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Yes, the Energy Readings remain stored for the ME range meters during power failure as they are stored in the EEPROM.
EEPROM is nonvolatile memory and can store values for a very long time without battery backup.
ME meters are able to keep all the information that has been stored in the EEPROM for more than 10 years. Therefore, a power failure should not pose a problem.