In-memory computing method and in-memory computing apparatus

    公开(公告)号:US12169702B2

    公开(公告)日:2024-12-17

    申请号:US17411938

    申请日:2021-08-25

    Abstract: An in-memory computing method and an in-memory computing apparatus are adapted to perform multiply-accumulate (MAC) operations on a memory by a processor. In the method, a pre-processing operation is respectively performed on input data and weight data to be written into input lines and memory cells of the memory to divide the input data and weight data into a primary portion and a secondary portion. The input data and the weight data divided into the primary portion and the secondary portion are written into the input lines and the memory cells in batches to perform the MAC operations and obtain a plurality of computation results. According to a numeric value of each of the computation results, the computation results are filtered. According to the portions to which the computation results correspond, a post-processing operation is performed on the filtered computation results to obtain output data.

    Determining read voltages for memory systems

    公开(公告)号:US11663074B1

    公开(公告)日:2023-05-30

    申请号:US17528346

    申请日:2021-11-17

    Abstract: Systems, methods, and apparatus including computer-readable mediums for determining read voltages for memory systems are provided. In one aspect, a memory system includes a memory storing data and a memory controller coupled to the memory. The memory controller is configured to: obtain a first reading output of target memory data in the memory using a first read voltage, and in response to determining that the first reading output fails to pass an Error-Correcting Code (ECC) test, provide the first read voltage to the memory. The memory is configured to: determine a second read voltage based on the first read voltage and generate a second reading output of the target memory data using the second read voltage.

    MEMORY DEVICE AND OPERATION METHOD THEREOF
    25.
    发明公开

    公开(公告)号:US20230161556A1

    公开(公告)日:2023-05-25

    申请号:US17701725

    申请日:2022-03-23

    Abstract: A memory device and an operation method thereof are provided. The operation method includes: encoding an input data, sending an encoded input data to at least one page buffer, and reading out the encoded input data in parallel; encoding a first part and a second part of a weight data into an encoded first part and an encoded second part of the weight data, respectively, writing the encoded first part and the encoded second part of the weight data into a plurality of memory cells of the memory device, and reading out the encoded first part and the encoded second part of the weight data in parallel; multiplying the encoded input data with the encoded first part and the encoded second part of the weight data respectively to parallel generate a plurality of partial products; and accumulating the partial products to generate an operation result.

    Determining read voltages for memory systems with machine learning

    公开(公告)号:US11386972B2

    公开(公告)日:2022-07-12

    申请号:US17073800

    申请日:2020-10-19

    Abstract: Systems, methods, and apparatus including computer-readable mediums for determining read voltages for memory systems with machine learning (ML) are provided. In one aspect, a memory system includes a memory and a memory controller configured to: obtain a first reading output of memory data using a first read voltage corresponding to a first set of parameters associated with the memory data; if the first reading output fails to pass an Error Correction Code (ECC) test, obtain a second reading output of the memory data using a second read voltage corresponding to a second set of parameters associated with the memory data and including the first set of parameters, the second read voltage being generated using at least one ML algorithm based on the second set of parameters; and if the second reading output passes the ECC test, output the second reading output as a target reading output of the memory data.

    Memory disturb reduction for nonvolatile memory
    28.
    发明授权
    Memory disturb reduction for nonvolatile memory 有权
    非易失性存储器的存储器干扰减少

    公开(公告)号:US09025375B2

    公开(公告)日:2015-05-05

    申请号:US14060296

    申请日:2013-10-22

    Abstract: Technology is described that supports reduced program disturb of nonvolatile memory. A three/two dimensional NAND array includes a plurality of pages, which are divided into a plurality of page groups. Access is allowed to memory cells within a first page group of a plurality of page groups in an erase block of the three dimensional NAND array, while access is minimized to memory cells within a second page group of the plurality of page groups in the erase block of the three/two dimensional NAND array. Pages in the same page group are physically nonadjacent with each other in the three/two dimensional NAND array.

    Abstract translation: 描述了支持减少非易失性存储器的程序干扰的技术。 三/二维NAND阵列包括被分成多个页组的多页。 允许访问在三维NAND阵列的擦除块中的多个寻呼组的第一页组内的存储单元,同时访问最小化到擦除块中的多个页组的第二页组内的存储单元 的三/二维NAND阵列。 同一页组中的页面在三维/二维NAND阵列中彼此物理上不相邻。

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