MULTI-KERNEL CONFIGURATION FOR CONVOLUTIONAL NEURAL NETWORKS

    公开(公告)号:US20200265298A1

    公开(公告)日:2020-08-20

    申请号:US16279416

    申请日:2019-02-19

    IPC分类号: G06N3/063 G06N3/04 G06K9/62

    摘要: Methods and systems of implementing a convolutional neural network are described. In an example, a structure may receive input signals and distribute the input signals to a plurality of unit cells. The structure may include a plurality of multi-kernel modules that may include a respective set of unit cells. A unit cell may correspond to an element of a kernel being implemented in the convolutional neural network and may include a storage component configured to store a weight of a corresponding element of the kernel. A first pass gate of the unit cell may be activated to pass a stored weight of the unit cell to a plurality of operation circuits in the corresponding unit cell, such that the stored weight may be applied to the input signals. The structure may generate a set of outputs based on the application of the stored weights to the input signals.

    One-transistor synapse cell with weight adjustment

    公开(公告)号:US10381061B2

    公开(公告)日:2019-08-13

    申请号:US15717023

    申请日:2017-09-27

    IPC分类号: G06N3/06 G11C11/22 H03K19/177

    摘要: Word lines intersect bit lines at a plurality of cross points where a plurality of single memory transistor synapse cells are located. Each cell includes a memory transistor; a pulse shaping unit coupled to a given one of a plurality of signal lines and a gate of the memory transistor; a logic gate having inputs coupled to a corresponding one of the word lines and a corresponding one of the bit lines, and an output coupled to the pulse shaping unit; and a pass gate arrangement. The latter is coupled to the memory transistor, the corresponding one of the word lines, the corresponding one of the bit lines, and the output of the logic gate. Pulses are applied to the gate of the memory transistor for weight adjustment during update and to interconnect the memory transistor to the corresponding one of the bit lines during inference.

    Indirect readout FET
    6.
    发明授权

    公开(公告)号:US10332874B2

    公开(公告)日:2019-06-25

    申请号:US15585876

    申请日:2017-05-03

    摘要: A metal-insulator-metal (MIM) capacitor structure includes source and drain regions formed within a semiconductor substrate, a first conducting layer formed over the source and drain regions, and a dielectric layer formed over the first conducting layer. The MIM capacitor structure further includes a second conducting layer formed over the dielectric layer, and a sidewall dielectric formed adjacent the first conducting layer and the dielectric layer. An electric field is created indirectly through the sidewall dielectric to an adjacent field effect transistor (FET) channel in the semiconductor substrate.