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

Institutions

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
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Outside Front Cover: Volume 6 Issue 6

Yilong Zhang, Yan Zhao, Shiwei Zhao, Rui Lv et al.
SmartMat
Micro and Nano Robotics
article

Outside Front Cover: Volume 6 Issue 6

Yilong Zhang, Yan Zhao, Shiwei Zhao, Rui Lv, Xin Ye, Chao Jiang, Hanlin Zhu, Hui Huang
article en

Abstract

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)

SmartMatVol. 6(6)
Hunan University (CN), State Key Laboratory of Vehicle NVH and Safety Technology (CN), Beihang University (CN)
Life below water
Openalex Percentile: Top 29%
Micro and Nano Robotics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.