PROBABILISTIC ANALYSIS Possible uses for this information will include: Providing useful information to self-learners; Providing focus for the developers of short courses, text books and other learning material; Providing a basis for the production of self-test quizzes and examinations; Providing the basis for registers of suitably qualified and experienced persons. Recommended Competences Category & Code Number Pre-Requisites PROBpr1 PROBpr2 Knowledge STATEMENT OF COMPETENCE Appropriate levels of Maths (including Statistics) and Physics. Statements of competence in category FEA, and/or CFD and/or other relevant modules as appropriate to application and level. Standard or Advanced and EQF Level Resource Reference Code When writing a statement of competence in this category, use the verbs .... state, sketch, list, define, or similar. List typical sources of uncertainty in a reliability PROBkn1 S,7 PROBref1 assessment List typical probability density functions. PROBkn2 A,7 PROBref2 List the characteristics of a typical probability PROBkn3 S,7 PROBref3 distribution List the principal moments of random variables PROBkn4 A,7 PROBref4 List typical random sampling techniques. PROBkn5 A,7 PROBref5 List the principal deterministic performance PROBkn6 A,7 PROBref6 measures List the principal reliability analysis methods PROBkn7 S,7 PROBref7 List types of uncertainty PROBkn8 S,6 PROBref8 List major differences when considering the PROBkn9 reliability of electronic/electrical systems and A,6 PROBref9 mechanical/structural systems PROBkn10 List the benefits from probabilistic finite element S,7 PROBref10 analysis. Comprehension When writing a statement of competence in this category, use the verbs .... describe, explain, classify, review or similar. Explain the term non-deterministic. PROBco1 S,7 PROBref11 Describe the difference between epistemic and PROBco2 aleatoric uncertainty and how they can be S,6 PROBref12 quantified Explain the term reliability, probability, notional PROBco3 S,7 PROBref13 probability. Explain the terms stochastic process and PROBco4 A,7 PROBref14 probabilistic or stationary process. PROBco5 PROBco6 PROBco7 PROBco8 PROBco9 PROBco10 PROBco11 PROBco12 PROBco13 PROBco14 PROBco15 PROBco16 PROBco17 PROBco18 PROBco19 PROBco20 PROBco21 PROBco22 Explain the terms mean, standard deviation and coefficient of variation. Describe the role of factors of safety and partial design factors in design procedures and codes of practice, including the role of statistical confidence levels. Describe how variability in an analysis input quantity may be characterised. Explain how probabilistic sensitivities can be used to guide product design. Explain the relationship between the Normal Probability Density Function and the Cumulative Density Function. Explain the term probability of failure. Describe Monte Carlo simulation. Describe the main issues in interfacing standard analysis software with probabilistic shells. Explain the term risk Explain the term correlation Describe the First Order Reliability Method (FORM) Explain the term checking point Explain the term limit state function Describe what is meant by Nominal failure probability Describe what is meant by failure Describe Importance sampling Describe the Hasofer-Lind transformation Explain the term safety index S,6 PROBref15 S,7 PROBref16 S,7 PROBref17 A,7 PROBref18 A,7 PROBref19 S,6 A,7 PROBref20 PROBref21 A,7 PROBref22 S,6 S,6 A,7 S,6 S,6 PROBref23 PROBref24 PROBref25 PROBref26 PROBref27 S,6 PROBref28 S,6 A,7 A,7 S,6 PROBref29 PROBref30 PROBref31 PROBref32 PROBco23 Describe basic approaches to structural reliability assessment A,7 PROBref33 Application When writing a statement of competence in this category, use the verbs .... employ, demonstrate, conduct, use, apply, solve, utilise or similar. PROBap1 Employ available software tools to carry out S,7 PROBref34 deterministic analysis studies in areas of interest. PROBap2 Employ available software tools to carry out probabilistic studies and semi-probabilistic A,7 PROBref35 (partial factor) design studies. PROBap3 Conduct sensitivity studies to inform probabilistic S,7 PROBref36 studies. PROBap4 Utilise appropriate and efficient probabilistic S,7 PROBref37 methods, where a choice is given. PROBap5 Employ appropriate techniques to gather suitable A,7 PROBref38 statistical information Analysis When writing a statement of competence in this category, use the verbs .... analyse, calculate, determine, appraise or similar. PROBan1 Analyse the results from probabilistic studies and S,7 PROBref39 draw conclusions. Determine probabilistic sensitivities. PROBan2 A,7 PROBref40 Calculate the probability of failure. PROBan3 S,6 PROBref41 PROBan4 Using FEA and FORM/SORM design and a column A,7 PROBref42 with reliability of 0.99 against Euler Buckling Synthesis When writing a statement of competence in this category, use the verbs .... construct, plan, formulate, prepare or similar. PROBsy1 Plan effective analysis strategies for probabilistic A,7 PROBref43 PROBsy2 PROBsy3 studies. Formulate a series of simple benchmarks in support of a probabilistic study. Apply FEA and probabilistic methods to obtain the probability of failure of a complex structure including series and parallel systems of components. A,7 PROBref44 A,7 PROBref45 Evaluation When writing a statement of competence in this category, use the verbs .... assess, justify, select, evaluate or similar. Justify the appropriateness of random variables and PROBev1 failure modes selected for use in a probabilistic A,7 PROBref46 study. PROBev2 Select suitable idealisations for probabilistic studies. A,7 PROBref47 PROBev3 Provide effective specialist advice on probabilistic methods and non-deterministic design to A,7 PROBref48 colleagues. PROBev4 Assess hardware and software solutions to meet A,7 PROBref49 the needs of planned probabilistic studies. REFERENCES: PROBref1 Structural Reliability Analysis and Prediction, Section 2.2, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. Guidelines for Offshore Structural Reliability Analysis, DNV Research Report 95-2018, 1996. Computational Analysis of Randomness in Structural Mechanics, Bucher, C., ISBN: 0-415-40354-5 , CRC Press, 2009. PROBref2 Structural Reliability Analysis and Prediction, Section A.5, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref3 Reliability-based Structural Design, Section2.1, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. PROBref4 Structural Reliability Analysis and Prediction, Section A.4, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref5 Structural Reliability Analysis and Prediction, Section 3.3, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref6 Structural Reliability Analysis and Prediction, Section 1.2, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref7 Structural Reliability Analysis and Prediction, Section 1.4, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref8 Reliability-based Design, Chapter 4.5, Rao, S.S., ISBN 0-07051-192-6, McGraw-Hill, 1992. PROBref9 Reliability-based Design, Chapter 8.1, Rao, S.S., ISBN 0-07051-192-6, McGraw-Hill, 1992. PROBref10 Why Do Probabilistic Finite Element Analysis, Section 2.3, Thacker B.H., NAFEMS, 2008. PROBref11 Structural Reliability Analysis and Prediction, Section 1.1, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref12 Structural Reliability Analysis and Prediction, Section 2.2.1, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref13 Reliability-based Structural Design, Section1.3, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. Probabilistic Methods: Uses and Abuses in Structural Integrity, HSE Research Report 398/2001. PROBref14 Structural Reliability Analysis and Prediction, Section 6.4, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref15 Structural Reliability Analysis and Prediction, Section A.4, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref16 Structural Reliability Analysis and Prediction, Section 1.2, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. Structural Reliability Analysis and Prediction, Chapter 9, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref17 Why Do Probabilistic Finite Element Analysis, Section 2.1, Thacker B.H., NAFEMS, 2008. PROBref18 Reliability-based Structural Design, Section 4.1, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. PROBref19 Why Do Probabilistic Finite Element Analysis, Section 3.1, Thacker B.H., NAFEMS, 2008. PROBref20 Structural Reliability Analysis and Prediction, Section 1.4.2, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref21 Structural Reliability Analysis and Prediction, Section 3.3, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref22 Why Do Probabilistic Finite Element Analysis, Section 3.5, Thacker B.H., NAFEMS, 2008. PROBref23 Structural Reliability Analysis and Prediction, Section 2.1, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref24 Structural Reliability Analysis and Prediction, Section 1.5.1, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref25 Reliability-based Structural Design, Section 4.1, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. Probabilistic Methods: Uses and Abuses in Structural Integrity, HSE Research Report 398/2001. PROBref26 Structural Reliability Analysis and Prediction, Section 4.3.2, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref27 Structural Reliability Analysis and Prediction, Section 1.5.2, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref28 Structural Reliability Analysis and Prediction, Section 2.5, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref29 Structural Reliability Analysis and Prediction, Section 2.1, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref30 Structural Reliability Analysis and Prediction, Section 3.4, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref31 Structural Reliability Analysis and Prediction, Section 4.3.1, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref32 Structural Reliability Analysis and Prediction, Section 4.2, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref33 Simulation-Based Reliability Assessment for Structural Engineers, Chapter 1, Marek P. et al, ISBN: 0-849-3828-66 CRC Press, 1996. PROBref34 System User Manuals and suitable experiential learning, preferably in an industrial context and environment. Principles of Simulation-Based Computer-Aided Engineering, Marczyk J., FIM Publications, Artes Graficas Torres, 1999. Reliability Assessment Using Stochastic Finite Element Analysis, Halder A., Mahadevan S., ISBN: 0-471-36961-6, Wiley, 2000. PROBref35 System User Manuals and suitable experiential learning, preferably in an industrial context and environment. Simulation-Based Reliability Assessment for Structural Engineers, Chapter 12, Marek P. et al, ISBN: 0-849-3828-66 CRC Press, 1996. PROBref36 System User Manuals and suitable experiential learning, preferably in an industrial context and environment. PROBref37 System User Manuals and suitable experiential learning, preferably in an industrial context and environment. PROBref38 Structural Reliability Analysis and Prediction, Chapter 8., Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. PROBref39 Reliability-based Structural Design, Section 4.3, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. Why Do Probabilistic Finite Element Analysis, Section 4, Thacker B.H., NAFEMS, 2008. PROBref40 Reliability-based Structural Design, Section 4.1, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. PROBref41 System User Manuals and suitable experiential learning, preferably in an industrial context and environment. Reliability-based Structural Design, Section 4.1, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. PROBref42 Reliability-based Design, Chapter 9.2, Rao, S.S., ISBN 0-07051-192-6, McGraw-Hill, 1992. PROBref43 System Theoretical, Application and User Manuals NAFEMS QSS 001:2007 : Engineering Simulation – Quality Management Systems – Requirements, 1st Edition, NAFEMS Ltd. 2007. Quality Management in Engineering Simulation, A Primer for the NAFEMS QSS, J M Smith, NAFEMS Ltd, 2008. PROBref44 Reliability-based Structural Design, Section 4.3, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. PROBref45 Probabilistic and Deterministic Assessment for Safety – Case of a Shiplift Structure, Prinja N.K., Paper C535/008/98, IMechE Conf. Trans., 1998. Why Do Probabilistic Finite Element Analysis, Section 3.5, Thacker B.H., NAFEMS, 2008. PROBref46 Structural Reliability Analysis and Prediction, Section 8.5, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. Reliability-based Structural Design, Section 2.2, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. System User Manuals and suitable experiential learning, preferably in an industrial context and environment. PROBref47 Structural Reliability Analysis and Prediction, Section 2.3, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. Reliability-based Structural Design, Section 4.3, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. System User Manuals and suitable experiential learning, preferably in an industrial context and environment. PROBref48 Structural Reliability Analysis and Prediction, Section 1.4, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. Reliability-based Structural Design, Chapter 3, Choi S. et al, ISBN-10: 1-84628-444-9, Springer, 2007. Structural Reliability Analysis and Prediction, Section 9.4, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. Structural Reliability Analysis and Prediction, Section 9.8, Melchers R.E., ISBN: 0-471-98771-9, Wiley, 1999. System User Manuals and suitable experiential learning, preferably in an industrial context and environment. PROBref49 Why Do Probabilistic Finite Element Analysis, Section 3.5, Thacker B.H., NAFEMS, 2008. System User Manuals and suitable experiential learning, preferably in an industrial context and environment.