WO2024258973A1 - Spin orbital squared (so-so) logic - Google Patents
Spin orbital squared (so-so) logic Download PDFInfo
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- WO2024258973A1 WO2024258973A1 PCT/US2024/033621 US2024033621W WO2024258973A1 WO 2024258973 A1 WO2024258973 A1 WO 2024258973A1 US 2024033621 W US2024033621 W US 2024033621W WO 2024258973 A1 WO2024258973 A1 WO 2024258973A1
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- H—ELECTRICITY
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- H10N—ELECTRIC SOLID-STATE DEVICES NOT OTHERWISE PROVIDED FOR
- H10N52/00—Hall-effect devices
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- H—ELECTRICITY
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- H—ELECTRICITY
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- H03K19/00—Logic circuits, i.e. having at least two inputs acting on one output; Inverting circuits
- H03K19/02—Logic circuits, i.e. having at least two inputs acting on one output; Inverting circuits using specified components
- H03K19/18—Logic circuits, i.e. having at least two inputs acting on one output; Inverting circuits using specified components using galvano-magnetic devices, e.g. Hall-effect devices
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- H—ELECTRICITY
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- H—ELECTRICITY
- H10—SEMICONDUCTOR DEVICES; ELECTRIC SOLID-STATE DEVICES NOT OTHERWISE PROVIDED FOR
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Definitions
- Embodiments of the present disclosure generally relate to an integrated circuit utilizing spin orbital-spin orbital (SO-SO) logic.
- SO-SO spin orbital-spin orbital
- MESO Magneto-electric spin orbital
- CMOS complementary metal-oxide semiconductor
- MESO structures are difficult to manufacturing and complicated for proper biasing. If MESO structures are improperly biased, the current and voltage cannot be controlled between various portions of the device,
- the MESO structure uses different mechanisms for input and output.
- the input stage uses a magnetoelectric element, typically a multiferroic material such as BiFeOs to perform charge-to-spin conversion, while the output stage uses the spin-orbit coupling, such as the inverse spin Hall effect for spin-to-charge conversion.
- the input and output stage have to be separated and MESO consumes larger area.
- the input stage multiferroic material, BiFeOs has a large variation of the switching threshold voltage of the ferroelectric polarity.
- a 20 nm-thick BiFeOs layer can be switched by a voltage varying from 0.15 V to 1.5 V.
- Such a large variation of the switching threshold voltage on wafer-scale is not preferred for integrated circuits.
- the present disclosure generally relates to an integrated circuit utilizing spin orbital-spin orbital (SO-SO) logic.
- the integrated circuit comprises a plurality of SO-SO logic cells, where each SO-SO logic cell comprises a first spin orbit torque (SOT1 ) layer, a second spin orbit torque (SOT2) layer, and a ferromagnetic layer disposed between the SOT1 and SOT2 layer.
- Each SO-SO logic cell is configured for: a first current path that is in plane to a plane of the SOT1 layer, and a second current path that is perpendicular to a plane of the SOT2 layer, the second current path being configured to extend into the ferromagnetic layer.
- the integrated circuit further comprises a common voltage source connected to each SOT device, and one or more interconnects disposed between adjacent SOT devices of the plurality of SOT devices, the one or more interconnects connecting the adjacent SOT devices together.
- a device comprises a first spin orbit torque (SOT1 ) layer, a second spin orbit torque (SOT2) layer, and a ferromagnetic layer disposed between the SOT1 and SOT2 layer, wherein the device is configured for: a first current path that is in plane to a plane of the SOT 1 layer, and a second current path that is perpendicular to a plane of the SOT2 layer, the second current path being configured to extend into the ferromagnetic layer.
- SOT1 spin orbit torque
- SOT2 second spin orbit torque
- an integrated circuit comprises a first spin orbit torque (SOT) device comprising: a first spin orbit torque layer, a second spin orbit torque layer coupled to a first output terminal, and a ferromagnetic layer disposed between the first and second spin orbit torque layers, a second SOT device comprising: a first spin orbit torque layer coupled to a first input terminal, a second spin orbit torque layer, and a ferromagnetic layer disposed between the first and second spin orbit torque layers, and a first interconnect disposed between the first output terminal of the first SOT device and the first input terminal of the second SOT device.
- SOT spin orbit torque
- an integrated circuit comprises a plurality of spin orbit torque (SOT) devices, each SOT device comprising: a first spin orbit torque (SOT1 ) layer, a second spin orbit torque (SOT2) layer, a ferromagnetic layer disposed between the SOT1 and SOT2 layer; and an MgO layer disposed between the ferromagnetic layer and the SOT2, wherein each SOT device is configured for: a first current path that is in plane to a plane of the SOT1 layer, and a second current path that is perpendicular to a plane of the SOT2 layer, the second current path being configured to extend into the ferromagnetic layer, a common voltage source connected to each SOT device, and one or more interconnects disposed between adjacent SOT devices of the plurality of SOT devices, the one or more interconnects connecting the adjacent SOT devices together.
- SOT spin orbit torque
- an integrated circuit comprises a first spin orbit torque (SOT) device comprising: a first spin orbit torque layer coupled to an input interconnect, configured to accept an input to a neural network node, a second spin orbit torque layer coupled to an output interconnect, and a ferromagnetic layer disposed between the first and second spin orbit torque layers, configured to encode a weight
- SOT spin orbit torque
- a second SOT device comprising: a first spin orbit torque layer coupled to an input interconnect, configured to accept an input to the neural network node, a second spin orbit torque layer coupled to an output interconnect, and a ferromagnetic layer disposed between the first and second spin orbit torque layers, configured to encode a weight
- the output interconnects of the first and second SOT devices are coupled to a summed output interconnect.
- Figure 1A illustrates a conventional magneto-electric spin orbital (MESO) structure.
- Figure 1 B illustrates biasing problems within a conventional MESO transistor comprising the MESO structure of Figure 1 A.
- Figure 2A illustrates a spin orbital-spin orbital (SO-SO) logic cell, according to one embodiment.
- Figure 2B illustrates a SO-SO logic device comprising the SO-SO logic cell of Figure 2A, according to one embodiment.
- Figure 3 illustrates a graph of output current density versus device width for the SO-SO logic device of Figure 2B, according to one embodiment.
- Figure 4 illustrates a graph of total energy consumption per logic cell versus device width for the SO-SO logic device of Figure 2B, according to one embodiment.
- Figure 5 shows an example neural network.
- Figure 6 shows SO-SO logic devices configured to perform a MAC (multiply-accumulate) operation of a neuron node, according to one embodiment.
- Figure 7 shows SO-SO logic devices configured to perform an activation function of a neuron node, according to one embodiment.
- the present disclosure generally relates to an integrated circuit utilizing spin orbital-spin orbital (SO-SO) logic, where a ferro-magnetic layer is used to encode a logic state, and both the input (write) and output (read) of a logic cell are based on spin orbital based mechanisms.
- the integrated circuit comprises a plurality of SO-SO logic cells, where each SO-SO logic cell comprises a first spin orbit torque (SOT1 ) layer, a second spin orbit torque (SOT2) layer, and a ferromagnetic layer disposed between the SOT1 and SOT2 layer.
- Each SO-SO logic cell is configured for: a first current path that is in plane to a plane of the SOT1 layer, and a second current path that is perpendicular to a plane of the S0T2 layer, the second current path being configured to extend into the ferromagnetic layer.
- the integrated circuit further comprises a common voltage source connected to each SOT device, and one or more interconnects disposed between adjacent SOT devices of the plurality of SOT devices, the one or more interconnects connecting the adjacent SOT devices together.
- Figure 1A illustrates a conventional magneto-electric spin orbital (MESO) structure 150.
- Figure 1 B illustrates a conventional MESO transistor 100 comprising one or more MESO structures 150 of Figure 1A.
- MESO magneto-electric spin orbital
- the conventional MESO structure 150 comprises a first interconnect 152 for current input (l c (input)).
- the first interconnect 152 is coupled to a magnetoelectric material 154 such that the magnetoelectric material 154 is stacked on the first interconnect 152 in the -z-direction.
- the magnetoelectric material 154 is coupled to a nanomagnet or a ferromagnet 156 such that the nanomagnet 156 is stacked on the magnetoelectric material 154 in the -z-direction.
- the nanomagnet 156 extends in the y-direction, where the nanomagnet 156 is coupled to a first contact 164 in the -z-direction and a spin injection layer 158 in the z-direction.
- the spin injection layer 158 is coupled to a spin orbit coupling stack 160 such that the spin injection layer 158 is stacked on the spin orbit coupling stack 160.
- the spin orbit coupling stack 160 is then coupled to a second interconnect 162 in the x-direction, where the second interconnect is for current output (l c (output)).
- the spin orbit coupling stack 160 is further coupled to a second contact 166 in the z- direction.
- the first contact 164 and the second contact 166 are to electronics and to power supply.
- the second contact 166 is further connected to ground.
- an input current (lc (input)) is provided via the first interconnect 152, which is coupled to the magnetoelectric material 154, which transduces or converts the input current into magnetism which switches the magnetization direction of the nanomagnet 156.
- the direction of the nanomagnet 156 represents the on/off state of the MESO structure 150.
- a supply current (Isuppiy) is applied perpendicular into the nanomagnet 156, which with the spin injection layer 158 induces a spin-polarized current into the spin-orbit coupling stack 160.
- the spin-orbit coupling stack 160 converts the spin current into a charge current which forms the current output (l c (output)) that is sent to the second interconnect 162. In this case the output is flipped inverted from the input.
- the output of a MESO structure 150 (MESO structure 150a in Figure 1 B) is connected to the input of a second MESO structure 150 (MESO structure 150b in Figure 1 B), and multiple devices are arranged to build out various logic circuits, like shown in Figure 1 B. Note that, for simplicity, the supply current path and related contacts 164 and 166 are not shown for the second MESO structure 150b.
- the spin-orbit coupling stack 160 of the first MESO structure 150a has a first electrical potential point 170 and the nanomagnet 156 of the second MESO structure 150b has a second electrical potential point 168.
- the electrical potential of the first point 170 must be the same has the electrical potential of the second point 168. If the electrical potentials of the first point 170 and the second point 168 are not the same, current and voltage cannot be controlled within the MESO transistor 100. Thus, biasing the MESO transistor 100 is complicated.
- the MESO structure uses different mechanisms for input and output.
- the input stage uses a magnetoelectric element, typically a multiferroic material such as BiFeOs to perform charge-to-spin conversion, while the output stage uses the spin-orbit coupling, such as the inverse spin Hall effect for spin-to-charge conversion.
- the input and output stage have to be separated and MESO consumes larger area.
- the input stage multiferroic material, BiFeOs has a large variation of the switching threshold voltage of the ferroelectric polarity.
- a 20 nm-thick BiFeOs layer can be switched by a voltage varying from 0.15 V to 1.5 V.
- Such a large variation of the switching threshold voltage on wafer-scale is not preferred for integrated circuits.
- the input portion of the MESO structure relies on the magneto-electric effect for conversion (the “ME” portion of the MESO).
- the present disclosure generally relates to an integrated circuit utilizing spin orbital-spin orbital (SO-SO) logic, where a ferromagnetic layer is used to encode a logic state, and both the input (write) and output (read) of a logic cell are based on spin orbital based mechanisms.
- Figure 2A illustrates a spin orbital-spin orbital (SO-SO) logic cell 250, according to one embodiment.
- Figure 2B illustrates an integrated circuit or SO-SO logic device 200 comprising one or more SO-SO logic cells 250a, 250b, 250c of Figure 2A, according to one embodiment.
- the various layers of the SO-SO logic cell 250 are not drawn to scale, and are intended for illustrative purposes only.
- the SO-SO logic cells may be referred to herein as SOT devices.
- the SO-SO logic cell 250 comprises a seed layer 202, a first spin orbit torque (SOT) layer 204 (SOT1 ) disposed on the seed layer 202, a first interlayer 206 disposed on the first SOT layer 204, a ferromagnetic (FM) layer 208 disposed on the first interlayer 206, an MgO layer 210 disposed on the FM layer 208, a second interlayer 212 disposed on the MgO layer 210, a second SOT layer 214 (SOT2) disposed on the second interlayer 212, a buffer layer 216 disposed on the second SOT layer 214, and a cap layer 218 disposed on the buffer layer 216.
- SOT spin orbit torque
- FM ferromagnetic
- the second SOT layer 214 is coupled to an interconnect 220a (shown in Figure 2B), where the interconnect 220a is coupled to the first SOT layer 204 of a second SO-SO logic cell 250b (shown in Figure 2B).
- multiple SO-SO logic cells 250a- 250c are arranged to build out various logic circuits.
- the seed layer 202, interlayers 206 and 212, MgO layer 210 and cap layer 218 are optional in some embodiments. These layers may also be tuned to optimize the characteristics of the SOT layers 204, 214 (e.g., to increase the effective spin Hall angle which would improve the efficiency of the overall device).
- the MgO layer 210 can be generally an oxide or nitride or carbide layer besides MgO, for example, Ti, TiO, MgTi, MgTiO, TiN, and NiO.
- the SO-SO logic cell is a hybrid device, relying the spin Hall effect (SHE) for the write path and inverse SHE (iSHE) for the read path.
- SHE spin Hall effect
- iSHE inverse SHE
- an input current is applied as a current- in-plane (CIP) current into the first SOT layer 204, inducing switching of the FM layer 208 via the generation of the SHE.
- a supply current Isuppiy
- CCPP current-perpendicular-to-plane
- the current through the FM layer 208 becomes spin polarized and such spin current will inject into the second SOT layer 214, which, via the iSHE, there will be an electrical voltage induced in the second SOT layer 214 that is proportional to the spin current magnitude.
- Such voltage potential will generate a charge current which forms the current output (loutput) if a load is connected, loutput is thus reflective of the magnetization of the FM layer 208 which encodes the logic state.
- the SO-SO logic cell 250 utilizes spin orbit based effects for both the “write” and “read” of its logic state encoded in the FM layer 208.
- the SO-SO device uses the same spin-orbit coupling mechanism for charge-to-spin and spin-to-charge conversion.
- the input stage and output stage can be stacked together, saving device footprint and increasing integration density.
- the SO-SO logic cell 250 is configured for a first current path (Input) that is in plane to a plane of the first SOT layer 204, and a second current path (Isuppiy) that is perpendicular to a plane of the second SOT layer 214, the second current path being configured to extend into the FM layer 208.
- the second current path is configured to extend into the first SOT layer 204 as well.
- the SO-SO logic device 200 when writing data, is configured to receive an input current (at terminal marked as Vin[N] shown in Figure 2B, N denoting the individual logic cell that can be interconnected) at the first current path, and the first SOT layer 204 is configured to affect a direction of a magnetization of the FM layer 208 due to the input current.
- the SO-SO logic device 200 When reading a logic state encoded by the magnetization of the FM layer 208, the SO-SO logic device 200 is configured to receive a supply current (Isuppiy) at the second current path, and to generate, via the second SOT layer 214, an output current (loutput) (Vout[N] shown in Figure 2B) responsive to a direction of the magnetization of the FM layer 208.
- the seed layer 202 may be a multilayer structure comprising layer combinations of: (1 ) one or more amorphous conditioning layers, such as NiTa, NiW, NiFeTa, NiFeW, etc.; (2) an RuAI texturing layer; (3) an MgO layer; and (4) Ni x Ru(i- X )AI (where x is from zero to 1 ) alloys, any crystalline or nanocrystalline, nonmagnetic element, or an alloy material with an equivalent BCC or B2 lattice parameter in the range of 2.93 A to 3.03 A, which doesn’t react with the SOT and doesn’t contain heavy metals.
- the seed layer 202 may be a textured seed layer comprising an amorphous/crystalline migration layer and a seed layer combination, like NiFeTa/RuAI/NiFeGe, NiTa/NiFeGe, NiTa/NiFeGe/Ge, NiFeTa/RuAI/CuGe, NiTa/Ni x Ru(i- X )AI/NiGe, etc., (“/” denoting layer separation).
- the first interlayer 206, the second interlayer 212, and the buffer layer 216 may each individually comprise Ni x Ru(i- X )AI (where x is from zero to 1 ) alloys, any crystalline or nanocrystalline, nonmagnetic element, or an alloy material with an equivalent BCC or B2 lattice parameter in the range of 2.93 A to 3.03 A, which doesn’t react with the SOT and doesn’t contain heavy metals.
- the first interlayer 206, the second interlayer 212, and the buffer layer 216 may each individually comprise amorphous/crystalline layers or combinations of layers, such as Ge, NiFeGe, NiGe, CuGe, Ge/NiAl, Ge/RuAI, RuGe, NiAIGe, GeN, NiFeGeN, NiAIGeN, or RuAIGe.
- the cap layer 218 may comprise MgO, any material of the first interlayer 206, the second interlayer 212, or the buffer layer 216, an amorphous high resistant material, or layer combinations thereof, such as a multilayer stack of MgO and NiFeGe or other high resistance materials.
- the cap layer 218 may be a textured cap layer 218 comprising combination of high resistance crystalline or amorphous materials like TiO, TiN, MgO, composites like MgOTiO, NiFeGe, or Ge.
- the FM layer 208 may comprise bcc or Heusler FM materials, such as CoFe, CoFeMnGe, CoFeGe, CoFeAl, CoFeSi, etc.
- the first SOT layer 204 and the second SOT layer 214 each individually comprises a topological insulator material.
- the SOT layer 214 may comprise at least one of BiSb, a topological insulator, a topological half-Heusler alloy like YPtBi, and a weakly oxidized heavy metal.
- the topological insulator material can be BiSb with (012) orientation to achieve the highest spin Hall angle (current-spin conversion efficiency).
- the BiSb material has been shown to have a giant spin Hall angle as large as 52 and an inverse spin Hall angle as large as 61 , and thus can be applied to the first SOT layer 204 and the second SOT layer 214.
- the BiSb layer can be epitaxially grown by using an appropriate seed or interlayer, thus greatly reducing the variation of the switching current density for the FM layer on wafer scale.
- the first SOT layer 204 and the second SOT layer 214 is each individually disposed in contact with an appropriate buffer layer 216 and/or and interlayer 206, 212 to minimize diffusion and roughness.
- the first SOT layer 204 and the second SOT layer 214 may each individually comprise undoped BiSb or doped BiSbX, where the dopant is less than about 10 at.%, and where X is extracted from elements which don’t readily interact with Bi, such as B, N, Al, Si, Ti, V, Ni, Cu, Ge, Y, Zr, Ru, Mo, Ag, Hf, W, Re, Ir, or in alloy combinations with one or more of aforementioned elements, like CuAg, CuNi, RuGe, etc.
- the benefit of the high spin Hall angle of the material of the first and second SOT layers 204, 214 is utilized for both writing and reading of the logic state or value encoded in the FM layer 208.
- FIG. 2B illustrates a SO-SO logic device 200 comprising one or more SO-SO logic cells 250a, 250b, 250c of Figure 2A, according to one embodiment.
- the SO-SO logic device 200 illustrates three SO-SO logic cells 250a, 250b, 250c; however, the SO-SO logic device 200 may comprise any number of SO-SO logic cells 250, and they may be interconnected in other arrangements than the one shown. Additionally, one or more layers of each of the SO-SO logic cells 250a, 250b, 250c are not shown for clarity purposes only.
- the SO-SO logic device 200 may be referred to herein as an integrated circuit (IC).
- IC integrated circuit
- the first SO-SO logic cell 250a comprises a first SOT layer 204a coupled to a first interconnect 220a, the FM layer 208a disposed on the first SOT layer 204a, the MgO layer 210a disposed on the FM layer 208a, and the second SOT layer 214a disposed on the MgO layer 210a.
- the first interconnect 220a provides a first voltage input (Vini) to an input terminal 226a of the first SOT layer 204a.
- a second interconnect 220b is coupled to the second SOT layer 214a at an output terminal 228a, which provides a first voltage output (Vouti).
- the second interconnect 220b is also coupled to the first SOT layer 204b of the second SO-SO logic cell 250b at an input terminal 226b, which provides a second voltage input (Vin2).
- the first SOT layer 204a is further connected to a ground terminal 222a.
- the second SO-SO logic cell 250b comprises the FM layer 208b disposed on the first SOT layer 204b, the MgO layer 210b disposed on the FM layer 208b, and the second SOT layer 214b disposed on the MgO layer 210b.
- the second SOT layer 214b is coupled to a third interconnect 220c at an output terminal 228b, which provides a second voltage output (Vout2).
- the third interconnect 220c is coupled to the first SOT layer 204c of the second SO-SO logic cell 250c at an input terminal 226c, which provides a third voltage input (Vin3).
- the second SOT layer 214b is further connected to a ground terminal 222b.
- the third SO-SO logic cell 250c comprises the FM layer 208c disposed adjacent to the first SOT layer 204c, the MgO layer 210c disposed on the FM layer 208c, and the second SOT layer 214c disposed on the MgO layer 210c.
- the second SOT layer 214c is coupled to a fourth interconnect 220d at an output terminal 228c, which provides both a third voltage output (Vouts).
- the fourth interconnect 220d is coupled to the first SOT layer of a fourth SO-SO logic cell (not shown) at an input terminal (not shown).
- the first SOT layer 204c is further connected to a ground terminal 222c.
- Each SO-SO logic cell 250a, 250b, 250c has a width 224 in the x- direction of about 5 nm to about 20 nm, which is defined by logic design rules based on available semiconductor industry process nodes.
- the first, second, and third interconnects 220a, 220b, 220c each individually comprises Cu, for example.
- the first, second, and third interconnects 220a, 220b, 220c each individually has a width in the x-direction of about 5 nm to about 100 nm, again defined by logic design rule based on density requirements.
- a supply voltage (VDD) is connected to each of the SO-SO logic cells 250a, 250b, 250c.
- a clocking control element or clock 230 may be connected between each of the SO-SO logic cells 250a, 250b, 250c and the supply voltage.
- the MgO layer 210a, 210b, 210c disposed between the FM layer 208a, 208b, 208c and the second SOT layer 214a, 214b, 214c of each SO-SO logic cell 250a, 250b, 250c (collectively referred to herein as SO-SO logic cell 250) enhances the first, second, and third voltage outputs, and further makes sure that first, second, and third voltage outputs are higher (smaller) than the voltage input of the next SO-SO logic cell.
- the MgO layers 210a, 210b, and 210c also help prevent back-flow of the pure spin current due to the output current.
- Each first SOT layer 204a, 204b, 204c (collectively referred to herein as first SOT layer 204) and each second SOT layer 214a, 214b, 214c (collectively referred to herein as second SOT layer 214) are correctly biased in adjacent SO-SO logic cell to make sure that their middle potentials are the same, such that there is no unexpected current between the voltage outputs and the voltage inputs.
- each SO-SO logic cell 250a, 250b, 250c there are three energy terms: a pillar energy due to the supply current and one from each of the SOT layers 204, 214.
- a topological insulator material such as BiSb (012) with a giant spin Hall (52) and inverse spin Hall angle (61)
- the hybrid SO-SO logic cell 250 can reach a current density greater than about 1*10 6 A/cm 2 , which is sufficiently high enough to drive the next stage of SO-SO logic cell input.
- the power consumption for SOT switching of the FM layer is significantly smaller than the pillar energy.
- the total energy required is essentially consistent and mainly driven by pillar energy from transistor drive current.
- the estimated required energy of about 50 aJ of the SO-SO logic device 200 is less than that of a conventional CMOS transistor, which has an estimated required energy of about 300 aJ.
- the SO-SO logic device 200 vastly reduces energy consumption.
- Figure 3 illustrates a graph 300 of current density in A/cm 2 versus device width in nm for the SO-SO logic device 200 of Figure 2B, according to one embodiment. As shown, when each SO-SO logic cell 250 has a width between about 8 nm to about 20 nm, the SO-SO logic device 200 achieves a current density output between about 3*10 5 A/cm 2 and 1*10 6 A/cm 2 , which is sufficiently high enough to drive the next stage or SO-SO logic cell input.
- FIG. 5-7 illustrate example embodiments of SO-SO logic devices in neural network configurations.
- Figure 5 shows an example neural network 500.
- a neural node 501 is shown, where it takes a summation of input Xi ... X n multiplied by weights Wi ... W n .
- This is also referred to as a multiply- accumulate (MAC) operation.
- the node feeds the MAC output to an activation function to provide a final output of the node.
- the activation function which may be a step-like function such as ReLU (rectified linear unit) activation function, will generate an output to node(s) in the next layer(s) of the neural network.
- ReLU rectified linear unit
- the output in some embodiments is dependent on whether the result of the MAC operation meets a threshold in the step-like function (activated vs. not activated).
- the MAC operation and the activation function constitute two core functions of the neuron node, and Figures 6-7 show how SO-SO logic devices can be used to implement each function.
- Figure 6 shows SO-SO logic devices configured to perform a MAC operation, according to one embodiment.
- each of SO-SO logic devices 601-603 can be fabricated and configured as described previously in Figures 2A-2B.
- the input bias currents h- n represent neural network input Xi- n in Figure 5, i.e., the input values into the neuron node.
- the magnetization states in the FM layers of the SO-SO logic devices 601-603 encode the neural network weights (Wi- n in Figure 5).
- the magnetization (M) states can be either +M (positive), -M (negative), or an arbitrary analog value in between, depending on the domain wall position in the FM layer.
- the magnetization states can be controlled by the setting current pulse width or amplitude via the input current labeled as Controh- n (corresponding to Input in Figure 2A).
- each SO-SO logic device 601-603 performs the logic multiplication operation of an input X n times a weight W n .
- the results of the devices 601-603 (Yi- n ) are then summed at the interconnect junction 604.
- the SO-SO logic devices can be configured together to perform the MAC operation.
- Figure 7 shows SO-SO logic devices configured to perform the activation function of a neuron node, according to one embodiment.
- this output SO-SO logic device 701 works logically as a step-like transfer function shown in Figure 5.
- the output bias current of the output SO-SO logic device 701 can be set so that the output Z can be high enough to drive the next stage.
- a SO-SO logic device can be configured to perform the activation function operation.
- Figures 6-7 show how multiple SO-SO logic devices can be configured to perform the functions of a neuron node in a neural network.
- the SO-SO logic device effectively functions as a semiconductor device capable of performing logic operations while reducing energy consumption.
- the simplified structure of the SO-SO logic device has scaling advantages while maintaining a low energy consumption, making the SO-SO logic device mass-production friendly while easy to bias.
- the device is further configured to receive an input current at the first current path, and wherein the SOT1 layer is configured to affect a direction of a magnetization of the ferromagnetic layer due to the input current.
- the device is further configured to receive a supply current at the second current path, and to generate, via the SOT2 layer, an output current responsive to a direction of the magnetization of the ferromagnetic layer.
- the device further comprises an MgO layer disposed between the ferromagnetic layer and the second spin orbit torque layer.
- the device has a width between about 8 nm to about 20 nm.
- the first SOT layer and the second SOT layer each individually comprises undoped BiSb.
- the first SOT layer and the second SOT layer each individually comprises doped BiSbX, where the dopant is less than about at.10%, and where X is a material selected from the group consisting of: B, N, Al, Si, Ti, V, Ni, Cu, Ge, Y, Zr, Ru, Mo, Ag, Hf, Re, W, and lr.
- the first SOT layer and the second SOT layer each individually has a (012) orientation.
- An integrated circuit comprising the device.
- the first SOT layer and the second SOT layer each individually comprises YPtBi.
- an integrated circuit comprises a first spin orbit torque (SOT) device comprising: a first spin orbit torque layer, a second spin orbit torque layer coupled to a first output terminal, and a ferromagnetic layer disposed between the first and second spin orbit torque layers, a second SOT device comprising: a first spin orbit torque layer coupled to a first input terminal, a second spin orbit torque layer, and a ferromagnetic layer disposed between the first and second spin orbit torque layers, and a first interconnect disposed between the first output terminal of the first SOT device and the first input terminal of the second SOT device.
- SOT spin orbit torque
- the first SOT device further comprises an MgO layer disposed between the ferromagnetic layer and the second spin orbit torque layer
- the second SOT device further comprises an MgO layer disposed between the ferromagnetic layer and the second spin orbit torque layer.
- the second spin orbit torque layer of the second SOT device is coupled to a second output terminal
- the device further comprises: a third SOT device comprising a first spin orbit torque layer coupled to a second input terminal, a second spin orbit torque layer, and a ferromagnetic layer disposed between the first and spin orbit torque layers, and a second interconnect disposed between the second output terminal of the second SOT device and the second input terminal of the third SOT device.
- the first SOT layer and the second SOT layer each individually comprises YPtBi.
- the IC further comprises a common voltage source for the first, second, and third SOT devices, and a clocking control element between the voltage source and the first, second, and third SOT devices.
- the first spin orbit torque layer of the first SOT device is connected to a first ground terminal, and wherein the second spin orbit torque layer of the second SOT device is connected to a second ground terminal.
- the first spin orbit torque layer of the first SOT device, the second spin orbit torque layer of the first SOT device, the first spin orbit torque layer of the second SOT device, and the second spin orbit torque layer of the second SOT device each individually comprises BiSb.
- the first SOT device and the second SOT device each individually has a width between about 8 nm to about 20 nm.
- the first SOT device is configured for: a first current path that is in plane to a plane of the first spin orbit torque layer, and a second current path that is perpendicular to a plane of the second spin orbit torque layer, the second current path being configured to extend into the ferromagnetic layer.
- the second SOT device is configured for: a first current path that is in plane to a plane of the first spin orbit torque layer, and a second current path that is perpendicular to a plane of the second spin orbit torque layer, the second current path being configured to extend into the ferromagnetic layer.
- an integrated circuit comprises a plurality of spin orbit torque (SOT) devices, each SOT device comprising: a first spin orbit torque (SOT1 ) layer, a second spin orbit torque (SOT2) layer, a ferromagnetic layer disposed between the SOT1 and SOT2 layer; and an MgO layer disposed between the ferromagnetic layer and the SOT2, wherein each SOT device is configured for: a first current path that is in plane to a plane of the SOT1 layer, and a second current path that is perpendicular to a plane of the SOT2 layer, the second current path being configured to extend into the ferromagnetic layer, a common voltage source connected to each SOT device, and one or more interconnects disposed between adjacent SOT devices of the plurality of SOT devices, the one or more interconnects connecting the adjacent SOT devices together.
- SOT spin orbit torque
- Each SOT device is further configured to receive an input current at the first current path, and wherein the SOT1 layer is configured to affect a direction of a magnetization of the ferromagnetic layer due to the input current.
- Each SOT device is further configured to receive a supply current at the second current path, and to generate, via the SOT2 layer, an output current responsive to a direction of the magnetization of the ferromagnetic layer.
- the first SOT layer and the second SOT layer each individually comprises YPtBi.
- an integrated circuit comprises a first spin orbit torque (SOT) device comprising: a first spin orbit torque layer coupled to an input interconnect, configured to accept an input to a neural network node, a second spin orbit torque layer coupled to an output interconnect, and a ferromagnetic layer disposed between the first and second spin orbit torque layers, configured to encode a weight
- SOT spin orbit torque
- a second SOT device comprising: a first spin orbit torque layer coupled to an input interconnect, configured to accept an input to the neural network node, a second spin orbit torque layer coupled to an output interconnect, and a ferromagnetic layer disposed between the first and second spin orbit torque layers, configured to encode a weight
- the output interconnects of the first and second SOT devices are coupled to a summed output interconnect.
- the IC further comprises a third SOT device, the third SOT device comprising: a first spin orbit torque layer coupled to the summed output interconnect, a second spin orbit torque layer coupled to an output interconnect for the third SOT device, and a ferromagnetic layer disposed between the first and second spin orbit torque layers, configured to encode a threshold value of an activation function.
- the first SOT layer and the second SOT layer each individually comprises YPtBi.
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Abstract
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Priority Applications (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| KR1020257022425A KR20250142298A (en) | 2023-06-15 | 2024-06-12 | Spin-orbit-squared (SO-SO) logic |
| CN202480006894.7A CN120569790A (en) | 2023-06-15 | 2024-06-12 | Spin orbit squaring (SO-SO) logic |
| EP24824077.2A EP4728540A1 (en) | 2023-06-15 | 2024-06-12 | Spin orbital squared (so-so) logic |
Applications Claiming Priority (4)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US202363521306P | 2023-06-15 | 2023-06-15 | |
| US63/521,306 | 2023-06-15 | ||
| US18/645,189 | 2024-04-24 | ||
| US18/645,189 US20240423098A1 (en) | 2023-06-15 | 2024-04-24 | Spin Orbital Squared (SO-SO) Logic |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| WO2024258973A1 true WO2024258973A1 (en) | 2024-12-19 |
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Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| PCT/US2024/033621 Ceased WO2024258973A1 (en) | 2023-06-15 | 2024-06-12 | Spin orbital squared (so-so) logic |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US20240423098A1 (en) |
| EP (1) | EP4728540A1 (en) |
| JP (1) | JP2025003938A (en) |
| KR (1) | KR20250142298A (en) |
| CN (1) | CN120569790A (en) |
| WO (1) | WO2024258973A1 (en) |
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| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20250268110A1 (en) * | 2024-02-16 | 2025-08-21 | Western Digital Technologies, Inc. | Improved YPtBi Composition in Spin Orbit Torque Devices |
Citations (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20180240964A1 (en) * | 2015-09-10 | 2018-08-23 | Intel Corporation | Spin logic with magnetic insulators switched by spin orbit coupling |
| US20190088711A1 (en) * | 2017-09-21 | 2019-03-21 | Tdk Corporation | Spin current magnetization rotational element, spin-orbit torque magnetoresistance effect element, and magnetic memory |
-
2024
- 2024-04-24 US US18/645,189 patent/US20240423098A1/en active Pending
- 2024-06-12 CN CN202480006894.7A patent/CN120569790A/en active Pending
- 2024-06-12 EP EP24824077.2A patent/EP4728540A1/en active Pending
- 2024-06-12 WO PCT/US2024/033621 patent/WO2024258973A1/en not_active Ceased
- 2024-06-12 KR KR1020257022425A patent/KR20250142298A/en active Pending
- 2024-06-17 JP JP2024097248A patent/JP2025003938A/en active Pending
Patent Citations (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20180240964A1 (en) * | 2015-09-10 | 2018-08-23 | Intel Corporation | Spin logic with magnetic insulators switched by spin orbit coupling |
| US20190088711A1 (en) * | 2017-09-21 | 2019-03-21 | Tdk Corporation | Spin current magnetization rotational element, spin-orbit torque magnetoresistance effect element, and magnetic memory |
Also Published As
| Publication number | Publication date |
|---|---|
| CN120569790A (en) | 2025-08-29 |
| EP4728540A1 (en) | 2026-04-22 |
| US20240423098A1 (en) | 2024-12-19 |
| JP2025003938A (en) | 2025-01-14 |
| KR20250142298A (en) | 2025-09-30 |
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