Systems and methods for updating energy storage management software in embedded systems

A computer-implemented method for updating one or more aspects of an inference model while the inference model is being used by an embedded system of an energy application, the computer-implemented method comprising:

• storing at a first memory location of a memory associated with an embedded system, a first instance of an inference model;
• storing at a second memory location of the memory, a second instance of the inference model;
• receiving, via a network, first updated information for the inference model;
• updating the second instance of the inference model based on the first updated information, wherein updating the second instance of the inference model is performed while the inference model is configured to estimate at least one aspect of the energy application using the first instance of the inference model;
• and
• configuring the embedded system to use the second instance of the inference model to estimate the at least one aspect of the energy application when updating the second instance of the inference model is complete.