journal article·2026-07-21

Toward Flexible Neuromorphic Spintronics: Field-Free Switching of Synthetic Antiferromagnets on Polyimide Substrates

Wei Wang, Yiheng Wang, Ning Lu, Dong Wang, Chuanwei Feng, Houning Song, Wenbin Su, Xinglong Ye, Lihui Bai, Yanxue Chen, Shishen Yan, Shujun Hu, Yufeng Tian

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Abstract

Achieving fully electrically controlled magnetization switching of magnetically compensated synthetic antiferromagnets grown on flexible substrates would significantly advance high-density wearable memory and neuromorphic spintronic applications. Here, we illustrate the field-free spin-orbit-torque (SOT)-driven perpendicular magnetization switching in high-quality Pt/CoPt/Ru/CoTb synthetic antiferromagnets grown on polyimide substrates, which exhibit room-temperature compensated magnetization and enhanced anomalous Hall resistance at remanence. A 3% tensile strain induces a 390 Oe shift in the interlayer exchange coupling field and reduces the field-free SOT switching ratio to ∼28%. Crucially, the near-linear nonvolatile synaptic plasticity and neuronal nonlinearity of this field-free SOT switching are preserved under bending, stretching, and tensile fatigue. Leveraging these experimentally measured synaptic and neuronal characteristics, we computationally implemented a fully connected neural network, achieving simulated recognition accuracies exceeding 95.8% for handwritten digits and 86.2% for fashion products. These results offer an effective method for developing flexible spintronic devices.
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Research context

OpenAlex topics: Magnetic properties of thin films · Advanced Condensed Matter Physics · Topological Materials and Phenomena

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

School of Physics

Shandong University

School of Chemistry and Chemical Engineering

Spintronics Institute

University of Jinan

Funding

Department of Science and Technology of Shandong Province · National Basic Research Program of China (973 Program) · National Natural Science Foundation of China (NSFC)

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