterprise ➔ Site ➔ Unit ➔ System ➔ Equipment ➔ Component). Work orders cannot be closed against systems; they must drill down to Equipment or Maintainable Component levels to keep MTBF and failure-history records clean.

Authoritative Data Dictionary

  • ✔️ Locked Taxonomies: Equipment dictionaries lock automatically upon first operational closed transaction.
  • ✔️ Management of Change: Structural edits require administrative digital sign-offs to protect history.
  • ✔️ Standard Failure Modes: Mapped to OREDA and ISO industry failure definitions.

Request Custom RAM System Design

Get in touch with our senior reliability specialists. We will build a free, high-fidelity Reliability Block Diagram (RBD) representing your refinery's gas compression train or process unit, benchmarking your current availability against peer standards.