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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Xiu-Chao Chang

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Open access Oct 2026

Koopman operator-augmented physics-informed neural network with SEI kinetics for stable and explainable SOH estimation in battery packs

A Koopman Operator-Augmented Physics-Informed Neural Network (Koopman-PINN) tailored for battery pack SOH estimation, which embeds the nonlinear SOH degradation into a high-dimensional Koopman observation space where it evolves linearly.

Yao Fang, Chun-Lan Yang, Xiu-Chao Chang et al. · 0 citations

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