Author

Xin Xia

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Open access Sep 2026

State-Triggered Adaptive Microgrid Dispatch for EV Charging: A Hybrid Deep Learning and Multi-Objective Optimization Framework

This study proposes a hybrid framework that combines a VMD-CNN-ABiLSTM-IGCRA forecasting model with a state-triggered adaptive scheduling strategy that supports the operational value of linking load forecasting with transparent state-dependent mode selection.

Guan-Jian Zhu, Xin Ma, Yan-Jing Guo et al. · Information · 0 citations

Open access Aug 2026

Adaptive Domain-Aligned Multi-Modal Feature Fusion Network for Cross-Speed Fault Diagnosis of Planetary Gearboxes

Vibration signals of planetary gearboxes under variable-speed conditions exhibit strong non-stationarity and modulation, so a single feature representation cannot comprehensively describe intricate fault patterns, and distribution discrepancies across rotating speeds degrade the cross-condition generalization of diagno...

Xin Xia, Xiao-Lu Wang · Machines · 0 citations

Open access Aug 2026

T-HMM-Based Transformer Fault Diagnosis in Grid-Connected Renewable Energy Systems

Experimental results demonstrate that the proposed T-HMM accurately tracks state evolution trends and effectively identifies fault categories, achieving significantly superior state recognition accuracy and multi-step prediction hit rates compared to conventional HMM, with substantially reduced mean absolute error.

Wei Li, Shanyun Gu, Lei Shen et al. · Energies · 0 citations