Hebei GEO University

MSTDualNet: multi-scale state-space dual-branch network for electroencephalography-based motor imagery decoding

Deep learning has substantially advanced electroencephalography (EEG)-based motor imagery (MI) decoding. However, existing MI-EEG decoding models insufficiently capture temporal dynamics at multiple resolutions, which are important for EEG signals containing transient event-relat...

Enhancing adult lifelong learning through data fusion algorithms and quality assurance

This study presents a Data Fusion + Random Forest (RF) framework to predict adult learners’ educational outcomes, such as dropout risk and course completion. Adult lifelong learning is crucial for personal and professional growth, but challenges like high dropout rates and low en...

Bifacial InterfaceEngineering of Perovskite Memristorsfor High-Performance Optoelectronic Synapses and Neuromorphic VisionSystems

Abstract Conventional complementary metal-oxide-semiconductor (CMOS)-based intelligent visual systems suffer from inherent bottlenecks of high energy consumption and latency, while perovskite memristors are constrained by critical issues including defect-induced instability, unim...