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Patent drawing for Systems and methods for forecasting battery state of charge
US 10,969,436 B1
Electrical measurement US 10,969,436 B1 Not in force

Systems and methods for forecasting battery state of charge

This system predicts how much charge is left in a lithium-ion battery. It combines simple forecasting methods, like ARIMA or Holt Winters, with more advanced machine learning techniques, such as neural networks, using experimentally obtained battery data. The claims describe a system with a battery analyzer, a processor, and software that executes these prediction methods.

Why it matters: Filed before significant advancements in machine learning model efficiency and deployment. The complex ML models claimed are now more practical to implement on diverse hardware.

Status
Not in forceListed as no longer active. The specific reason is not in the record we hold.
How hard to build
SpecializedSoftware logic, battery analyzer integration

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