A neuromorphic semiconductor device includes a copper-based intercalation channel disposed on an insulative layer, a source contact and a drain contact of a substrate. A copper-based electrolyte layer is disposed on the copper-based intercalation channel and a copper-based gate electrode is disposed on the copper-based electrolyte layer.