Author

Qi Wang

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Oct 2026

Corrected State-of-Health Representation for Lithium-Ion Battery Degradation Forecasting via Model-Parameter Identification and Multisource Health Indicator Fusion

Accurate state-of-health (SOH) assessment and degradation trend forecasting are essential for lithium-ion battery safety, maintenance, and lifetime management. In practical applications, SOH estimation remains largely capacity-based and relies on current, voltage, temperature, and capacity-related sensing data acquired...

Jie Liu, Zi-Qian Li, Jin-Hui Zeng et al. · IEEE Sensors Journal · 0 citations

#artificial intelligence Preprint Sep 2026

LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence

We introduce LimiX-2, a new model in the LimiX family, developed through model and data scaling guided by our previously established scaling laws. LimiX-2 adopts the Contextual Mechanism Networks (CMNs) paradigm and is pretrained with Context-Conditional Masked Modeling (CCMM). CMNs shifts the organizing principle of i...

Xing-Xuan Zhang, Gang Ren, Hao Yuan et al. · 5 citations