SOT-MTJ device parameters.
Spin-orbit torque magnetic random-access memory (SOT-MRAM) has shown promising potential to realize reliable, high-speed and energy-efficient on-chip memory. However, conventional SOT-MRAM requires two access transistors per cell. This limits the use of conventional SOT-MRAM in high-density memories. Thus, various architectures in the literature have been proposed to improve the area efficiency of the SOT-MRAM. In this chapter, these proposals are divided into two categories: non-diode-based SOT-MRAM and diode-based SOT-MRAM cells. The non-diode-based proposals may result in a 1-bit effective area saving up to 50% compared to the conventional SOT-MRAM, whereas the diode-based designs may result in 1-bit effective area-saving of up to 75%. However, the area saving may be accompanied by higher energy and reliability issue penalties. Therefore, here, the various proposals in the literature are presented, highlighting the pros and cons of each design. Moreover, the technology requirements to realize these proposals are discussed. Finally, the various designs are evaluated from both cell and system level perspectives.
- MOM diode
In the era of the Internet of things (IoT), ultra-low power and energy-efficient computing become essential. The expected large number of the IoT nodes forces the limitation of their power budget . In particular, for the majority of the IoT nodes that are powered by energy harvesters, their anticipated power budget can be as small as sub μWatt . Thus, employing nonvolatile (NV) memory in these nodes would aid in reducing their power consumption. This is because leakage power constitutes a significant percentage of the total power consumed due to the long idle durations. Hence, the memory can be power gated, thanks to its nonvolatility, and consequently eliminates its leakage contribution. In addition, IoT nodes powered by energy harvesters may suffer from multiple durations of power discontinuities as a result of using the unreliable power source. Therefore, having NV memory aids to continue the computation from where it’s stopped without restarting every single operation once the power goes down , which aids in increasing the overall performance as well. Furthermore, the different modules on these nodes need to be area efficient. Area efficiency aids in decreasing the overall parasitic contribution, which enhances the performance and energy efficiency. More importantly, the smaller the silicon area consumed by the IoT node, the lower the overall cost. The cost is an important metric for the success of a specific IoT design as it is targeted to have these IoT chips with prices as low as 50 cents. Thus, a combination of improved technologies and circuits is needed to achieve energy- and area-efficient designs.
Emerging devices such as a magnetic tunnel junction (MTJ) may be used to implement a nonvolatile memory, which would be called magnetic random-access memory (MRAM). An MTJ, highlighted in Figure 1, comprises two ferromagnetic (FM) layers separated by a tunneling oxide barrier. One FM layer has a pinned magnetization (i.e. pinned layer (PL)), while the other has a free magnetization (
The MRAM can be classified based on the writing technique employed to switch the MTJ resistance state. These techniques, such as field-induced magnetization reversal (FIM) , spin-transfer torque (STT) [4, 5], voltage-controlled magnetic anisotropy (VCMA)  and spin-orbit torque (SOT) [7, 8, 9, 10, 11], result in the different corresponding MRAM types like FIM MRAM, STT MRAM, VCMA MRAM, and SOT MRAM, respectively. FIM requires applying an external magnetic field to program the MTJ, which hinders its scalability and increases its energy consumption, while STT, VCMA, and SOT are known to be highly scalable . STT programming has a common current path for both writing and reading the MTJ, whereby the write current (
However, the separation of the read and write paths comes with a penalty of requiring two access transistors per cell to fully isolate both paths of the nonselected cells in the conventional approach of implementing the SOT-MRAM, presented in Figure 2(a). This increases the 1-bit effective area of the conventional SOT-MRAM, which limits its use in high-density memories. Thus, various SOT-MRAM cell designs in the literature have been proposed to improve the area efficiency of the SOT-MRAM. In this chapter, these proposals in the literature are going to be presented, highlighting the advantages and disadvantages of each design. The various proposals are divided into two main categories, which are diode-based and non-diode-based SOT-MRAM. Moreover, the technology requirements to realize these proposals are discussed. Finally, the proposals are evaluated from both cell and system level perspectives.
The chapter is organized as follows: Section 2 presented the nondiode-based SOT-MRAM proposals discussing their operation, pros, and cons. Similarly, the operation, pros, and cons of the various diode-based SOT-MRAMs are illustrated in Section 3. Section 4 evaluates the various diode and non-diode-based SOT-MRAM proposals from both cell and system-level perspectives. Finally, Section 5 provides the concluding remarks.
2. Nondiode-based SOT-MRAM
In this section, the various SOT-MRAM proposals in the literature that do not require employing a diode (or selector) in the cell are presented. Nondiode based SOT-MRAM cells only rely on access transistors for current flow control. Avoiding using diodes offer an advantage of a simpler fabrication process and may achieve higher energy efficiency as lower read voltages may be applied. The nondiode-based SOT-MRAMs in the literature include the conventional single-level cell (SLC) SOT-MRAM, as shown in Figure 2(a), and two multi-level cell (MLC) proposals depicted in Figure 2(c) and (d).
2.1 Conventional SLC SOT-MRAM
The conventional SOT-MRAM, depicted in Figure 2(a), as discussed in various works [14, 15] requires two transistors to access one bit per cell. One of the transistors is used to control the write current flow (i.e. write Tx shown in Figure 2(a)) and the second transistor is required to control the read current flow (i.e. read transistor). The two transistors are essential to fully isolate the nonselected bits to avoid nonintentional read and write of these bits when not selected. Furthermore, the existence of a single MTJ per heavy metal (HM) electrode to be programmed for each cell write operation maintains the high energy efficiency of SOT technology. In addition, the single-level cell sensing scheme for this cell enhances the distinguishability, bit error rate (BER), and read energy consumption. Consequently, the conventional SLC SOT-MRAM design, shown in Figure 2(a), represents the baseline of the energy consumption for the SOT-MRAM. However, the usage of two transistors to access a single bit increases the 1-bit effective area significantly, which is estimated to be 69
2.2 MLC SOT-MRAM
Kim et al.  proposed to employ a multi-level cell (MLC) SOT-MRAM instead of the single-level cell (SLC) SOT-MRAM to reduce the 1-bit effective area. In the MLC memory, each cell comprises two bits (i.e. two MTJs exists per cell) instead of only 1-bit (1 MTJ) in the SLC. This means that the two MTJ resistance combinations should represent four different resistance states instead of only two resistance states in the SLC. In this MLC design, the two bits are accessed by two transistors (i.e. effectively one transistor per bit), which results in an approximately 50% smaller 1-bit effective area compared to conventional SLC SOT-MRAM. However, there is still a margin to improve the 1-bit effective area than their estimated value of 34.5
2.2.1 Parallel multi-level cell SOT-MRAM (P-MLC SOT-MRAM)
P-MLC, depicted in Figure 2(c), encloses two MTJs in-parallel and both placed side-by-side over a common HM electrode. The main advantage of this cell structure is that the two bits are accessed by two transistors, which results in approximately 50% reduction in the 1-bit effective area. As the two MTJs are placed on the HM, both of the MTJs may be programmed by SOT effect. Writing the two MTJs with identical bits (‘00’ or ‘11’) can be done using only one write pulse with duration following the slower MTJ. However, to write independent bits on the two MTJs (‘01’ or ‘10’), the two MTJs must have different critical currents (
Releasing the two MTJs with different
The reading operation is done similarly to the conventional SOT-MRAM, where the sense current or voltage is used to identify the equivalent resistance state. However, it is required to differentiate between four different resistances states unlike the only two states that exist in the conventional SLC. In addition, the in-parallel configuration of the two MTJs during reading results in a reduced minimum difference between the various resistance states (and consequently reduced read margin compared to in-series configuration and SLC), as the equivalent resistance for two parallel resistances is always smaller than the smallest resistance. For instance, if the parallel configuration resistance (
2.2.2 Series multi-level cell SOT-MRAM (S-MLC SOT-MRAM)
S-MLC, shown in Figure 2(d), consists of two in-series MTJs placed over an electrode made of heavy metal. The first MTJ (MTJ1) in contact with the heavy metal electrode can be programmed by SOT effect, whilst the second MTJ (MTJ2) (stacked over MTJ1) must be programmed by conventional spin-transfer torque (STT). Similarly, the main advantage of this proposal is that each cell comprises two bits that are accessed by two transistors. This results in a nearly 50% reduction of the 1-bit effective area compared to conventional SOT-MRAM. In the write operation of S-MLC, MTJ2 must be programmed before MTJ1 to avoid a final state of write disturb failures for MTJ1, which means that the programming for the two MTJs should be serial and cannot be simultaneous. The need for STT in programming MTJ2 results in low energy efficiency as STT programming requires passing current by the high resistance MTJ stack, which demands high writing voltage in addition to the large critical current of STT switching compared to SOT switching. In addition, passing a large current through the MTJ stack reduces the tunnel barrier reliability, which jeopardizes one of the main advantages of using SOT-MRAM. The reading operation of the S-MLC is similar to P-MLC. Being an MLC requires the stack to represent four different resistance states. Thus, S-MLC uses MTJs with different cross-sectional dimensions to achieve the four different resistance states, which may result in a complex fabrication process. Furthermore, there is a need to employ low resistance MTJs in the stack to be able to supply enough current to achieve the STT switching. This results in a smaller minimum difference between the four distinct resistance states (i.e. smaller Δ
3. Diode-based SOT-MRAM
This section presents the various diode-based or selector-based SOT-MRAM proposals in the literature. These proposals mainly rely on replacing the read transistor (Tx), highlighted in Figure 2(a), by a diode or selector. As the read operation in SOT-MRAM requires mainly a relatively small and unidirectional current, a diode or a selector can successfully satisfy these requirements. The employed diodes are targeted to be nonsilicon-based, and thus, the cell silicon area would have one less transistor, as further explained below. However, employing a diode or selector may come with an energy penalty as larger read voltage may be required to overcome the diode’s on-voltage.
3.1 SLC diode-based SOT-MRAM
Seo et al.  proposed a diode-based single-level cell (SLC) SOT-MRAM, shown in Figure 2(b). In that design, the SOT-MRAM cell area is reduced by replacing the read transistor, depicted in Figure 2(a), with a Schottky diode. Thus, the cell requires only one transistor to access a single bit. This design’s main advantage is the reduction of the 1-bit effective area by approximately 50% compared to conventional SLC SOT-MRAM that requires two transistors to access a single bit. In this design, the 1-bit effective area is estimated to be 34.5
3.2 Multi-bit per cell dedicated diode (MBC-DD) SOT-MRAM
Ali et al.  extended the SLC diode-based SOT-MRAM proposal to be a multi-bit per cell (MBC). Their proposed design, shown in Figure 4, relies on a metal-oxide-metal (MOM) diode (or also known as selector) stacked over an MTJ (forming a D-MTJ) to replace the task of the read Tx in controlling the read current flow. The cell comprises two D-MTJs with similar tunnel oxide barrier thicknesses and their free-layers are placed in contact with a common HM electrode. The two D-MTJs can be programmed with two different bits through a common electrode. The sharing of common electrode allows the use of only single transistors to access the two bits (2 D-MTJs). This result is the main advantage of this proposal, which is a reduced 1-bit effective area that is 4× smaller than the conventional SOT-MRAM and offers at least double the density compared to any MRAM proposal in the literature. Given the design rules in , the 1-bit effective area is estimated to be 18
The MOM diode MTJ stack employed in this design is similar to the experimentally validated device used in the 1S1R 3D cross-point STT-MRAM developed by avalanche [19, 20, 21]. However, employing the D-MTJ device in the SOT technology would be more efficient than in the STT technology as the energy and performance degradation effects of the diode would only exist in the read operation and is avoided in the write operation. This is because the diode only exists in the read path, while in the STT technology, the write operation is dependent on the employed diode as the write current has to flow through both the MTJ and diode to achieve the STT switching.
The writing operation of this cell is similar to that in the P-MLC, where either time-dependent or current-dependent writing can be adopted as elaborated before. During the write operation, the WWL of the row comprising the required cell is asserted high. A ‘0’/‘1’ is written on the MTJ if the BL is set high/low, and SL is pulled low/high for the column including the targeted cell, allowing the charge current to flow through the HM electrode in the essential direction, as shown in Figure 5(a). Furthermore, the RWLs of the row comprising the targeted cell are set low to ensure that the diodes are reverse-biased and no leakage current flows through the MTJs. It is worth mentioning that the low voltage while using the MOM diode may not be exactly zero volts, as a hold voltage (
The separate RWLs for each of the two D-MTJs permit selective reading of the two bits. During the read operation, the WWL is deactivated, and the SL of the column comprising the targeted D-MTJs is pulled to GND. The RWL of the targeted D-MTJ is then connected to the sense amplifier to forward bias the diode and read out the data stored in the MTJ, as shown in Figure 5(b). Although switches are still needed to select different RWL, it has a negligible impact on the area per unit cell as these switches are shared by all the cells in the row. Furthermore, as both MTJs are sensed independently and the RMTJ is an order of magnitude larger than RHM, hence, the RHM impact on the effective TMR is minimized (average sensed resistance = RHM + RMTJ).
The realization of the MBC-DD SOT-MRAM has two main essential requirements. Firstly, employing two SOT-MTJs with different
3.3 Multi-level cell shared diode (MLC-SD) SOT-MRAM
Ali et al.  also proposed another diode-based SOT-MRAM cell in which a shared diode (selector) between the two MTJs in the cell is employed, as illustrated in Figure 7, instead of a dedicated diode (selector) per each MTJ. Similar to MBD-DD SOT-MRAM, each cell comprises 2-bits (MTJs) accessed with a single transistor. This result is a similar 1-bit effective area that is 4× smaller than conventional SOT-MRAM and at least double the density compared to any of the MRAM design in the literature. The 1-bit effective area is estimated to be 17.5
The two MTJs in the MLC-SD cell also share a common HM electrode to be able to program the two MTJs with the energy-efficient SOT technology. This enforces using two SOT-MTJs with different
Employing a shared diode requires connecting the two MTJs in-parallel, which enforces the cell to be MLC. Consequently, the two MTJs in the cell should have different RP and RAP such that their equivalent resistance has four distinct values, which represents two-bit logic values of ‘00’, ‘01’, ‘10’ and ‘11’. To read the bits in the cell, the WWL and the SL signals are pulled low to deactivate all the write transistors and allow the read current to flow through the targeted MTJs. The row RWL is connected to the sense amplifier and consequently is pulled up to the required read voltage (
As can be inferred from above, the realization of MLC-SD SOT-MRAM has three main essential requirements. Similar to the MBC-DD SOT-MRAM design, it requires employing two SOT-MTJs with different
In this section, the various proposals in the literature are evaluated using the same SOT-MTJ technology in  on both cell and system level perspectives. The cell level analyses are done based on a 2 × 2 memory array. The simulations run over Cadence Virtuoso and using the SOT-MTJ Verilog-A model demonstrated in  and the parameters in Table 1. The system-level analyses are done using the non-volatile memory simulator, known as NVSim . NVSim estimates the overall memory performance, power consumption, energy, and area based on the given memory cell parameters.
4.1 Cell-level evaluation
Table 2 presents a comparison between the different MRAM designs. In terms of area, MBC-DD and MLC-SD SOT-MRAM do offer the smallest 2-bit cell area among the various designs, which are estimated to be 36
|MTJ dimensions (||50 × 100|
|Free layer thickness (nm)||1.5|
|Tunnel barrier thickness (nm)||1.8|
|Magnetization saturation (emu/cm3)||1114|
|MTJ high resistance value (kΩ)||15|
|TMR||Tunnel magneto-resistance ratio (%)||114|
|Heavy metal (||200|
|HM dimensions (||115 × 150|
|Heavy metal thickness (nm)||3|
|Critical current density (×1010 A/m2)||7|
|Spin hall angle||0.3|
|Gyromagnetic ratio (rad s−1 T−1)||1.76 × 1011|
|Reduced Planck constant (J s)||1.054 × 1034|
|SLC SOT (2-bit)||1D1T SLC-SOT (2-bit) ||S-MLC ||P-MLC ||MLC-SD SOT-MRAM ||MBC-DD SOT-MRAM |
|Energy per 2-bit (pJ)||Write (EW) a|
|Delay per 2-bit (ns)||Write a|
|Read voltage (V)||1.2||1.8||1.2||1.2||1.3||1.8|
|Diode area (||—||24||—||—||24||10|
The diode-based SLC SOT-MRAM design  does offer the advantage of maintaining a similar write energy efficiency compared to the conventional SOT-MRAM (i.e. baseline from write energy perspective). Moreover, it offers 50% 1-bit effective area savings compared to conventional SOT-MRAM, which is on level with P-MLC and S-MLC designs with the advantage of maintaining an SLC sensing approach. However, diode-based SLC SOT-MRAM still consumes double the area compared to the MBC-DD and MLC-SD designs, while it still also suffers from the energy and fabrication complexity penalty of employing a diode.
Similar to diode-based SLC SOT-MRAM, P-MLC design offers 50% 1-bit effective area savings compared to conventional SOT-MRAM, whereas S-MLC does offer only 28% savings as the transistor size needs to increase to supply the required STT current through the high resistance MTJ stack. On the other hand, both P-MLC and S-MLC do not employ a diode, which may aid in reducing the read energy and avoiding the fabrication process issues related to incorporating a diode. However, they suffer from other drawbacks that increase both energy consumption and fabrication complexity. In particular from energy perspective, S-MLC consumes high energy due to using STT technology in writing one of the two MTJs per cell, whereas P-MLC shares the additional write energy penalty issue in writing nonidentical bits per cell with MBC-DD and MLC-SD designs. In addition, both of the designs rely on the MLC sensing approach, which harms the sensing speed and distinguishability as reflected by the reduced Δ
Overall, if a figure-of-merit (FOM) is defined as the product of the area, read and write energy products , MBC-DD SOT-MRAM may outperform other designs by at least 34%, thanks to its significant area reduction and maintaining the SLC sensing approach.
4.2 System-level evaluation
As aforementioned, NVSim  is used to evaluate the various SOT-MRAM cells from a system-level perspective. NVSim does consider the different write/read peripherals, array organization, and routing network required in the overall memory architecture. NVSim supports various nonvolatile memories such as STT-MRAM, PCRAM, and ReRam in addition to the well-known volatile memories such as SRAM and DRAM. NVSim can be tuned to support SOT-MRAM as well. In this study, the comparison is based on the utilization of the various nonvolatile MRAM cells as cache memory and they are mainly compared to the current widely used technology as cache memory, which is the SRAM. SRAM does offer high performance; however, currently, it suffers from a significant increase in the 1-bit area and the leakage power consumption . Thus, the utilization of an area-efficient, high-speed and nonvolatile SOT-MRAM would be a promising solution to replace the existing SRAM technology, especially in higher-level caches. The considered cache has 4-way set associativity and 64 Byte line size and is optimized to achieve the smallest overall silicon area. The 32 nm technology node is assumed for the various designs, in which the SRAM cell area is 170F2 , and the same cell parameters for the various MRAM technologies are maintained as stated above.
To clarify the pros and cons of the various memory technologies, three different memory capacities are considered, which are 256 KB, 1 MB, and 8 MB. Figure 9 depicts the total leakage power consumption for the various designs with three different capacities. The volatile SRAM technology does consume significant leakage power, which increases by order of magnitudes for larger memory capacities. On the other hand, the nonvolatility of the MRAM designs results in relatively negligible leakage among the various capacities. This demonstrates the advantage of significant power consumption reduction by employing the nonvolatile MRAM designs as a replacement of the volatile SRAM, especially in battery-powered mobile devices that demand long idle durations.
From area perspective, Figure 10 shows the comparison between the various memory technologies, estimated by NVSim, while being used as cache memory. Figure 10(a) reports the different MRAM designs relative to the overall SRAM memory area for the three different capacities. The figure indicates the significant reduction in the overall area by employing the various MRAM technologies in comparison to SRAM, which consumes at least 50% smaller silicon area. Furthermore, the area saving percentage increases noticeably for larger memory capacities. This is because for larger memory capacity, the impact of the cell area overtakes the impact of the periphery. The periphery area for MRAM consumes larger area than the periphery area of the SRAM due to the need for relatively larger write currents, whereas the cell area of the MRAM is much smaller than the SRAM cell area . Hence, at larger capacities, the MRAMs that have significantly smaller cell area compared to SRAM would consume much lower overall silicon area. For instance, the area saving for the MBC-DD and MLC-SD cells, which are the cells with smallest footprints, can reach up to 90% smaller area compared to SRAM for large cache memory size, such as 8 MB size.
The impact of the smaller cell area is also clear while comparing the various MRAM technologies, as presented in Figure 10(b). The smaller 1-bit effective area of S-MLC, SLC diode-based, P-MLC, MLC-SD, and MBC-DD SOT-MRAMs by 28, 50, 50, 75, and 74% compared to the conventional SOT-MRAM results in similar overall memory silicon area reduction. In particular, for larger memory capacity (e.g. 8 MB), where the impact of the cell area is more significant, the overall memory silicon area of the various designs in the literature relative to conventional SOT-MRAM design shows approximately equal area reduction as the 1-bit effective area reduction. Moreover, the smaller silicon area consumption of the various proposed designs in the literature compared to SRAM and conventional SOT-MRAM with equivalent capacity permits realizing the cache memory using these cells with higher capacity under the iso-area assumption. For instance, 2 MB capacity of conventional SOT-MRAM consumes similar silicon area to an 8 MB capacity of MBC-DD SOT-MRAM. Higher memory capacity results in higher performance metrics, such as instruction per cycle (IPC) and energy efficiency due to reduced access counts for the off-chip memory .
From energy and performance perspective, SRAM can have higher hit/miss performance and energy efficiency compared to the various SOT-MRAM proposals at small memory capacity (e.g. 256 KB), as depicted by Figure 11(a). This is because the impact of the large load capacitance of the SRAM cell would be minimal at these capacities . However, for large memory capacity, the much higher load capacitance, parasitic, and routing complexity of the six transistors SRAM cell (as SRAM consume significantly larger silicon area compared to SOT-MRAM) causes the MRAM proposals to achieve better hit/miss performance and energy efficiency. On the contrary, the write energy for the various MRAM proposals is larger than that of the SRAM for the various memories capacity, as shown in Figure 11(b). This is attributed to the larger write current requirement for the MRAM-based technologies relative to the SRAM technology. However, with improved SOT-MRAM technology such as the type-x SOT-MTJ  (achieves sub ns switching with write current of 100 μA), or the presented high-performance SOT-MRAM by IMEC  that achieves successful switching in 100’s of ps range, the write energy can be reduced significantly, as illustrated in Figure 12. This makes the various SOT-MRAM proposals a viable and realistic solution to replace the SRAM technology in certain applications.
In conclusion, the previous discussion shows that the various proposed SOT-MRAM cells do offer nonvolatility (i.e. nearly zero leakage), smaller silicon area, and high performance. It also indicates that these designs can compete with the current CMOS volatile technologies such as SRAM and DRAM. However, further development to reduce the write energy for the existing SOT-MTJ technology may be required to widen the application window for such SOT-MRAM technologies.
This chapter presents the various SOT-MRAM proposals in the literature highlighting the pros, cons, and operation of each design. SOT-MRAM relies on SOT technology, which offers various advantages such as high energy efficiency, fast switching speed, and high device reliability. However, conventional SLC SOT-MRAM requires two transistors to access a single bit. This in return results in a relatively large 1-bit effective area, which limits its application for large memory capacities. Hence, the various proposals in the literature targets reducing the 1-bit effective area compared to both conventional SOT-MRAM while maintaining the main advantages of SOT technology.
The various SOT-MRAM proposals have been divided into two main categories, which are diode-based and nondiode-based SOT-MRAM cells. These various SOT-MRAM cells have been evaluated from both cell and system level perspectives. The system-level evaluation is performed based on the utilization of the various cells as cache memory, and they are mainly compared to the current widely used technology as cache, which is the SRAM. In particular, five different proposals have been investigated. These proposals are S-MLC, P-MLC, diode-based SLC, MBC-DD, and MLC-SD SOT-MRAMs that are shown to offer 70, 79, 79, 89, and 89% reduced 1-bit effective area compared to SRAM and 28, 50, 50, 74, and 75% compared to conventional SOT-MRAM, respectively.
From energy perspective, S-MLC, P-MLC, MBC-DD, and MLC-SD consume higher write energy compared to conventional SOT-MRAM. P-MLC, MBC-DD, and MLC-SD consume higher worst-case write energy while writing nonidentical bits on the cell due to the enforced rule of employing two SOT-MTJs with different
It is noteworthy that the SLC proposals such as diode-based SLC and MBC-DD would be preferred solutions, thanks to their offered significant area reduction in addition to maintaining the advantages of the SLC sensing such as improved BER. However, that requires further improvement in the diode-MTJ stack technology such that the diode transient response would match the required read performance and the diode’s on voltage would be small, and thus, the read energy will be reasonable. On the other hand, the MLC proposals such as P-MLC, S-MLC, and MLC-SD require improvements in the MLC sensing techniques to enhance its sensing distinguishability and BER such that it will meet the industry standards.