SnNb₂O₆-Based Capacitive Memristive Synapses with Intrinsic LIF Dynamics for Neuromorphic Epilepsy Detection

This paper presents a SnNb₂O₆-based capacitive memristor device that mimics biosynaptic neurons with leaky-integrate-and-fire dynamics for monitoring epileptic seizures. The device achieves 95.8% classification accuracy for epilepsy-related states when integrated with convolutional neural networks for EEG signal analysis.