This study demonstrates that lipid membranes exhibit non-linear memory effects, where their capacitance changes in response to accumulated charge, linked to membrane shape and curvature alterations. The membranes show a hysteretic buckling response to oscillatory electric fields, suggesting bistable states that could be used for memory storage. A circuit model is introduced to capture these dynamic effects, offering insights into potential applications for energy storage and neuromorphic computing.