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Shengbo Zhang

Changchun Institute of Technology

China

  • Changchun Institute of Technology

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Physics-Informed Neural Networks Unlock High-Fidelity Modeling of Sodium-Ion Battery Dynamics: A Single-Particle Model with Multiscale Optimization for Real-Time BMS Applications

Number of pages: 22 Posted: 23 Oct 2025
Minghui Sun, Fujun Liu, Tianyue Xue, Ruihan Wu, Ze Tao, Jianing Zhu and Shengbo Zhang
Changchun Institute of Technology, Changchun University of Science and Technology, Changchun Institute of Technology, Changchun Institute of Technology, Changchun University of Science and Technology, Changchun Institute of Technology and Changchun Institute of Technology
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Sodium-ion batteryPhysics-informed neural networkSingle-particle modelMultiscale modelingReal-time state estimation