CourseNuclear Engineering & Nuclear Fuel Cycle Technologies Applications open

Course on Deterministic vs Probabilistic Models

Online 300-hour course on deterministic vs probabilistic models. 6 modules covering IAEA SSG-2 Rev.1 (deterministic safety analysis), IAEA SSG-3 Rev.1 (Level 1 PSA) and RiskSpectrum PSA. Assigned tutor and open enrolment.

Duration300 h
ModeOnline
Start datesSet by the faculty
AwardSEIUM Institute certificate
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Learning outcomes

What you will be able to do

01

Compare the foundations of the deterministic and probabilistic approaches to nuclear safety.

02

Apply the acceptance criteria of deterministic analysis to initiating events.

03

Build event tree and fault tree models for a Level 1 PSA.

04

Quantify core damage frequencies and component importance measures.

05

Propagate uncertainties and carry out sensitivity analyses in both approaches.

06

Integrate deterministic and probabilistic results into risk-informed decisions.

07

Produce a comparative analysis of a safety case study.

Profile

Who it's for

  • Deterministic safety analyst who wants to specialise in deterministic vs probabilistic models.
  • PSA analyst who wants to specialise in deterministic vs probabilistic models.
  • Licensing engineer who wants to specialise in deterministic vs probabilistic models.
  • Systems reliability specialist who wants to specialise in deterministic vs probabilistic models.
  • Risk-informed decision consultant who wants to specialise in deterministic vs probabilistic models.
  • Safety assessor at a regulatory body who wants to specialise in deterministic vs probabilistic models.
  • Engineering or science graduates seeking to enter the nuclear power sector.
Standards & tools

What you'll work with

  • IAEA SSG-2 Rev.1 (deterministic safety analysis)
  • IAEA SSG-3 Rev.1 (Level 1 PSA)
  • IAEA GSR Part 4 Rev.1 (safety assessment of facilities)
  • Regulatory Guide 1.174 (risk-informed decisions, NRC)
  • Regulatory Guide 1.200 (technical adequacy of PSAs, NRC)
  • IAEA SSG-4 Rev.1 (Level 2 PSA)
  • NUREG-1855 (treatment of uncertainties in risk-informed decisions)
Syllabus

6 modules · 300 h

  1. 1.1Origins of the deterministic approach
  2. 1.2WASH-1400 and the birth of PSA
  3. 1.3Defence in depth and safety margins
  4. 1.4Risk, frequency and consequence
  5. 1.5Aleatory and epistemic uncertainty
  6. 1.6Risk-informed approach
  7. 1.7IAEA position: SSG-2 and SSG-3
  8. 1.8NRC policy statement on PSA
  9. 1.9Historical debate between both approaches
  10. 1.10Case study: critical reading of WASH-1400
  1. 2.1Selection of postulated initiating events
  2. 2.2Conservative assumptions and single failure
  3. 2.3Acceptance criteria
  4. 2.4Conservative analysis versus BEPU
  5. 2.5Order statistics and Wilks' formula
  6. 2.6System codes and their qualification
  7. 2.7Design basis accidents and extended conditions
  8. 2.8Limitations of conservatism
  9. 2.9Documentation in the safety report
  10. 2.10Practice: sample size using Wilks' formula
  1. 3.1Event trees
  2. 3.2Fault trees and minimal cut sets
  3. 3.3Reliability data and common cause failures
  4. 3.4Human reliability: THERP and SPAR-H
  5. 3.5Level 1 PSA: core damage frequency
  6. 3.6Level 2 PSA: releases to containment
  7. 3.7Level 3 PSA: off-site consequences
  8. 3.8Fussell-Vesely and RAW importance measures
  9. 3.9SAPHIRE and RiskSpectrum tools
  10. 3.10Workshop: fault tree of a safety injection system
  1. 4.1Probabilistic representation of uncertainty
  2. 4.2Monte Carlo and Latin hypercube sampling
  3. 4.3Bayesian inference of parameters
  4. 4.4Model and completeness uncertainty
  5. 4.5Global sensitivity with Sobol indices
  6. 4.6Interval methods and Dempster-Shafer
  7. 4.7Communicating uncertain results
  8. 4.8DAKOTA and URANIE tools
  9. 4.9Decision-making under uncertainty
  10. 4.10Laboratory: propagation of uncertainties in a thermal model
  1. 5.1Risk-informed regulation: RG 1.174
  2. 5.2Risk-informed technical specifications
  3. 5.3Component categorisation under 10 CFR 50.69
  4. 5.4Risk-informed in-service inspection
  5. 5.5Risk monitors in operation
  6. 5.6Dynamic PSA
  7. 5.7Application to SMRs and advanced designs
  8. 5.8Licensing Modernization Project
  9. 5.9Criticisms and limitations of PSA
  10. 5.10Case study: technical specification change with RG 1.174
  1. 6.1Selection of the system or event
  2. 6.2Conservative deterministic analysis
  3. 6.3BEPU analysis with uncertainties
  4. 6.4Simplified probabilistic model
  5. 6.5Quantification and importance measures
  6. 6.6Comparison of conclusions
  7. 6.7Proposal for an integrated approach
  8. 6.8Discussion of limitations
  9. 6.9Report and presentation
  10. 6.10Final review with the tutor
Methodology, software & labs

How you'll learn

Fully 100 % online training on the SEIUM campus, with downloadable material, recorded classes and an assigned technical tutor. There are no fixed timetables: students progress at their own pace within the intake, which makes it possible to combine the course with work.

Each module combines theory, guided reading of the original standard and applied exercises. The working software is RiskSpectrum PSA, SAPHIRE, RAVEN, DAKOTA, Python (NumPy), in free, academic or evaluation versions. Practicals are based on real procedures for building event and fault trees, uncertainty and sensitivity analysis, and comparative studies of licensing cases. Assessment is continuous, module by module, plus the final integrating project.

Accredited laboratories(EN ISO/IEC 17025) with rotor test rig, EMC/Lightning pre-compliance, HIL/SIL, vibration/acoustics.
Evidence-oriented Master's Thesis:safety case, test plan, compliance dossier and operational limits.
Industry mentoring:lecturers with a track record in training, , eVTOL/UAM and flight test.
Flexible delivery(hybrid/online), international cohorts and support from SEIUM Career Services.
Ethics and safety:a safety-by-design approach, with cyber-OT, DIH and compliance as core pillars.
Capstone project

Build it end to end

Your final project follows the real engineering workflow, step by step, reviewed by your tutor.

Selection of the system or event

Compare the foundations of the deterministic and probabilistic approaches to nuclear safety.

Conservative deterministic analysis

Apply the acceptance criteria of deterministic analysis to initiating events.

BEPU analysis with uncertainties

Build event tree and fault tree models for a Level 1 PSA.

Simplified probabilistic model

Quantify core damage frequencies and component importance measures.

Quantification and importance measures

Propagate uncertainties and carry out sensitivity analyses in both approaches.

Career opportunities

Where this takes you

Deterministic safety analystPSA analystLicensing engineerSystems reliability specialistRisk-informed decision consultantSafety assessor at a regulatory body
Admissions & scholarships

Requirements

  • No prior degree is required.
  • Internet connection and a computer capable of running the programme's software.
  • Sufficient command of Spanish to follow technical regulatory texts.

Ready to start?

Send your application today. Our admissions team replies within 72 hours with your study plan and funding options.

FAQ

Frequently asked questions

The programme comprises 300 hours in total, spread over 3 to 5 months. That is between 10 and 15 hours a week on average, compatible with a full-time job.

Work is carried out with RiskSpectrum PSA, SAPHIRE, RAVEN, DAKOTA, Python (NumPy). Free, academic or evaluation versions are used, and the tutor indicates the free alternative where one exists.

A SEIUM diploma upon passing the continuous assessment and the integrating project. This is in-house training, not an official Ministry qualification.

Yes. Modules passed in a course or Postgraduate Diploma in the same area are recognised in the higher programme. Check the recognition policy when you enrol.

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