Machine-learning for state determination and prediction
US-2020004583-A1 · Jan 2, 2020 · US
US10998025B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-10998025-B2 |
| Application number | US-201916287876-A |
| Country | US |
| Kind code | B2 |
| Filing date | Feb 27, 2019 |
| Priority date | Feb 27, 2019 |
| Publication date | May 4, 2021 |
| Grant date | May 4, 2021 |
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Described is a low power, high-density non-volatile differential memory bit-cell. The transistors of the differential memory bit-cell can be planar or non-planer and can be fabricated in the frontend or backend of a die. A bit-cell of the non-volatile differential memory bit-cell comprises first transistor first non-volatile structure that are controlled to store data of a first value. Another bit-cell of the non-volatile differential memory bit-cell comprises second transistor and second non-volatile structure that are controlled to store data of a second value, wherein the first value is an inverse of the second value. The first and second volatile structures comprise ferroelectric material (e.g., perovskite, hexagonal ferroelectric, improper ferroelectric).
Opening claim text (preview).
We claim: 1. A differential bit-cell comprising: a first transistor having a gate terminal coupled to a word-line (WL) and one of a source or drain terminal coupled to a first bit-line (BL); a second transistor having a gate terminal coupled to the WL and one of a source or drain terminal coupled to a second bit-line (BLB), wherein the BLB is to provide a signal which is inverse of a signal on BL; a first non-volatile structure coupled to one of the drain or source of the first transistor, and further coupled to a plate-line (PL); and a second non-volatile structure coupled to one of the drain or source of the second transistor, and further coupled to the PL; wherein each of the first and second non-volatile structures comprises: a first layer comprising a first refractive inter-metallic material, wherein the first layer is adjacent to the drain or source of the first or second transistor; a second layer comprising a first conductive oxide, wherein the second layer is adjacent to the first layer; a third layer comprising a perovskite material, wherein the third layer is adjacent to the second layer; a fourth layer comprising a second conductive oxide, wherein the fourth layer is adjacent to the third layer; a fifth layer comprising a second refractive inter-metallic material, wherein the fifth layer is adjacent to the PL and adjacent to the fourth layer; a sixth layer directly adjacent to first sides of the first, second, third, fourth and fifth layers; and a seventh layer directly adjacent to second sides of the first, second, third, fourth and fifth layers, wherein the sixth and the seventh layers comprise a barrier material. 2. The differential bit-cell of claim 1 , wherein the first and second transistors are of a same conductivity type. 3. The differential bit-cell of claim 1 , wherein the first and second transistors are one of planar transistors or non-planar transistors. 4. The differential bit-cell of claim 1 , wherein: the barrier material includes one or more of an oxide of: Ti, Al, or Mg; the perovskite material is doped with La or Lanthanides; or the refractive inter-metallic material includes one or more of: Ti, Al, Ta, W, or Co. 5. The differential bit-cell of claim 1 , wherein the first and second transistors are positioned in a backend of a die, or wherein the first and second transistors are positioned in a frontend of the die. 6. The differential bit-cell of claim 1 , wherein the first or second conductive oxides include oxides of one or more of: Ir, Ru, Pd, Ps, or Re. 7. The differential bit-cell of claim 1 , wherein the perovskite material includes one of: LaCoO3, SrCoO3, SrRuO3, LaMnO3, SrMnO3, YBa2Cu3O7, Bi2Sr2CaCu2O8, or LaNiO3. 8. The differential bit-cell of claim 1 , wherein the perovskite material includes one of: La, Sr, Co, Ru, Mn, Y, Na, Cu, or Ni. 9. The differential bit-cell of claim 1 , wherein the first non-volatile structure is cylindrical in shape. 10. The differential bit-cell of claim 1 , wherein the perovskite material is doped with Sc or Mn to control leakage through the third layer. 11. The differential bit-cell of claim 1 , wherein the first transistor and first non-volatile structure are controlled to store data of a first value, wherein the second transistor and second non-volatile structure are controlled to store data of a second value, and wherein the first value is an inverse of the second value. 12. A system comprising: an artificial intelligence processor; and a non-volatile memory coupled to the artificial intelligence processor, wherein the non-volatile memory includes differential bit-cells, wherein one of the differential bit-cell includes: a first transistor having a gate terminal coupled to a word-line (WL) and one of a source or drain terminal coupled to a first bit-line (BL); a second transistor having a gate terminal coupled to the WL and one of a source or drain terminal coupled to a second bit-line (BLB), wherein the BLB is to provide a signal which is inverse of a signal on BL; a first non-volatile structure coupled to one of the drain or source of the first transistor, and further coupled to a plate-line (PL); and a second non-volatile structure coupled to one of the drain or source of the second transistor, and further coupled to the PL; wherein each of the first and second non-volatile structures comprises: a first layer comprising a first refractive inter-metallic material, wherein the first layer is adjacent to the drain or source of the first or second transistor; a second layer comprising a first conductive oxide, wherein the second layer is adjacent to the first layer; a third layer comprising a perovskite material, wherein the third layer is adjacent to the second layer; a fourth layer comprising a second conductive oxide, wherein the fourth layer is adjacent to the third layer; a fifth layer comprising a second refractive inter-metallic material, wherein the fifth layer is adjacent to the PL and adjacent to the fourth layer; a sixth layer directly adjacent to first sides of the first, second, third, fourth and fifth layers; and a seventh layer directly adjacent to second sides of the first, second, third, fourth and fifth layers, wherein the sixth and the seventh layers comprise a barrier material. 13. The system of claim 12 , wherein the first and second transistors are of a same conductivity type, and wherein the first and second transistors are one of planar transistors or non-planar transistors. 14. The system of claim 12 , wherein: the barrier material includes one or more of an oxide of: Ti, Al, or Mg; the perovskite material is doped with La or Lanthanides; the refractive inter-metallic material includes one or more of: Ti, Al, Ta, W, or Co; and the first or second conductive oxides include oxides of one or more of: Ir, Ru, Pd, Ps, or Re. 15. The system of claim 12 , wherein the first and second transistors are positioned in a backend of a die, or wherein the first and second transistors are positioned in a frontend of the die. 16. The system of claim 12 , wherein the perovskite material includes one of: LaCoO3, SrCoO3, SrRuO3, LaMnO3, SrMnO3, YBa2Cu3O7, Bi2Sr2CaCu2O8, or LaNiO3. 17. The system of claim 12 , wherein the perovskite material includes one of: La, Sr, Co, Ru, Mn, Y, Na, Cu, or Ni. 18. A method for forming a differential bit-cell, the method comprising: fabricating a first transistor having a gate terminal coupled to a word-line (WL) and one of a source or drain terminal coupled to a first bit-line (BL); fabricating a second transistor having a gate terminal coupled to the WL and one of a source or drain terminal coupled to a second bit-line (BLB), wherein the BLB is to provide a signal which is inverse of a signal on BL; forming a first ferroelectric structure coupled to one of the drain or source of the first transistor, and further coupled to a plate-line (PL); and forming a second ferroelectric structure coupled to one of the drain or source of the second transistor, and further coupled to the PL, wherein the first and second ferroelectric structures comprise a perovskite material; wherein forming the first or second ferroelectric structures comprises: forming a first layer comprising a first refractive inter-metallic material, wherein the first layer is adjacent to the drain or source of the first or second transistor; forming a second layer comprising a first conductive oxide, wherein the second layer is adjacent to the first layer; forming a third layer comprising a perovskite material, wherein t
the material having a perovskite structure, e.g. BaTiO3 · CPC title
comprising multiple layers, e.g. comprising a barrier layer and a metal layer (barrier layers to prevent diffusion of hydrogen or oxygen in perovskite based capacitors H10D1/688) · CPC title
having dielectrics comprising perovskite structures · CPC title
having vertical extensions · CPC title
characterised by the memory core region · CPC title
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