Published July 2019 | Version v1
Journal article

Sensitivity analysis of complex engineering systems: Approaches study and their application to vehicle restraint system crash simulation

  • 1. IFSTTAR, LBMC, UMR T9406, Univ Lyon, Université Claude Bernard Lyon 1, Lyon F69622 (France)
  • 2. Laboratoire de Tribologie et Dynamique des Systèmes, Ecole Centrale de Lyon, 36, Avenue Guy de Collongue, Ecully 69134 (France)

Description

Highlights: • Sensitivity Analysis helps to identify the key factors concerning the robustness. • SA of Vehicle Restraint Systems is a way enhance the robustness of the design. • Certification of VRS based on very few crash tests is quite unsatisfactory. • The two most influential parameters are the post thickness and post yield strength. • Combining numerical studies and SA is a way to improve regulations. -- Abstract: Restricted by high calculation cost of single engineering model run and large number of model runs for sampling-based Sensitivity Analysis (SA), qualitative SA are used for parameter study of the Vehicle Restraint System (VRS) and quantitative SA of such models has always been a challenge. Sequential approaches are proposed for SA of complex systems and the SA of a VRS is realized: sampling-based SA methods are discussed; SA of a simple three points dynamic bending test model is realized, the aims are to compare different two-level screening methods and put into practice the sequential SA; crash test FE model of a VRS is created and used for SA; influential uncertain parameters of the VRS are identified qualitatively through screening analyses (SA with Two-level screening and Morris Analysis), and Sobol' indices are used to quantify the influence of influential parameters with Kriging metamodeling. The uncertain parameters which contribute the most to robustness of the VRS are identified and their influences are quantified by combining screening analyses and Sobol' Indices.

Additional details

Identifiers

DOI
10.1016/j.ress.2018.07.027;
PII
S095183201730412X;

Publishing Information

Journal Title
Reliability Engineering and System Safety
Journal Volume
187
Journal Page Range
p. 110-118
ISSN
0951-8320
CODEN
RESSEP

INIS

Country of Publication
United Kingdom
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
55017314
Subject category
S42: ENGINEERING;
Descriptors DEI
CERTIFICATION; COMPUTERIZED SIMULATION; COST; DESIGN; KRIGING; NUMERICAL ANALYSIS; REGULATIONS; SAMPLING; SENSITIVITY ANALYSIS; THICKNESS; VEHICLES; YIELD STRENGTH
Descriptors DEC
DIMENSIONS; LAWS; MATHEMATICS; MECHANICAL PROPERTIES; SIMULATION; STATISTICS

Optional Information

Copyright
Copyright (c) 2018 Elsevier Ltd. All rights reserved.