Parylene-MoO<sub><i>x</i></sub> crossbar memristors as a volatile reservoir and non-volatile readout: a homogeneous reservoir computing system
M A Ryabova, А. Н. Мацукатова, A. V. Emelyanov, Alexander A. Nesmelov, Т. Д. Пацаев, В. А. Демин
Abstract
crossbar memristors controlled by compliance current for this aim. The stable operation of the memristors under study is confirmed by low cycle-to-cycle and device-to-device variations of the switching voltages. For the transition between the volatile and non-volatile regimes, factors such as compliance current and reading voltage along with possible intrinsic origins are discussed. The results provide a foundation for the future hardware development of a homogeneous parylene-based reservoir computing system, considering high MNIST dataset classification accuracy (∼96%).
Topics & Concepts
HomogeneousMemristorCrossbar switchParyleneMaterials scienceParallel computingNanotechnologyOptoelectronicsComputer sciencePhysicsEngineeringElectrical engineeringComposite materialThermodynamicsTelecommunicationsPolymerAdvanced Memory and Neural ComputingNeural Networks and Reservoir ComputingMachine Learning and ELM