The present disclosure generally relates to an in-memory computation (IMC) system utilizing first and second phase change memory (PCM) arrays, where the first PCM array performs the in-memory computation using stored computational weight data and the second PCM array stores backup data used to refresh the computational weight data in the first PCM array. In addition, the present disclosure relates to a method for cointegrating the first and second PCM arrays with different phase change materials on a common integrated circuit substrate.
An in-memory computation (IMC) system stores information in the bit cells of a memory array and performs calculations at the bit cell level. An example of a calculation performed by an IMC system is a multiply and accumulate (MAC) operation where an input array of numbers (X values, also referred to as the feature or coefficient data) are multiplied by an array of computational weights (g values) stored in the memory and the products are added together to produce an output array of numbers (Y values, also referred to as the decision data).
By performing these calculations at the bit cell level in the memory, the IMC system does not need to move data back and forth between a memory device and a computing device. Thus, the limitations associated with data transfer bandwidth between devices are obviated and the computation can be performed with lower power consumption.
It is known in the art for the memory array of the IMC system to be implemented using phase change memory (PCM) cells. A PCM cell is configured to store the weight data using a phase change material that is capable of stably transitioning between amorphous and crystalline phases according to an amount of heat transferred thereto. The amorphous and crystalline phases exhibit two or more distinct resistances, in other words two or more distinct transconductances, which are used to distinguish two (for binary data) or more (for m-ary data, m being an integer greater than or equal to three) distinct logic states programmable into the memory cell. The amorphous phase exhibits a relatively higher resistance (i.e., a lower transconductance) and thus the current flowing through the memory cell programmed in this state when selected is relatively smaller. Conversely, the crystalline phase exhibits a relatively lower resistance and thus the current flowing through the memory cell programmed in this state is relatively larger.
The phase change material used in a PCM cell typically utilizes germanium (Ge) along with chemical elements of Group VI of the Periodic Table of the Elements such as tellurium (Te), selenium (Se), and/or antimony (Sb) which are referred to in the art as chalcogenides or chalcogenic materials. For example, the phase change material may comprise a GexSbyTez alloy (referred to in the art as a GST alloy).
Memories that utilize phase change memory elements formed from certain widely used GST alloys are known to suffer from some reliability issues. In particular, there is evidence that certain stoichiometric GST alloys (such as the GST 225 alloy (Ge2Sb2Te5) and the GST 447 alloy (Ge4Sb4Te7)) exhibit a concern with phase retention (used to identify one or more logic states for the stored data) at high temperature. As a result, there may be a loss of logic state for the stored data. To compensate for this loss, it is necessary to refresh the stored data in the memory array.
In an embodiment, a method for cointegrated fabrication, on a common semiconductor substrate having a first area and a second area, of a first phase change memory (PCM) cell and a second PCM cell, comprises: forming a heating element within an insulating region over both the first area of the common semiconductor substrate and the second area of the common semiconductor substrate; depositing a layer of a first phase change material over the heating elements for both the first area and the second area; masking over the layer of the first phase change material at the second area and removing the layer of the first phase change material at the first area; depositing a layer of a second phase change material, different from the first phase change material, over the heating element for the first area and over the layer of the first phase change material at the second area; and masking over the layer of the second phase change material at the first area and removing the layer of the second phase change material at the second area.
In an embodiment, a method for cointegrated fabrication, on a common semiconductor substrate having a first area and a second area, of a first phase change memory (PCM) cell and a second PCM cell, comprises: depositing a layer of a first phase change material over a first insulated heating element associated with the first area; depositing a layer of a second phase change material, different from the first phase change material, over a second insulated heating element associated with the second area; lithographically patterning the layer of the first phase change material to define a first memory region for the first PCM cell; and lithographically patterning the layer of the second phase change material to define a second memory region for the second PCM cell.
In an embodiment, an in-memory computation (IMC) system comprises: an in-memory computation circuit including a first phase change memory (PCM) array configured to store the computational weights for an in-memory computation operation; wherein the first PCM array comprises PCM cells made of a phase change material comprising a first GST alloy; a data storage circuit including a second PCM array configured to store backup data for the computational weights for the in-memory computation operation; wherein the second PCM array comprises PCM cells made of a phase change material comprising a second GST alloy different from the first GST alloy; and a control circuit configured to read the backup data from the second PCM array and write to the first PCM array to refresh the computational weights for the in-memory computation operation from said backup data.
An in-memory computation (IMC) system, comprising: an in-memory computation circuit including a first phase change memory (PCM) array configured to store the computational weights for an in-memory computation operation; wherein the first PCM array comprises PCM cells made of a phase change material comprising a first GST alloy; a data storage circuit including a second PCM array configured to store backup data for the computational weights for the in-memory computation operation; and wherein the second PCM array comprises PCM cells made of a phase change material comprising a second GST alloy different from the first GST alloy.
For a better understanding of the embodiments, reference will now be made by way of example only to the accompanying figures in which:
Like features have been designated by like references in the various figures. In particular, the structural and/or functional features that are common among the various embodiments may have the same references and may dispose identical structural, dimensional and material properties.
Unless indicated otherwise, when reference is made to two elements connected together, this signifies a direct connection without any intermediate elements other than conductors, and when reference is made to two elements coupled together, this signifies that these two elements can be connected or they can be coupled via one or more other elements.
In the following description, when reference is made to terms qualifying absolute positions, such as terms “front”, “rear”, “top”, “bottom”, “left”, “right”, etc., or relative positions, such as terms “above”, “under”, “upper”, “lower”, etc., or to terms qualifying directions, such as terms “horizontal”, “vertical”, etc., unless specified otherwise, it is referred to the orientation of the drawings.
Reference is now made to
The PCM cells within the PCM1 array 12 utilize a first GST alloy for the phase change material. This first GST alloy is selected for its suitability to support implementation of a rheostatic memory cell. By this it is meant that the PCM cells within the PCM1 array 12 are capable of storing m-ary (where m is an integer greater than or equal to three) logic states. In other words, the amorphous and crystalline phases of the phase change material of each PCM cell in the PCM1 array 12 can be programmed to exhibit three or more distinct resistances with a corresponding three or more distinct transconductances. A concern with implementing the PCM cells within the PCM1 array 12 using the first GST alloy for the phase change material is that this phase change material exhibits a data retention concern at high temperature. Exposure to high temperate can produce a loss of logic state associated with one or more of the distinct resistances associated with the stored m-ary logic states.
In a preferred implementation, the first GST alloy is a stoichiometric GST alloy such as the GST 225 alloy (Ge2Sb2Te5) or the GST 447 alloy (Ge4Sb4Te7). In this context, a “stoichiometric GST alloy” is understood by those skilled in the art to be stable in both the crystalline and amorphous phases (i.e., same composition in the two phases). This is contrasted to non-stoichiometric GST alloys, such as with Ge-rich alloys, that cannot maintain the same chemical composition in both the crystalline and amorphous phases. The excess Ge that can be incorporated into the amorphous phase compared to the stoichiometric compositions must be expelled to allow for lattice formation. Thus, during the phase transition the material tends to segregate into pure Ge and stoichiometric GST.
The system 100 further includes a data storage circuit 50 including a second phase change memory (PCM) array (PCM2) 52 configured to store a backup of the computational weights (gmn weight data) for the in-memory computation operation.
The PCM cells within the PCM2 array 52 utilize a second GST alloy, different from the first GST alloy, for the phase change material. This second GST alloy is selected for its suitability to provide stability in phase retention over a wide range of temperature (i.e., it is thermally stable).
In a preferred implementation, the second GST alloy is a germanium rich GST alloy. In this context, a Ge-rich GST alloy is an alloy where germanium is a predominant component of the average composition for the alloy. In other words, the percentage by weight of germanium in the Ge-rich GST alloy is greater than 50%. An advantage of Ge-rich GST alloys is an increase in crystallization temperature, providing an increased ability to preserve the stored logic state (phase retention), without degrading cycling performance. Examples of Ge-rich GST alloys suitable for use as the phase change material for the PCM cells within the PCM2 array 52 include: the GST 712 alloy (Ge7Sb1Te2) and the GST 523 alloy (Ge5Sb2Te3). Alternatively, a Ge-rich GST alloy including nitrogen may be used such as GexSbyTezNj where the percentage by weight of germanium is greater than or equal to 50%, for example, at or about 70%, and the percentage by weight of nitrogen is in a range of 5-25% (more preferably between 8-21%, still more preferably between 11-18%, and even more preferably between 13-15%).
The system 100 still further includes a control circuit 102 that operates to read the backup of the computational weights (gmn weight data) stored in the PCM2 array 52 of the data storage circuit 50 and then write that data into the PCM1 array 12 in-memory computation circuit 10 (see, refresh arrow). The effect of this read-write operation is to refresh the computational weights for the in-memory computation operation and thus obviate concerns with respect to data retention of the PCM cells within the PCM1 array 12 which utilize the first GST alloy for the phase change material.
In a preferred implementation with use of a Ge-rich GST alloy for the PCM2 array 52, it is noted the PCM cells will stably store binary logic states for the data. Because the PCM1 array 12 is configured to store m-ary logic states in each PCM cell, the PCM2 array 52 is accordingly designed to be larger in size than the PCM1 array 12 in order to support backup all of the computational weight data. Consider an example were each PCM cell within the PCM1 array 12 can store distinct four logic states (i.e., the PCM cell is a 4-ary (quaternary) cell). Backup storage of the 4-ary logic states of each PCM cell of the PCM1 array 12 is supported through the use of two PCM cells of the PCM2 array 52. The controller 102 advantageously performs a conversion of the multiple bits of binary data stored in multiple PCM cells of the PCM2 array 52 to write one bit of m-ary data to one PCM cell of the PCM1 array 12.
Reference is made to
In an embodiment of the memory array 12, each memory cell 14 comprises a phase change memory (PCM) cell formed by a select circuit (MOSFET transistor) 14t operating as a switching element and a variable resistive element 14r providing a programmable transconductance. The control node (gate) of the MOSFET transistor select circuit 14t is connected to the word line WL. The source-drain conduction path of the MOSFET transistor switching element 14t is connected in series with the variable resistive element 14r between the bit line BL and a reference node (for example, a source line or ground).
The PCM-type memory cell 14 is a rheostatic cell configured to store the weight data using a phase change material. The phase change material is a chalcogenide in the form of a first GST alloy such as a stoichiometric GST alloy such as, for example, the GST 225 alloy (Ge2Sb2Te5) or the GST 447 alloy (Ge4Sb4Te7).
Each memory cell 14 includes a word line WL and a bit line BL. The memory cells 14 in a common row of the matrix are connected to each other through a common word line WL<b>. The memory cells 14 in a common column of the matrix are connected to each other through a common bit line BL<a>.
Each word line WL<b> is driven by a word line driver circuit 16 with a pulsed word line signal generated by a row controller/decoder circuit 18. The word line driver circuit 16 may be implemented as a CMOS driver circuit (for example, a series connected p-channel and n-channel MOSFET transistor pair forming a logic inverter circuit).
The row controller/decoder circuit 18 receives an address signal (Address) for the in-memory compute operation and in response thereto performs the function of selecting which plural ones of the word lines WL<1> to WL<n> are to be simultaneously accessed (or actuated) in parallel during an analog in-memory compute operation. The row controller/decoder circuit 18 further receives the feature or coefficient data Xb for the in-memory compute operation and in response thereto controls, for each corresponding actuated word line WL<b>, the width (i.e., the on time TON) of the generated pulsed word line signal. This functionality is a form of a pulse width modulation (PWM) control for the applied word line signals dependent on the digital value of the received feature or coefficient data X.
The analog signal Ya developed on the bit line BL<a> is dependent on the logic state of the bits of the computational weight gab stored in the b=1 to n memory cells 14 of the column and the widths of the pulsed word line signals applied to the word lines WL<1>, . . . , WL<n> for those memory cells 14. More specifically, it will be understood that each memory cell 14 contributes a bit line BL discharge current that is proportional to Xb×gab. So, in the example shown in
A column processing circuit 20 senses and samples the analog signal Ya on each bit line BL<a> for the m columns and converts the analog signal to a corresponding digital signal dYa using analog-to-digital converter circuitry. Although
The circuit 10 further includes a read-write circuit 22 that operates in conjunction with the row controller/decoder circuit 18 in connection with memory access operations to write bits of data (for example, the computational weight data) to, and read bits of data from, the memory cells 14 of the memory array 12 according to the applied Address. This operation is referred to as a conventional memory access mode and is distinguished from the analog in-memory compute operation discussed above. Operation in the conventional memory access mode to write data into the memory cells 14 of the memory array 12 is performed in connection with performing the data refresh using the backup of the computational weights (gmn weight data) stored in the PCM2 array 52 of the data storage circuit 50. The control circuit 102 would then control the read-write circuit 22 and the Address selection to perform the data write operation.
The configuration of the in-memory computation circuit 10 shown in
Reference is made to
Each m-ary bit of data gab for the computational weight is associated with a plurality of binary bits of backup data hcd. This is because it takes multiple binary data bits of backup data hcd to store the equivalent logic state of one m-ary computational weight bit of data gab. In a particular example where m=4, a single bit of computational weight data gab is associated with two bits of backup data hcd. This relationship is illustrated in
In an embodiment of the memory array 52, each memory cell 54 comprises a phase change memory (PCM) cell formed by a select circuit (bipolar transistor) 54t operating as a switching element and a variable resistive element 54r providing a programmable transconductance. The control node (base) of the bipolar transistor select circuit 54t is connected to the word line WL. The emitter-collector conduction path of the bipolar transistor switching element 54t is connected in series with the variable resistive element 54r between the bit line BL and a reference node (for example, a source line or ground). The use of a bipolar transistor for the select circuit 54t is preferred here for the memory cell 54 because it occupies less space than a corresponding MOS transistor and thus supports a higher density with a more compact cell. However, it will be understood that a MOS transistor could instead be used for the select circuit 54t in applications where density of the memory array 52 is of less concern.
The PCM-type memory cell 54 is configured to store the backup weight data using a phase change material. The phase change material is a chalcogenide in the form of a second GST alloy, different from the first GST alloy used in array 12, such as a Ge-rich GST alloy (i.e., an alloy where germanium is a predominant component of the average composition—for example, where the percentage by weight of germanium in the GST alloy is greater than or equal to 50%). Examples of suitable germanium rich GST alloys are identified above. It will be noted that the PCM-type memory cell 54 is not a rheostatic cell.
Each memory cell 54 includes a word line WL and a bit line BL. The memory cells 54 in a common row of the matrix are connected to each other through a common word line WL<c>. The memory cells 54 in a common column of the matrix are connected to each other through a common bit line BL<d>.
Each word line WL<d> is driven by a word line driver circuit 56 with a pulsed word line signal generated by a row controller/decoder circuit 58. The word line driver circuit 56 may be implemented as a CMOS driver circuit (for example, a series connected p-channel and n-channel MOSFET transistor pair forming a logic inverter circuit).
The row controller/decoder circuit 58 receives an address signal (Address) for the memory access mode of operation and in response thereto performs the function of selecting a single one of the word lines WL<1> to WL<j> to be accessed (or actuated) when performing a read to or write from the memory array.
A read-write circuit 62 operates in conjunction with the row controller/decoder circuit 58 in connection with memory access operations to write bits of data (for example, the computational weight data) to, and read bits of data from, the memory cells 54 of the memory array 52. This operation is referred to as a conventional memory access mode. Operation in the conventional memory access mode to read data from the memory cells 54 of the memory array 52 is performed in connection with the data refresh using the bits of backup data hjk read from memory array 52 to generate the computational weights (gmn weight data) for storage in (i.e., write to) the memory cells 14 of the memory array 12. As previously discussed, the control circuit 102 operates to control the read from memory 52 through the read-write circuit 62 and the applied Address, the conversion of the bits of backup data hjk from binary to m-ary, and the write to memory 12 of the m-ary computational weight data gmn to the memory array 12 through the read-write circuit 22 and its applied Address.
Reference is now made to
To program a logic state in the memory cell 70, the heating element provided by the first electrode 74 is actuated to heat the phase change portion 78 of the memory region 72 above its crystallization temperature. Control is then exercised over the rate at which the phase change portion 78 is subsequently allowed to cool. With a slower cooling rate, the phase change material in the phase change portion 78 will tend towards a crystalline phase. Conversely, with a faster cooling rate, the phase change material in the phase change portion 78 will tend towards an amorphous phase.
In a binary data storage function, such as implemented in connection with the memory array 52 of the data storage circuit 50 and use of the germanium rich GST alloy, the resistance of the memory region 72 with the phase change portion 78 programmed in the crystalline phase provides a first logic state (referred to as the reset state or logic “0” state), and the resistance of the memory region 72 with the phase change portion 78 programmed in the amorphous phase provides a second logic state (referred to as the set state or logic “1” state). When reading from the memory cell 70, a voltage is applied between the first and second electrodes 74, 76 and the current that flows through the memory region 72 is read. The current will have a magnitude that is proportional to the conductivity of the memory region 72. A relatively higher current—due lower resistance—will flow with the phase change portion 78 programmed in the crystalline phase, thus indicating a programming of the memory cell 70 in the reset state or logic “0” state, and a relatively lower current—due to higher resistance—will flow with the phase change portion 78 programmed in the amorphous phase, thus indicating a programming of the memory cell 70 in the set state or logic “1” state.
In an m-ary data storage function, such as implemented in connection with the memory array 12 of the in-memory computation circuit 10 and the use of the rheostatic cell configuration with a stoichiometric GST alloy, the resistance of the memory region 72 with the phase change portion 78 programmed in the crystalline phase provides a first logic state, the different resistances of the memory region 72 due to differing volumes of the phase change portion 78 in the amorphous phase provide intermediate logic states and a last logic state. Consider now the example where m=4 (i.e., the 4-ary or quaternary logic). When reading from the memory cell 70, a voltage is applied between the first and second electrodes 74, 76 and the current that flows through the memory region 72 is read. The current will have a magnitude that is proportional to the conductivity of the memory region 72. The magnitude of the current—as a function of the resistance—is sensed. A highest current—due to lowest resistance—will flow with the phase change portion 78 programmed in the crystalline phase, thus indicating a programming of the memory cell 70 in a first logic “11” state. A slightly lower current—due to a slightly higher resistance—will flow with the phase change portion 78 programmed in an amorphous phase having a first volume, thus indicating a programming of the memory cell 70 in a second logic “10” state. A further lower current—due to a higher resistance—will flow with the phase change portion 78 programmed in an amorphous phase having a second volume (greater than the first volume), thus indicating a programming of the memory cell 70 in a third logic “01” state. Lastly, a lowest current—due to highest resistance—will flow with the phase change portion 78 programmed in an amorphous phase having a third volume (greater than the second volume), thus indicating a programming of the memory cell 70 in a fourth logic “00” state.
With reference once again to
Reference is now made to
In all of the
The layer 228 of electrically resistive material is a component part of the rheostatic memory cell 12, but it will be noted that the inclusion of the layer 228 may also be helpful to address concerns with the efficacy of the surface cleaning of the wafer (
While the invention has been illustrated and described in detail in the drawings and foregoing description, such illustration and description are considered illustrative or exemplary and not restrictive; the invention is not limited to the disclosed embodiments. Other variations to the disclosed embodiments can be understood and effected by those skilled in the art in practicing the claimed invention, from a study of the drawings, the disclosure, and the appended claims.