Outside Front Cover: Volume 6 Issue 6
Outside front cover image: A machine learning-enabled design method for soft magnetoresponsive materials (SMRMs): this method integrates three components—image target conversion, machine learning-based deformation prediction, and evolutionary algorithm-driven reverse optimization. By inputting the target deformation curve, such as the undulating swimming pattern of a fish, the internal magnetization distribution (M) and external magnetic field direction (B) that match the deformation can be rapidly output within minutes. (https://onlinelibrary.wiley.com/doi/full/10.1002/smm2.70051)
Authors
- Yilong Zhang (ORCID: https://orcid.org/0009-0007-8648-5326)
- Yan Zhao (ORCID: https://orcid.org/0000-0001-5363-0098)
- Shiwei Zhao (ORCID: https://orcid.org/0000-0002-9797-1334)
- Rui Lv
- Xin Ye
- Chao Jiang
- Hanlin Zhu
- Hui Huang
Institutions
- Hunan University (CN)
- State Key Laboratory of Vehicle NVH and Safety Technology (CN)
- Beihang University (CN)
Publication Details
- Journal
- SmartMat
- Published
- 2025-12-01
- DOI
- https://doi.org/10.1002/smm2.70056
- Primary Topic
- Micro and Nano Robotics
- Type
- article
- Field-Weighted Citation Impact
- 0.00