Electric vehicle lithium batteries having non-uniform anode layer

1. An apparatus to store electrical energy for electric vehicles, comprising:

a battery pack disposed in an electric vehicle to power the electric vehicle; and

a battery cell arranged in the battery pack, the battery cell having a housing that defines a cavity within the housing of the battery cell, the battery cell having:

a separator having a first side and a second side to transfer ions between the first side and the second side, the separator arranged within the cavity;

a cathode disposed within the cavity along the first side of the separator, the cathode electrically coupled with a positive terminal;

a model-based anode configuration wherein the model is programmed to:

receive input comprising a current amount or a rate of charge;

output at least one of a lithium plating amount and a lithium plating location in the anode, wherein lithium plating corresponds to a cathodic reaction in which lithium ions are reduced to metallic lithium on a surface of active anode particles underneath and different from a solid electrolyte interface (“SEI”) layer;

establish, based on the at least one of the lithium plating amount and the lithium plating location output via the model, a first portion of the anode adjacent to the second side of the separator having a thickness between 25 microns and 32 microns;

establish, based on the at least one of the lithium plating amount and the lithium plating location output via the model, a second portion of the anode adjacent to the first portion and separated from the separator by the first portion, wherein the thickness of the first portion of the anode is less than 40% of a thickness of the second portion of the anode; and

establish, based on the at least one of the lithium plating amount and the lithium plating location output via the model, a porosity for the first portion of the anode that is greater than a porosity of the second portion of the anode by an amount within a range of 18% to 30% established as a function of a thickness of the anode; and

the anode disposed within the cavity along the second side of the separator and separated from the cathode by the separator, the anode electrically coupled with a negative terminal, the anode comprising:

the first portion adjacent to the second side of the separator having the thickness between 25 microns and 32 microns; and

the second portion adjacent to the first portion and separated from the separator by the first portion, wherein the porosity of the first portion of the anode is greater than the porosity of the second portion of the anode by the amount within the range of 18% to 30% established as the function of a thickness of the anode, wherein the thickness of the first portion of the anode is less than 40% of the thickness of the second portion of the anode.

2. The apparatus of claim 1 , wherein the porosity of the first portion of the anode is configured to reduce an amount of lithium plating on the second side of the separator relative to a battery cell having a uniform porosity.

3. The apparatus of claim 1 , wherein the output of the model further comprises at least one of a an amount of heat generation, or an average temperature of the battery cell.

4. The apparatus of claim 1 , wherein the second portion is adjacent to the negative terminal and the first portion.

5. The apparatus of claim 1 , wherein a third portion, adjacent to the second portion and the negative terminal, has a different porosity than the first portion of the anode and the second portion of the anode.

6. The apparatus of claim 1 , wherein the thickness of the first portion of the anode is less than 30 microns.

7. The apparatus of claim 1 , wherein the first portion of the anode and the second portion of the anode are manufactured via a two-step coating-drying to provide the porosity of the first portion of the anode greater than the porosity of the second portion of the anode.

8. The apparatus of claim 1 , wherein the anode comprises a hierarchical structure comprising the first portion of the anode and the second portion of the anode.

9. The apparatus of claim 1 , wherein the porosity of the first portion of the anode is increased via movement of carbon additives from the separator to the first portion of the anode.

10. A method of providing battery cells to power electric vehicles, comprising:

disposing a battery pack in an electric vehicle to power the electric vehicle;

arranging a housing for a battery cell in the battery pack, the housing defining a cavity within the housing for the battery cell;

arranging, within the cavity of the battery cell, a separator having a first side and a second side to transfer ions between the first side and the second side;

disposing, within the cavity of the battery cell, a cathode along the first side of the separator, the cathode electrically coupled with a positive terminal;

receiving, by a model, input comprising a current amount or a rate of charge;

outputting, by the model, at least one of a lithium plating amount and a lithium plating location in the anode, wherein lithium plating corresponds to a cathodic reaction in which lithium ions are reduced to metallic lithium on a surface of active anode particles underneath and different from a solid electrolyte interface (“SEI”) layer;

establishing, via the model, based on the at least one of the lithium plating amount and the lithium plating location output via the model, a first portion of the anode adjacent to the second side of the separator having a thickness between 25 microns and 32 microns;

establishing, via the model, based on the at least one of the lithium plating amount and the lithium plating location output via the model, a second portion of the anode adjacent to the first portion and separated from the separator by the first portion, wherein the thickness of the first portion of the anode is less than 40% of a thickness of the second portion of the anode; and

establishing, via the model, based on the at least one of the lithium plating amount and the lithium plating location output via the model, a porosity for the first portion of the anode that is greater than a porosity of the second portion of the anode by an amount within a range of 18% to 30% established as a function of a thickness of the anode; and

disposing, within the cavity, the anode along the second side of the separator, the anode electrically coupled with a negative terminal, the anode comprising:

the first portion adjacent to the second side of the separator;

the second portion adjacent to the first portion and separated from the separator by the first portion, wherein the porosity of the first portion of the anode is greater than the porosity of the second portion of the anode, and the thickness of the first portion of the anode is less than the thickness of the second portion of the anode.

11. The method of claim 10 , further comprising:

establishing the porosity of the first portion of the anode based on a thickness of the anode to manage an amount of lithium plating on the second side of the separator.

12. The method of claim 10 , further comprising:

determining, based on the model, at least one of an amount of heat generation, or an average temperature of the battery cell; and

establishing the porosity of the first portion based on the at least one of the amount of heat generation, or the average temperature of the battery cell determined from the model.

13. The method of claim 10 , further comprising:

creating the first portion of the anode and the second portion of the anode via a two-step coating-drying process to provide the porosity of the first portion of the anode greater than the porosity of the second portion of the anode.

14. An electric vehicle, comprising:

one or more components;

a battery pack to power the one or more components; and

a battery cell arranged in the battery pack, the battery cell having a housing that defines a cavity within the housing of the battery cell, the battery cell having:

a separator having a first side and a second side to transfer ions between the first side and the second side, the separator arranged within the cavity;

a cathode disposed within the cavity along the first side of the separator, the cathode electrically coupled with a positive terminal;

a model-based anode configuration wherein the model is programmed to:

receive input comprising a current amount or a rate of charge;

output at least one of a lithium plating amount and a lithium plating location in the anode, wherein lithium plating corresponds to a cathodic reaction in which lithium ions are reduced to metallic lithium on a surface of active anode particles underneath and different from a solid electrolyte interface (“SEI”) layer;

establish, based on the at least one of the lithium plating amount and the lithium plating location output via the model, a first portion of the anode adjacent to the second side of the separator having a thickness between 25 microns and 32 microns;

establish, based on the at least one of the lithium plating amount and the lithium plating location output via the model, a second portion of the anode adjacent to the first portion and separated from the separator by the first portion, wherein the thickness of the first portion of the anode is less than 40% of a thickness of the second portion of the anode; and

establish, based on the at least one of the lithium plating amount and the lithium plating location output via the model, a porosity for the first portion of the anode that is greater than a porosity of the second portion of the anode by an amount within a range of 18% to 30% established as a function of a thickness of the anode; and

the anode disposed within the cavity along the second side of the separator and separated from the cathode by the separator, the anode electrically coupled with a negative terminal, the anode comprising:

the first portion adjacent to the second side of the separator having the thickness between 25 microns and 32 microns; and

the second portion adjacent to the first portion and separated from the separator by the first portion, wherein the porosity of the first portion of the anode is greater than the porosity of the second portion of the anode by the amount within the range of 18% to 30% established as the function of a thickness of the anode, wherein the thickness of the first portion of the anode is less than 40% of the thickness of the second portion of the anode.

15. The electric vehicle of claim 14 , wherein the porosity of the first portion of the anode is configured to reduce an amount of lithium plating on the second side of the separator relative to a battery cell having a uniform porosity.