Inspection of binders and slurry mixtures for use in battery fabrication based on acoustic signal analysis
Systems, techniques, and computer-implemented processes for acoustic signal based improvements to one or more process steps in the manufacture of battery cells. Information gathered based on an acoustic signal based analysis in one process step can be used in one or more other process steps using any suitable combination of feedback and/or feedforward of the acoustic signal based analysis. Such feedback and/or feedforward can improve the overall quality of battery cells produced using the manufacturing process, efficiency/cost of the manufacturing process, improvement in yield/reduction in wastage of the battery cells produced using the manufacturing process and/or improvements in individual process steps.
1. A system comprising:
one or more transducers configured to transmit acoustic signals through at least one of a portion of one or more battery cells and a portion of one or more components of the one or more battery cells, and receive corresponding response signals associated with the acoustic signals;
and one or more processors configured to:
perform acoustic signal based analysis during a first process step for manufacturing the one or more battery cells or the one or more components; and
based on the acoustic signal based analysis performed during the first process step, adjust one or more parameters of at least a second process step for manufacturing the one or more battery cells or one or more components, wherein the parameters include heating or drying an electrode slurry and/or current collector, mixing a slurry, forming a binder, an operation of one or more rollers associated with the current collector, a flow of the slurry through a pipe, control a slurry mixer, a flow of binder through a pipe, control a binder mixer, remove anomalous material detected, and a material composition of a binder and/or a slurry.
2. The system of claim 1 , wherein the one or more processors are further configured to feed information regarding the one or more parameters to the at least one of the first process step and the second process step, and the second process step is prior to the first process step and feeding the information comprises a feedback.
3. The system of claim 1 , wherein the one or more processors are further configured to feed information regarding the one or more parameters to the at least one of the first process step and the second process step, and the second process step is subsequent to the first process step and feeding the information comprises a feedforward.
4. The system of claim 1 , wherein performing the acoustic signal based analysis comprises measuring one or more features of at least one of the first process step, the second process step, the one or more battery cells, and the one or more components of the one or more battery cells.
5. The system of claim 4 , wherein the one or more features comprise at least one of one or more characteristics of a binder, one or more characteristics of a pipe, one or more characteristics of a slurry, one or more characteristics of a slurry mixer, one or more characteristics of a flow of slurry, one or more characteristics of a coating of the slurry, one or more characteristics of an electrode slurry, one or more characteristics of a current collector, and one or more settings of a drying oven.
6. The system of claim 1 , wherein performing the acoustic signal based analysis comprises determining one or more acoustic signal properties associated with one or more acoustic signals transmitted through at least one of the one or more battery cells, a portion of the one or more battery cells, the one or more components of the one or more battery cells, and a portion of the one or more components of the one or more battery cells.
7. The system of claim 1 , wherein performing the acoustic signal based analysis comprises determining one or more acoustic signal properties associated with one or more acoustic signals reflected from at least one of the one or more battery cells, a portion of the one or more battery cells, the one or more components of the one or more battery cells, and a portion of the one or more components of the one or more battery cells.
8. The system of claim 1 , further comprising at least one of a binder, a slurry, a container containing the binder, a container containing the slurry, a drying oven, and a pump configured to control a flow of binder and/or slurry through a pipe.
9. The system of claim 1 , the one or more processors being configured to feed information regarding the one or more parameters to the second process step.
10. A system comprising:
one or more transducers configured to transmit acoustic signals through at least one of a portion of one or more battery cells and a portion of one or more components of the one or more battery cells, and receive corresponding response signals associated with the acoustic signals;
and one or more processors configured to:
perform acoustic signal based analysis during a first process step for manufacturing the one or more battery cells or the one or more components, wherein performing the acoustic signal based analysis comprises measuring one or more features of at least one of the first process step, a second process step, the one or more battery cells, and the one or more components of the one or more battery cells and the one or more features comprise at least one of one or more characteristics of a binder, one or more characteristics of a pipe, one or more characteristics of a slurry, one or more characteristics of a slurry mixer, one or more characteristics of a flow of slurry, one or more characteristics of a coating of the slurry, one or more characteristics of an electrode slurry, one or more characteristics of a current collector, and one or more settings of a drying oven; and
based on the acoustic signal based analysis performed during the first process step, determine one or more improvements to at least the second process step for manufacturing the one or more battery cells or one or more components, wherein the one or more improvements comprise one or more adjustments to at least one of heating or drying an electrode slurry and/or current collector, mixing a slurry, forming a binder, an operation of one or more rollers associated with the current collector, a flow of the slurry through a pipe, control a slurry mixer, a flow of binder through a pipe, control a binder mixer, remove anomalous material detected, and a material composition of a binder and/or a slurry.
11. The system of claim 10 , wherein the one or more processors are further configured to feed information regarding the one or more improvements to the at least one of the first process step and the second process step, and the second process step is prior to the first process step and feeding the information comprises a feedback.
12. The system of claim 10 , wherein the one or more processors are further configured to feed information regarding the one or more improvements to the at least one of the first process step and the second process step, and the second process step is subsequent to the first process step and feeding the information comprises a feedforward.
13. The system of claim 10 , wherein performing the acoustic signal based analysis comprises determining one or more acoustic signal properties associated with one or more acoustic signals transmitted through at least one of the one or more battery cells, a portion of the one or more battery cells, the one or more components of the one or more battery cells, and a portion of the one or more components of the one or more battery cells.
14. The system of claim 10 , wherein performing the acoustic signal based analysis comprises determining one or more acoustic signal properties associated with one or more acoustic signals reflected from at least one of the one or more battery cells, a portion of the one or more battery cells, the one or more components of the one or more battery cells, and a portion of the one or more components of the one or more battery cells.
15. The system of claim 10 , further comprising at least one of a binder, a slurry, a container containing the binder, a container containing the slurry, a drying oven, and a pump configured to control a flow of binder and/or slurry through a pipe.
16. The system of claim 10 , the one or more processors being configured to feed information regarding the one or more improvements to the second process step.