Methods and systems for in-situ impedance spectroscopy analysis of battery cells in multi-cell battery packs

1. A method for on-demand in-situ analysis of multiple battery cells in a battery pack, the method comprising:

applying a test profile to a first battery cell using a first node controller while the battery pack remains operational, wherein:

the first battery cell is selected from the multiple battery cells in the battery pack for purposes of the on-demand in-situ analysis,

the first node controller is connected with one or more additional node controllers of the battery pack,

the one or more additional node controllers control the operation of one or more additional cells in the battery pack, and

the one or more additional cells continue to charge or discharge using a power compensation profile while applying the test profile to the first battery cell independent from the applying the test profile to the first battery cell, and

the power compensation profile used to charge or discharge the one or more additional cells is different from the test profile applied to the first battery cell; and

determining one or more characteristics of the first battery cell based on a response of the first battery cell to the test profile applied to the first battery cell.

2. The method of claim 1 , wherein applying the test profile to the first battery cell comprises changing an electrical current through the first battery cell according to one of a linear profile or a step profile.

3. The method of claim 1 , wherein applying the test profile to the first battery cell is triggered based on at least one of operating history of the first battery cell, operating history of the battery pack, testing history of the first battery cell, testing history of the battery pack, SOC of the first battery cell, SOC of the battery pack, temperature of the first battery cell, OCV of the first battery cell, voltage of the first battery cell under a set load, or test data analysis of battery cells equivalent to the first battery cell.

4. The method of claim 1 , further comprising:

determining a new operating profile for the first battery cell, based on the one or more characteristics of the first battery cell, and

operating the first battery cell based on the new operating profile.

5. The method of claim 4 , wherein the new operating profile comprises at least one changed parameter selected from the group of a charge rate, a discharge rate, an upper cutoff voltage, and a lower cutoff voltage.

6. The method of claim 4 , wherein the new operating profile comprises a lower charge rate and a lower discharge rate when the one or more characteristics indicate an increased impedance of the first cell.

7. The method of claim 4 , wherein the new operating profile comprises discharging the first cell to a state of charge of less than 20% and bypassing the first cell during further operations of the battery pack.

8. The method of claim 1 , further comprising performing a state-of-power (SOP) assessment or SOP forecasting based on the one or more characteristics.

9. The method of claim 1 , further comprising determining one or more degradation modes of the first battery cell based on the one or more characteristics of the first battery cell.

10. The method of claim 9 , wherein the one or more degradation modes are differentiated based on multiple different frequency ranges of the test profile.

11. The method of claim 10 , wherein the one or more degradation modes comprise:

degradation of individual internal components of the first cell, corresponding to a first frequency range of the multiple different frequency ranges;

changes of charge transfer mechanics of the first cell, corresponding to a second frequency range of the multiple different frequency ranges; and

changes of ionic diffusion into electrodes active materials of the first cell, corresponding to a third frequency range of the multiple different frequency ranges.

12. The method of claim 9 , wherein the one or more degradation modes comprises at least one of power fade and capacity fade determined by comparing the one or more characteristics to corresponding characteristics at a beginning of the life of the battery pack.

13. The method of claim 1 , further comprising transmitting the one or more characteristics of the first battery cell from the battery pack to a battery data system, communicatively coupled to the battery pack.

14. The method of claim 13 , further comprising:

receiving battery data from the battery data system, communicatively coupled to one or more additional power systems; and

processing the battery data to determine the test profile for the first cell.

15. The method of claim 1 , wherein the one or more characteristics comprises impedance of the first battery cell.

16. The method of claim 1 , further comprising:

obtaining the temperature of the first battery cell; and

correlating the temperature of the first battery cell with the response of the first battery cell to the test profile.

17. The method of claim 1 , wherein the one or more characteristics are determined multiple times at different temperatures of the first battery cell.

18. The method of claim 1 , wherein:

the one or more characteristics comprise a combination of voltage change and current change of the first cell when the test profile is applied to the first battery cell,

the voltage change and the current change are used to determine an equivalent series resistance (ESR) of the first cell and to estimate an open circuit voltage (OCV) of the first cell.

19. The method of claim 1 , wherein:

the test profile is a step response, corresponding to a one-off pulse, and

the one or more characteristics are voltage responses of the first cell sampled across multiple frequencies to provide Fourier decomposition.

20. The method of claim 1 , further comprising:

determining loss of useable capacity of the first cell from the one or more characteristics; and

decomposing the loss of useable capacity into (1) power fade due to impedance growth and (2) thermodynamic capacity fade.