Numerous embodiments of a precision programming algorithm and apparatus are disclosed for precisely and quickly depositing the correct amount of charge on the floating gate of a non-volatile memory cell within a vector-by-matrix multiplication (VMM) array in an artificial neural network. Selected cells thereby can be programmed with extreme precision to hold one of N different values.

Numerous embodiments are provided for compensating for drift error in non-volatile memory cells within a VMM array in an analog neuromorphic memory system. For example, in one embodiment, a circuit is provided for compensating for drift error during a read operation, the circuit comprising a data drift monitoring circuit coupled to the array for generating an output indicative of data drift; and a bitline compensation circuit for generating a compensation current in response to the output from the data drift monitoring circuit and injecting the compensation current into one or more bitlines of the array.

Memory devices might include a controller configured to cause the memory device to apply a first plurality of incrementally increasing programming pulses to control gates of a particular plurality of memory cells selected for programming to respective intended data states, determine a first occurrence of a criterion being met, store a representation of a voltage level corresponding to a particular programming pulse in response to the first occurrence of the criterion being met, set a starting programming voltage for a second plurality of incrementally increasing programming pulses in response to the stored representation of the voltage level corresponding to the particular programming pulse, and apply the second plurality of incrementally increasing programming pulses to control gates of a different plurality of memory cells selected for programming to respective intended data states.

In certain aspects, a memory device includes a plurality of memory cells and a control circuit coupled to the plurality of memory cells. The plurality of memory cells includes a first set of memory cells configured to be programmed into a first set of programming states each of which is not lower than a first predetermined programming state. The control circuit is configured to perform a first program pass on the first set of memory cells. The control circuit is configured to continue to program at least a first memory cell from the first set of memory cells with one or more first programming voltages. A threshold voltage of the first memory cell is greater than a first verification voltage that corresponds to a first programming state of the first memory cell. The control circuit is configured to perform a second program pass on the first set of memory cells.

According to one embodiment, a semiconductor memory device includes the following configuration. A second word line is provided above a first word line on a substrate. A third word line is provided above the second word line. A semiconductor layer includes a first part that passes through the first word line, a second part that passes through the second and the third word lines, and is provided above the first part, and a joint provided between the first and second parts. When a write operation is performed on a memory cell of the third word line, prior to applying a write voltage to the third word line, a first voltage is applied to a bit line, a second voltage is applied to the third word line, and a third voltage higher than the second voltage is applied to the second word line.

A non-volatile storage system includes a mechanism to compensate for over programming during the programming process. That is, after the programming process starts for a set of data and target memory cells, and prior to the programming process completing for the set of data and the target memory cells, the system determines whether a first group of the memory cells has more than a threshold number of over programmed memory cells. If so, then the system adjusts programming of a second group of memory cells to reduce the number of programming errors.

A non-volatile storage system includes a mechanism to compensate for over programming during the programming process. That is, after the programming process starts for a set of data and target memory cells, and prior to the programming process completing for the set of data and the target memory cells, the system determines whether a first group of the memory cells has more than a threshold number of over programmed memory cells. If so, then the system adjusts programming of a second group of memory cells to reduce the number of programming errors.

A non-volatile storage system includes a mechanism to compensate for over programming during the programming process. That is, after the programming process starts for a set of data and target memory cells, and prior to the programming process completing for the set of data and the target memory cells, the system determines whether a first group of the memory cells has more than a threshold number of over programmed memory cells. If so, then the system adjusts programming of a second group of memory cells to reduce the number of programming errors.

A memory system includes a plurality of memory cells, and the memory cells are multiple-level cells. The memory system performs program operations to program the memory cells. After each program operation, at least one threshold voltage test is performed to determine if threshold voltages of the memory cells are greater than the verification voltage. When the threshold voltage of a first memory cell is determined to be greater than a first verification voltage, the first memory cell will be inhibited from being programmed during the next program operation. When the threshold voltage of a second memory cell is determined to newly become greater than a second verification voltage, where the second verification voltage is greater than the first verification voltage, the second memory cell will be programmed again during the next program operation.

Systems and methods for read level tracking and optimization are described. Pages from a wordline of a flash memory device read and the raw page data read from the wordline may be buffered in a first set of buffers. The raw page data for each of the pages may be provided to a decoder for decoding and the decoded page data for each of the pages buffered in a second set of buffers. First bin identifiers may be identified for memory cells of the wordline based on the raw page data and second bin identifiers may be identified for the memory cells of the wordline based on the decoded page data. Cell-level statistics may be accumulated based on the first bin identifiers and the second bin identifiers, and a gradient may be determined for respective read levels based on decoding results for each of the pages and the cell-level statistics. Settings for the read levels may be configured in the flash memory device based on the determined gradients.