SYNAPSE ARRAY OF NEUROMORPHIC DEVICE INCLUDING SYNAPSES HAVING FERRO-ELECTRIC FIELD EFFECT TRANSISTORS AND OPERATION METHOD OF THE SAME

    公开(公告)号:US20180349761A1

    公开(公告)日:2018-12-06

    申请号:US15810160

    申请日:2017-11-13

    Applicant: SK hynix Inc.

    Inventor: Hyung-Dong LEE

    Abstract: A synapse array of a neuromorphic device is provided. The synapse array may include a pre-synaptic neuron; a row line extending from the pre-synaptic neuron in a row direction; a post synaptic neuron; a column line extending from the post-synaptic neuron in a column direction; and a synapse disposed at an intersection region between the row line and the column line. The synapse may include an n-type ferroelectric field effect transistor (n-FeFET) having a source electrode, a gate electrode and a body; a p-type ferroelectric field effect transistor (p-FeFET) having a source electrode, a gate electrode and a body; and a resistive element having a first node electrically connected to the source electrode of the n-FeFET and electrically connected to the source electrode of the p-FeFET, and the n-FeFET and the p-FeFET are electrically connected in series.

    NEURAL NETWORK SYSTEM
    8.
    发明申请

    公开(公告)号:US20170300810A1

    公开(公告)日:2017-10-19

    申请号:US15459622

    申请日:2017-03-15

    Applicant: SK Hynix Inc.

    Inventor: Hyung-Dong LEE

    CPC classification number: G06N3/063 G06N3/049

    Abstract: A neuromorphic device includes an input device; an output device; and a neural network including a first synapse network and a second synapse network between the input device and the output device. The first synapse network includes a first synapse system having higher learning efficiency than the second synapse network, and the second synapse network includes a second synapse system having more excellent data retention capability than the first synapse network.

    METHOD FOR UPDATING WEIGHTS OF SYNAPSES OF A NEUROMORPHIC DEVICE

    公开(公告)号:US20170193363A1

    公开(公告)日:2017-07-06

    申请号:US15386920

    申请日:2016-12-21

    Applicant: SK hynix Inc.

    Inventor: Hyung-Dong LEE

    CPC classification number: G06N3/049 G06N3/063 G06N3/088

    Abstract: A method for updating a weight of a synapse of a neuromorphic device is provided. The synapse may include a transistor and a memristor. The memristor may have a first electrode coupled to a source electrode of the transistor. The method may include inputting a row spike to a drain electrode of the transistor at a first time; inputting a column spike to a second electrode of the memristor at a second time; inputting a row pulse to the drain electrode of the transistor at a third time that is delayed by a first delay time from the second time; inputting a column pulse to the second electrode of the memristor at a fourth time that is delayed by a second delay time from the second time; and inputting a gating pulse to a gate electrode of the transistor at a fifth time that is delayed by a third delay time from the fourth time.

    NEUROMORPHIC DEVICE
    10.
    发明申请
    NEUROMORPHIC DEVICE 审中-公开

    公开(公告)号:US20170193359A1

    公开(公告)日:2017-07-06

    申请号:US15394524

    申请日:2016-12-29

    Applicant: SK hynix Inc.

    CPC classification number: G06N3/0635 G06N3/049

    Abstract: A neuromorphic device includes a substrate; a first electrode and a second electrode that are disposed over the substrate, extend in a first direction, and are spaced apart in a second direction; a stack structure between the first electrode and the second electrode, which includes reactive metal layers alternately stacked with one or more insulating layers; an oxygen-containing layer between the first electrode and the stack structure, which includes oxygen ions; and an oxygen diffusion-retarding layer between the stack structure and the oxygen-containing layer. The first direction is perpendicular to a top surface of the substrate, and the second direction is parallel to the top surface of the substrate. Each reactive metal layer may react with the oxygen ions to form a dielectric oxide layer. The oxygen diffusion-retarding layer interferes with a movement of the oxygen ions. A thickness of the oxygen diffusion-retarding layer varies along the first direction.

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