Method and apparatus for automatically estimating remaining useful life (RUL) of battery in real time
First Claim
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1. A method of estimating a remaining useful life (RUL) of a battery, the method comprising:
- identifying a class of data of the battery;
determining whether the identified class of data is a first identified class;
performing a fine RUL estimation of the battery in response to a determination that the identified class of data is the first identified class; and
estimating a fine RUL of the battery in response to the determination of the first identified class.
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Abstract
A method of estimating a remaining useful life (RUL) of a battery includes: identifying a class of data of the battery in real time; determining whether a second level RUL estimation is set for the class; estimating a gross RUL by performing a first level RUL estimation in response to the second level RUL estimation not being set for the class; and estimating a fine RUL of the battery in response to the second level RUL estimation being set for the class.
27 Citations
17 Claims
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1. A method of estimating a remaining useful life (RUL) of a battery, the method comprising:
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identifying a class of data of the battery; determining whether the identified class of data is a first identified class; performing a fine RUL estimation of the battery in response to a determination that the identified class of data is the first identified class; and estimating a fine RUL of the battery in response to the determination of the first identified class. - View Dependent Claims (2, 3, 4, 5, 6, 17)
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7. A system for estimating a remaining useful life (RUL) of a battery, the system comprising:
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an RUL estimator; and a non-volatile memory comprising instructions, wherein the instructions are configured to cause the RUL estimator to; identify a class of data of the battery; determine whether the identified class of data is a first identified class; perform a fine RUL estimation of the battery in response to a determination that the identified class of data is the first identified class; and estimate a fine RUL of the battery in response to the determination of the first identified class. - View Dependent Claims (8, 9, 10, 11, 12)
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13. A remaining useful life (RUL) estimator, comprising:
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a processor; a classifier implemented by the processor and configured to identify a class of data of a battery; a state of health (SOH) monitor implemented by the processor and configured to determine whether the identified class of data is a first identified class; a regression analyzer implemented by the process and configured to perform a fine RUL estimation of the battery in response to a determination that the identified class of data is the first identified class; and estimate a fine RUL of the battery in response to the determination of the first identified class. - View Dependent Claims (14, 15, 16)
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Specification