Data · dataset · 2026
Replication Data for: Shape Optimization of auxetic unit cells under dynamic loading in macroscopic components
Listed in DaRUS
In this repository, an Python scripting approach for a Bayesian shape optimization, with an Abaqus implimentation for solving for natural frequencies and harmonic response simulation, is presented.
Description
The script "Shape_Opt_Master.py" controls all the necessary functions and contains the optimization as a wrapping function around the Abaqus simulations. Further details can be found in the README file.
Following is the Abstract for the corresponding paper: Auxetic metamaterials, characterized by their negative Poisson’s ratio, exhibit unique mechanical properties such as enhanced energy dissipation, improved vibration damping, and superior energy absorption. These properties make them particularly attractive for aerospace applications, where lightweight and high-performance structures are crucial. However, integrating auxetic structures into macroscopic components remains challenging due to the complex interplay between mesostructural design and overall structural behavior.
Read the rest (2 more)
This study introduces an optimization methodology that enables independent shape adjustments of auxetic mesostructures within different regions of a macroscopic component. Using a Bayesian optimization algorithm, the unit cell geometry is optimized to maximize energy dissipation, enhance dynamic stiffness, and minimize mass, ensuring a well-balanced trade-off between these competing objectives. A macroscopic cantilever beam composed of reentrant auxetic unit cells serves as a real-world-inspired case study and is analyzed under dynamic loading conditions, demonstrating the effectiveness of the optimized mesostructure in improving structural performance.
Beyond the optimized structure itself, this study provides an in-depth analysis of the optimization process, offering valuable insights into the application of auxetic metamaterials in real life components and therefore in engineering practice. Additionally, a mesh convergence study is conducted to validate numerical accuracy. The results underscore the potential of auxetic metamaterials for aerospace applications, highlighting their performance-driven optimization and real-world applicability.
Links
Where it is published
- Dataverse dataset page darus.uni-stuttgart.de/dataset.xhtml?persistentId=doi%3A10.18419%2FDARUS-4777 ↗
landing page · from darus uni stuttgart de
- DOI doi.org/10.18419/darus-4777 ↗
DOI / persistent id · from darus uni stuttgart de
Catalogue records · 1
- Dataverse API darus.uni-stuttgart.de/api/datasets/:persistentId/?persistentId=doi%3A10.18419%2FDARU… ↗
metadata API · from darus uni stuttgart de
Topics
- Stated by source
- Engineering
- From keywords
- Engineering
- Inferred from text
- Mechanical engineering 72% · Simulation 75%
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| DaRUS | doi:10.18419/DARUS-4777 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4017 | enrichment · darus uni stuttgart de | taxonomy-embedding@1.1.0 | title+keywords+description (72%) |
| concepts[field].dataverse_subject:engineering | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| concepts[field].local:field:engineering | mapping · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| concepts[method].local:method:simulation | enrichment · darus uni stuttgart de | keyword-concept-rules@1.0.0 | title+description (75%) |
| created_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| description | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /description |
| publication_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| title | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /name |
| updated_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| version_label | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 |