Battery manufacturing processes based on acoustic and process signal analysis
Systems, methods, and computer-readable media are provided for controlling a battery manufacturing process. For instance, signal based analysis that can include audio signal analysis can be performed during a first process step of a battery manufacturing process. Based on the signal based analysis, at least one adjustment can be determined for a second process step of the battery manufacturing process. Information associated with the at least one adjustment can be provided to the second process step.
1 . A method of controlling a process of manufacturing an energy storage device using a controller that is communicatively coupled to one or more sensors, the method comprising:
controlling the one or more sensors by the controller to transmit and receive acoustic signals into one or more components of the energy storage device during a first process step, wherein the first process step is one of a plurality of process steps for manufacturing the energy storage device that are performed in a given sequence;
measuring one or more parameters associated with the first process step, wherein
the measuring is performed by the controller using acoustic signals received by at least one of the one or more sensors, and
the one or more parameters are indicative of a quality of manufacturing of the energy storage device during the first process step;
determining at least one adjustment to a second process step of the plurality of process steps based on the one or more parameters measured with respect to the first process step, wherein
the determining of the at least one adjustment is performed by the controller, and
the at least one adjustment includes changes to one or more manufacturing parameters used during the second process step; and
implementing the at least one adjustment at the second process step, by the controller.
2 . The method of claim 1 , wherein the second process step is prior to the first process step and implementing the at least one adjustment is based on a feedback to the second process step.
3 . The method of claim 1 , wherein the second process step is subsequent to the first process step and implementing the at least one adjustment is based on a feedforward to the second process step.
4 . The method of claim 1 , wherein the first process step and the second process step correspond to a same process step for manufacturing the energy storage device.
5 . The method of claim 1 , wherein controlling the one or more sensors comprises:
transmitting a first acoustic signal to the one or more components of the energy storage device during the first process step; and
receiving at least a second acoustic signal in response to the first acoustic signal; wherein
the one or more parameters are measured based on at least the first acoustic signal and the second acoustic signal.
6 . The method of claim 5 , further comprising:
determining, based on the one or more parameter, that at least one of the one or more manufacturing parameters is less than a threshold requirement, wherein the at least one adjustment is configured to adjust the at least one of the one or more manufacturing parameters.
7 . The method of claim 1 , wherein the at least one adjustment is associated with at least one of a density of electrode slurry, a settling of the electrode slurry, a coating thickness, a speed of a slurry coater, an oven drying time, and an oven drying temperature.