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Sep 2026

A Novel Adaptive Particle Filtering–Gated Recurrent Unit Correction Framework for Multi-State Cooperative Estimation of Lithium-Ion Batteries

The accuracy of state-of-charge (SOC), state-of-energy (SOE), and state-of-health (SOH) estimations directly affects the system’s ability to sense the battery's state. Therefore, this paper proposes a multi-state co-estimation method that integrates adaptive particle filtering with gated recurrent unit (GRU) error co...

Chao Wang, Shun-Li Wang, Lei Chen et al. · 0 citations
Open access Aug 2026

A Multi-Scale Hybrid Neural Network with Attention and Intelligent Optimization for High-Precision State of Charge Estimation of Lithium-Ion Batteries

With the rapid development of the new‑energy lithium‑battery industry, precise state‑of‑charge (SOC) estimation is vital for lithium‑ion battery system safety and performance. Traditional empirical or single‑model methods fail to adapt to SOC variations amid complex operating conditions and long service cycles. This...

Li-Ping Kuang, Lei Chen, Cao Wen et al. · 0 citations

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