主题词：Neural Networks and Applications; EEG and Brain-Computer Interfaces; Neural dynamics and brain function; Advanced Memory and Neural Computing; Blind Source Separation Techniques; Functional Brain Connectivity Studies; Neuroscience and Neural Engineering; Fuzzy Logic and Control Systems; Face and Expression Recognition; Epilepsy research and treatment; Fault Detection and Control Systems; Neural Networks Stability and Synchronization; stochastic dynamics and bifurcation; Machine Learning and ELM; Neural Networks and Reservoir Computing; Neurological disorders and treatments; ECG Monitoring and Analysis; Neuroscience and Neuropharmacology Research; Muscle activation and electromyography studies; Metaheuristic Optimization Algorithms Research; Control Systems and Identification; DNA and Biological Computing; Nonlinear Dynamics and Pattern Formation; Brain Tumor Detection and Classification; Advanced Neural Network Applications