• Home
  • Search
  • Automatic simulation and optimization of the energy absorption box driven by MO-SAC
  • https://doi.org/10.1088/1742-6596/3098/1/012025Copy DOI Icon

Automatic simulation and optimization of the energy absorption box driven by MO-SAC

Show More
  • Abstract
  • Literature Map
  • References
  • Similar Papers
Abstract

Abstract This study proposes a reinforcement learning-based multi-objective optimization framework for automotive energy-absorbing box structures, aiming to improve specific energy absorption (SEA) and reduce peak crushing force (PCF). A parametric model with adjustable folding angle, layer number, and multi-wall thicknesses is developed and integrated with automated modeling, simulation, and evaluation. An improved MO-SAC algorithm enables joint optimization of W2W and W2C structures. The agent explores optimal designs based on simulation feedback. Results show that the optimal 9-layer W2W structure with a 122.46° folding angle and wall thicknesses of 1.35 mm, 1.29 mm, and 1.47 mm achieves a 21.28% increase in SEA and a 12.59% decrease in PCF. This method offers a data-efficient and interpretable solution for structural optimization.

Similar Papers
  • Research Article

Bamboo‐Inspired Vascular Bundle Tubes via Additive Manufacturing for Enhanced Energy Absorption Under Complex Loading

  • Dec 16, 2025
  • Polymer Composites
  • Linlin Ma +5
  • Research Article
  • Citations5

Crashworthiness Performance of Bamboo-Inspired 3D-Printed Tubes: Effects of Infill Pattern, Infill Ratio, Wall Thickness, and Inner Diameter

  • Oct 17, 2025
  • Biomimetics
  • Emre İsa Albak
  • Research Article
  • Citations33

Crashworthiness analysis and multi‐objective optimization of Al/CFRP hybrid tube with initial damage under transverse impact

  • Aug 28, 2023
  • Polymer Composites
  • Weiwen Cai +3
  • Research Article

Crashworthiness and technoeconomic assessment of bioinspired GFRP PP tubes using experiments numerical modeling and artificial neural networks.

  • Mar 31, 2026
  • Scientific reports
  • Yucai Tian +5
  • Research Article
  • Citations9

Bio-Inspired Thin-Walled Straight and Tapered Tubes with Variable Designs Subjected to Multiple Impact Angles for Building Constructions

  • Feb 17, 2025
  • Buildings
  • Quanjin Ma +8
  • Research Article
  • Citations6

Multi-objective optimisation of hybrid S-shaped rails under oblique impact loading

  • Jan 01, 2015
  • International Journal of Heavy Vehicle Systems
  • Linli Tian +3
  • Research Article
  • Citations67

Crashworthiness design of functionally graded foam-filled multi-cell thin-walled structures

  • Sep 18, 2014
  • Thin-Walled Structures
  • Hanfeng Yin +4
  • Research Article
  • Citations78

Crashworthiness analysis of foam filled star shape polygon of thin-walled structure

  • Aug 21, 2019
  • Thin-Walled Structures
  • Sahil Goyal +3
  • Research Article
  • Citations3

Crashworthiness analysis and multi-objective optimisation of a multilayer bio-inspired sandwich structure under impact load

  • Apr 13, 2025
  • International Journal of Crashworthiness
  • Qinghao Yan +5
  • Research Article
  • Citations180

Crashworthiness design of novel hierarchical hexagonal columns

  • Mar 29, 2018
  • Composite Structures
  • Xiang Xu +4
  • Research Article
  • Citations3

Machine learning algorithm-based analysis of the crashworthiness of bio-inspired Al/PP sandwich tubes: Experimental and numerical investigation

  • Mar 07, 2025
  • Mechanics of Advanced Materials and Structures
  • Fahad M Alhomayani +5
  • Research Article
  • Citations7

The coordinated design and optimisation of combined energy-absorbing structure with multi-level thin-walled tapered square tubes

  • Dec 08, 2023
  • International Journal of Crashworthiness
  • Ping Xu +5
  • Research Article
  • Citations20

Influence of strain rate effect on energy absorption characteristics of bio-inspired honeycomb column thin-walled structure under impact loading

  • Dec 13, 2022
  • Case Studies in Construction Materials
  • Hongxiang Xia +2
  • Research Article
  • Citations13

Crashworthiness design of 3D lattice-structure filled thin-walled tubes based on data mining

  • Jul 13, 2022
  • International Journal of Crashworthiness
  • Jiyuan Lv +6
  • PDF
  • Research Article

Effects of Temperature on Axial Crushing Behavior of Circular Multi-Walled Tubes

  • Dec 05, 2023
  • Metals
  • Zhijia Zhang +4
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.