College of Electronic Science and Technology;
National University of Defense Technology;
Changsha 410073;
China;
memristor; lightweight; robust; hybrid neural networks; depthwise separable convolution; bidirectional gate recurrent unit(BiGRU); one-transistor one-resistor(1T1R)arrays;