Apparatuses and techniques are described for controlling a bit line pre-charge voltage in a program operation based on a number of bits per cell, with a goal to reduce peak current consumption. In one aspect, the ramp up of a bit line voltage to an inhibit level is optimized according to the number of bits per cell. The ramp up can involve increasing the bit line voltage from an initial level to a target voltage at a regulated rate, then increasing the bit line voltage from the target voltage to a final voltage at an unregulated rate. In one approach, the regulated ramp rate is less for single-level cell programming compared to multi-level cell programming. The target voltage can also be optimized based on the number of bis per cell.

A read operation on selected memory cells may be performed by a method of operating a semiconductor memory device. The method may include determining a read voltage to be used in the read operation among first to 2.sup.N−1-th read voltages, applying the determined read voltage to a selected word line connected to the selected memory cells, and applying a read pass voltage to unselected word lines based on whether the determined read voltage is a first read voltage. Here, N may be a natural number of 2 or more.

According to one embodiment, a memory system includes a semiconductor memory device including a memory cell capable of holding at least 4-bit data and a controller configured to control a first write operation and a second write operation based on the 4-bit data. The controller includes a conversion circuit configured to convert 4-bit data into 2-bit data. The semiconductor memory device includes a recovery controller configured to recover the 4-bit data based on the converted 2-bit data and data written in the memory cell by the first write operation. The first write operation is executed based on the 4-bit data received from the controller, and the second write operation is executed based on the 4-bit data recovered by the recovery controller.

A memory system includes a semiconductor storage device including a memory cell array including a plurality of groups of memory cells, and a control circuit configured to perform, upon receipt of a write command, a write operation on one of the groups of memory cells, and a memory controller is configured to, when transmitting the write command to perform the write operation on the one of the groups of memory cells, determine a first write voltage value for the write operation based on a total number of write operations or erase operations that have been performed on the one of the groups of memory cells, and transmit the write command to the semiconductor storage device together with the determined first write voltage value.

Apparatus might include a controller configured to cause the apparatus to program a plurality of memory cells from a first data state to a second data state higher than the first data state, determine a respective first voltage level of a control gate voltage deemed to cause each memory cell of a first and second subset of memory cells of the plurality of memory cells to reach the second data state, determine a respective second voltage level of a control gate voltage deemed sufficient to cause each memory cell of the first subset of memory cells to reach a third data state higher than the second data state, and determine a respective second voltage level of a control gate voltage deemed sufficient to cause each memory cell of the second subset of memory cells to reach a fourth data state higher than the third data state.

Numerous examples of an input function circuit block and an output neuron circuit block coupled to a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. In one example, an artificial neural network comprises a vector-by-matrix multiplication array comprising a plurality of non-volatile memory cells organized into rows and columns; an input function circuit block to receive digital input signals, convert the digital input signals into analog signals, and apply the analog signals to control gate terminals of non-volatile memory cells in one or more rows of the array during a programming operation; and an output neuron circuit block to receive analog currents from the columns of the array during a read operation and generate an output signal.

One embodiment of a memory device includes an array of multiple-level memory cells and a controller. The controller is configured to program the multiple-level memory cells via a multiple-pass programming operation, the multiple-pass programming operation to program lower page data in a first pass and program higher page data in a second pass such that memory cells to be programmed to a higher level are programmed in parallel with memory cells to be programmed to a lower level.

A memory device includes a memory structure including at least one non-volatile memory cell capable of storing multi-bit data, and a control device configured to perform a program verification after a first program pulse is applied to the at least one non-volatile memory cell, determine a program mode for the at least one non-volatile memory cell based on a result of the program verification, and change a level of a pass voltage, applied to another non-volatile memory cell coupled to the at least one non-volatile memory cell, from a first level to a second level which is higher than the first level, or a setup time for changing a potential of a bit line coupled to the at least one non-volatile memory cell, according to the program mode.

Embodiments provide a scheme for estimating an optimal read threshold voltage using a deep neural network (DNN) with reduced number of processing. A controller receives first and second program voltage (PV) levels associated with read operations on cells. The controller estimates first and second probability distribution parameter sets representing skew normal distributions of the first and second PV levels, respectively. The controller estimates an optimal read threshold voltage based on the first and second probability distribution parameter sets. The optimal read threshold voltage is a read threshold voltage such that first probability density function (PDF) value of the skew normal distribution of the first PV level is the same as the second PDF value of the skew normal distribution of the second PV level.

A memory device having an improved operation speed may include a memory block including memory cells, a peripheral circuit configured to perform a program operation of increasing each of threshold voltages of the memory cells, and a control logic configured to control the peripheral circuit to perform the program operation. The program operation may include a plurality of program loops, each of the plurality of program loops may include a program voltage apply operation and a verify operation, and the control logic may control the peripheral circuit to perform verification on a highest program state during a verify operation included in a next program loop of any one program loop, when verification of a next higher program state among the plurality of program states is passed during a verify operation included in the any one program loop among the plurality of program loops.