Provided is a multiplier-accumulator (MAC) system, circuit, and method. The MAC system includes a MAC circuit, including a plurality of resistors, having respective resistances, a capacitor connected to the plurality of resistors to charge, in response to a plurality of input signals, the capacitor with electric charge, and a time-to-digital converter (TDC) configured to convert information of a charge time of the capacitor, due to the electric charge, into a digital value, wherein the digital value is an accumulation result of the MAC circuit.

A memory circuit configured to perform multiply-accumulate (MAC) operations for performance of an artificial neural network includes a series of synapse cells arranged in a cross-bar array. Each cell includes a memory transistor connected in series with a memristor. The memory circuit also includes input lines connected to the source terminal of the memory transistor in each cell, output lines connected to an output terminal of the memristor in each cell, and programming lines coupled to a gate terminal of the memory transistor in each cell. The memristor of each cell is configured to store a conductance value representative of a synaptic weight of a synapse connected to a neuron in the artificial neural network, and the memory transistor of each cell is configured to store a threshold voltage representative of a synaptic importance value of the synapse connected to the neuron in the artificial neural network.

Technology for reading reversible resistivity cells in a memory array when using a current-force read is disclosed. The memory cells are first read using a current-force referenced read. If the current-force referenced read is successful, then results of the current-force referenced read are returned. If the current-force referenced read is unsuccessful, then a current-force self-referenced read (SRR) is performed and results of the current-force SRR are returned. The current-force referenced read provides a very fast read of the memory cells and can be successful in most cases. The current-force SRR provides a more accurate read in the event that the current-force referenced read is not successful. Moreover, the current-force referenced read may use less power than the current-force SRR. In an aspect this mixed current-force read is used for MRAM cells, which are especially challenging to read.

A data processing system may include: a controller configured to receive a neural network processing request from a host device; a processing memory including: one or more sub arrays each including memory cells coupled between row lines and column lines; multiplexers (MUXs) provided for respective column line groups, which are configured by grouping the column lines by a preset number; and analog-to-digital converters (ADCs) coupled to the respective MUXs; and a deserializer. The deserializer is configured to receive, from the controller, data to be stored in a selected sub array and a first column address at which the data is to be stored, and remap the first column address to a second column address such that the data is distributed and stored in the memory cells coupled to the column line groups, in order to store the data in the sub array.

An embodiment of the present disclosure provides a resistive switching memory device including: a lower electrode; an amorphous metal oxide-based first active layer positioned on the lower electrode; an amorphous metal oxide-based second active layer positioned on the first active layer; and an upper electrode positioned on the second active layer, wherein the first active layer and the second active layer are made of the same substance but are different in electrical characteristic, thereby having a voluntary compliance current characteristic and a voluntary current rectification characteristic as a single device having a stable electrical characteristic, a method of manufacturing the resistive switching memory device, and an array including the resistive switching memory device.

The present invention disclosures a RRAM cell structure, comprising a first transistor and a second transistor which are connected in parallel and commonly connected to a resistive switching device; wherein, the first transistor is set with a first gate, a first source and a first drain, a first control signal is applied to the first gate, and a first source signal is applied to the first source; the second transistor is set with a second gate, a second source and a second drain, a second control signal is applied to the second gate, and a second source signal is applied to the second source; the first drain is connected with the second drain, which are commonly connected to one terminal of the resistive switching device, and a bit signal is applied to another terminal of the resistive switching device. The present invention uses cell area of a traditional 1T1R to manufacture a 2T1R cell structure, which can take into account various operating voltage requirements of the resistive switching device simultaneously, so as to significantly improve cell performances thereof.

Methods, systems and devices for unsupervised learning utilizing at least one kT-RAM. An evaluation can be performed over a group of N AHaH nodes on a spike pattern using a read instruction (FF), and then an increment high (RH) instruction can be applied to the most positive AHaH node among the N AHaH nodes if an ID associated with the most positive AHaH node is not contained in a set, followed by adding a node ID to the set. In addition, an increment low (RL) instruction can be applied to all AHaH nodes that evaluated positive but were not the most positive, contingent on the most-positive AHaH node's ID not being contained in the set. In addition, node ID's can be removed from the set if the set size is equal to the N number of AHaH nodes.

The present invention is directed to a magnetic memory cell including a magnetic tunnel junction (MTJ) memory element and a two-terminal bidirectional selector coupled in series between two conductive lines. The MTJ memory element includes a magnetic free layer, a magnetic reference layer, and an insulating tunnel junction layer interposed therebetween. The two-terminal bidirectional selector includes bottom and top electrodes, first and third volatile switching layers interposed between the bottom and top electrodes, and a second volatile switching layer interposed between the first and third volatile switching layers. The bottom and top electrodes each independently include one of titanium nitride or iridium. The first and third volatile switching layers each include tantalum oxide and silver. The second volatile switching layer includes hafnium oxide and has a higher electrical resistance than the first and third volatile switching layers.

Methods, systems, and devices supporting configurable resistivities for lines in a memory device, such as access lines in a memory array are described. For example, metal lines at different levels of a memory device may be oxidized to different extents in order for the lines at different levels of the memory device to have different resistivities. This may allow the resistivity of lines to be tuned on a level-by-level basis without altering the fabrication techniques and related parameters used to initially form the lines at the different levels, which may have benefits related to at least reduced cost and complexity. Lines may be oxidized to a controlled extent using either a dry or wet process.

Embodiments of the present invention provide a computer system, a voltage resistance controlling apparatus, and a method that comprises at least two electrodes on proximal endpoints; a first layer disposed on the at least two electrodes, wherein the first layer is a made of a metal-oxide; a second layer disposed on the second layer, wherein the second first layer is made of an electrically conductive metal-oxide; a forming contact disposed on the second layer, wherein a combination of the forming contact disposed on the first layer disposed on the second layer operatively connects the at least two electrodes; and a computer system operatively connected to the forming contact, wherein the computer system is configured to apply a predetermined voltage to the first layer and the second layer respectively and display an overall resistance increase using a user interface.