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Identification of Crashworthy Designs Combining Active Learning and the Solution Space Methodology
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This study introduces a novel methodology for vehicle development under crashworthiness constraints. We propose coupling the solution space method (SSM) with active learning reliability (ALR) to map global requirements, ...
Multifunctional Optimization of Viscoelastic Materials Subjected to Spherical Impact
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: The event of rigid solids impacting a viscoelastic body is encountered in many engineering disciplines. However, for this problem no analytical solution is available, making the proper design of, e.g., protective bodies a ...
Complementing Drawability Assessment of Deep-Drawn Components With Surrogate-Based Global Sensitivity Analysis
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: In the early-stage development of sheet metal parts, key design properties of new structures must be specified. As these decisions are made under significant uncertainty regarding drawing configuration changes, they sometimes ...
On the Optimal Decomposition of High-Dimensional Solution Spaces of Complex Systems
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: In the early development phase of complex technical systems, uncertainties caused by unknown design restrictions must be considered. In order to avoid premature design decisions, sets of good designs, i.e., designs which ...
Similarity-Driven Topology Optimization for Statics and Crash via Energy Scaling Method
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Topology optimization (TO) is used in the initial design phase to optimize certain objective functions under given boundary conditions by finding suitable material distributions in a specified design domain. Currently ...
Crashworthiness Analysis: Exploiting Information of Developed Products With Control Variates
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Assessing vehicle safety is a challenging, yet fundamental task. In the early phase of development, car manufacturers need to ensure the compliance with strict safety requirements. An interesting task to automate these ...