A method for performing access control regarding quality of service (QoS) optimization of a memory device with aid of machine learning an associated apparatus (e.g. the memory device and a controller thereof) are provided. The method may include: performing background scan on the NV memory to collect valley information of voltage distribution of memory cells within the NV memory, and performing machine learning based on a reinforcement learning model according to the valley information, in order to prepare a plurality of tables through the machine learning based on the reinforcement learning model in advance, for use of reading data from the NV memory; during a first time interval, writing first data and read the first data using a first table within the plurality of tables; and during a second time interval, reading the first data using a second table within the plurality of tables.

A method can include identifying, by processing circuitry of a device, a row of rows and/or column of columns to which a first feature and a second feature of an input maps, comparing the identified row and/or column to a row run length encoding (RLE) in a memory of the device that indicates, for each row, whether one or more cells in the row include an input mapped thereto or a column RLE in a memory of the device that indicates, for each column, whether one or more cells in the column include an input mapped thereto, respectively, and determining the input data is anomalous in response to determining either the row RLE indicates that no inputs are mapped to the row to which the input maps, or the column RLE indicates that no inputs are mapped to the column to which the input maps.

A system and method for utilizing a security key stored in non-volatile memory, and for generating a PUF-based data set on an integrated circuit including non-volatile memory cells, such as flash memory cells, are described. The method includes storing a security key in a particular block in a plurality of blocks of the non-volatile memory array; utilizing, in a security logic circuit coupled to the non-volatile memory array, the security key stored in the particular block in a protocol to enable access via a port by external devices or communication networks to data stored in blocks in the plurality of blocks; and enabling read-only access to the particular block by the security logic for use in the protocol, and preventing access to the particular block via the port.

A system and method for utilizing a security key stored in non-volatile memory, and for generating a PUF-based data set on an integrated circuit including non-volatile memory cells, such as flash memory cells, are described. The method includes storing a security key in a particular block in a plurality of blocks of the non-volatile memory array; utilizing, in a security logic circuit coupled to the non-volatile memory array, the security key stored in the particular block in a protocol to enable access via a port by external devices or communication networks to data stored in blocks in the plurality of blocks; and enabling read-only access to the particular block by the security logic for use in the protocol, and preventing access to the particular block via the port.

A random code generator includes a control circuit, a high voltage power supply, a memory module and a counter. The control circuit generates a control signal and an enabling signal. During a program cycle, the enabling signal is activated. The high voltage power supply receives the enabling signal. A charge pump of the high voltage power supply generates a program voltage according to an oscillation signal. When the enabling signal is activated, the high voltage power supply outputs the program voltage. The memory module determines a selected memory cell of the memory module according to the control signal. During the program cycle, the selected memory cell receives the program voltage. During the program cycle, the counter counts a pulse number of the oscillation signal to acquire a counting value, and the control circuit determines a random code according to the counting value.

A random code generator includes a control circuit, a high voltage power supply, a memory module and a counter. The control circuit generates a control signal and an enabling signal. During a program cycle, the enabling signal is activated. The high voltage power supply receives the enabling signal. A charge pump of the high voltage power supply generates a program voltage according to an oscillation signal. When the enabling signal is activated, the high voltage power supply outputs the program voltage. The memory module determines a selected memory cell of the memory module according to the control signal. During the program cycle, the selected memory cell receives the program voltage. During the program cycle, the counter counts a pulse number of the oscillation signal to acquire a counting value, and the control circuit determines a random code according to the counting value.

A method and architecture for mitigating memory imprinting in electronic system volatile memory. At system power-up, a bus mode register control determines whether to operate the current power cycle in normal mode or inversion mode, with an objective of equal amounts of time in each mode over the system's lifecycle. A bi-directional data bus inverter is positioned between a system processor and volatile memory. When the system is running in inversion mode, data from non-volatile memory is inverted (0's and 1's are swapped) when copied to volatile memory, and the data bus inverter rectifies all data bits flowing in/out of the processor. By balancing the time spent by individual memory addresses in high and low voltage states, the system minimizes differences in memory cell stresses, thus reducing memory imprinting effects. The same concept applied to other architectures, such as internal processor cache memory, and FPGA configuration memory, is also disclosed.

A method and architecture for mitigating memory imprinting in electronic system volatile memory. At system power-up, a bus mode register control determines whether to operate the current power cycle in normal mode or inversion mode, with an objective of equal amounts of time in each mode over the system's lifecycle. A bi-directional data bus inverter is positioned between a system processor and volatile memory. When the system is running in inversion mode, data from non-volatile memory is inverted (0's and 1's are swapped) when copied to volatile memory, and the data bus inverter rectifies all data bits flowing in/out of the processor. By balancing the time spent by individual memory addresses in high and low voltage states, the system minimizes differences in memory cell stresses, thus reducing memory imprinting effects. The same concept applied to other architectures, such as internal processor cache memory, and FPGA configuration memory, is also disclosed.

A memory system includes a memory device configured to store data, and a memory controller configured to perform communication between a host and the memory device and to control the memory device such that, during an operation of programming sequential data, a hash value is generated from logical block addresses of a memory area, to which the sequential data is to be written, and the hash value is stored and such that, during an operation of reading the sequential data, the sequential data is read from the memory area based on the hash value.

Various embodiments of the present technology may provide methods and system for an integrated circuit. The system may provide a plurality of integrated circuits (i.e., slave devices) connected to and configured to communicate with a host device. Each integrated circuit may comprise a register storing a common default address. Each integrated circuit may further comprise an interface circuit configured to overwrite the default address of one integrated circuit with a new address while preventing changes to the remaining integrated circuits.