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Qi-Qi Chen

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Open access Sep 2026

Multimodal fusion dual-path neural network for state of health estimation of lithium-ion batteries using small samples

Accurate state-of-health (SOH) estimation is important for battery management, but practical applications are often constrained by limited aging data and nonstationary operating conditions. This article proposes a multimodal fusion dual-path neural network (MFDPNN) for SOH estimation of lithium-ion batteries under smal...

Chen-Yu Lin, Zhong-Jie He, Guan-Yuan Pan et al. · 0 citations
Open access Sep 2026

CogSent: Cognition-Driven Multimodal Sentiment Analysis Through Fast–Slow Thinking

This work proposes an image-text multimodal sentiment analysis framework (CogSent) grounded in the psychological Dual-System Theory and introduces an Intuition-Guided Cognition Refinement module that uses System-I-inspired intuitive representations as affective priors to retrieve and refine System-II-inspired contextua...

Guo-Guo Ye, Qi-Qi Chen, Li-Qi Yan et al. · 0 citations

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