Fine grained network management to edge device features

A networked battery management system comprising:

• a non-transitory computer readable memory storing multimodal sensor data relating to an edge device comprising one or more battery or power management device components;
• and
• one or more processors coupled with the non-transitory computer readable memory and configured to execute software instructions that cause the one or more processors to perform as a network management engine to:
• obtain a set of multimodal sensor data comprising a plurality of different types of sensor data and that relates to the one or more battery or power management device components;
• determine, based on at least one condition or threshold related to parameters of the multimodal sensor data, whether an operational event related to one or more of the battery or power management device components has occurred or is occurring, or is likely to have occurred or likely to be occurring;
• generate or update operational event data associated with the operational event, wherein the operational event data is accessible via network management software;
• and
• take or initiate an action based on the operational event data via the network management software.

A method for networked battery management, the method comprising:

• obtaining a set of multimodal sensor data comprising a plurality of different types of sensor data and that relates to the one or more battery or power management device components;
• determining, based on at least one condition or threshold related to parameters of the multimodal sensor data, whether an operational event related to one or more of the battery or power management device components has occurred or is occurring, or is likely to have occurred or likely to be occurring;
• generating or updating operational event data associated with the operational event, wherein the operational event data is accessible via network management software;
• and
• taking or initiating an action based on the operational event data via the network management software.

A non-transitory computer-readable medium including instructions thereon, which, when executed by at least one processor, cause the at least one processor to perform one or more operations comprising:

• obtaining a set of multimodal sensor data comprising a plurality of different types of sensor data and that relates to the one or more battery or power management device components;
• determining, based on at least one condition or threshold related to parameters of the multimodal sensor data, whether an operational event related to one or more of the battery or power management device components has occurred or is occurring, or is likely to have occurred or likely to be occurring;
• generating or updating operational event data associated with the operational event, wherein the operational event data is accessible via network management software;
• and
• taking or initiating an action based on the operational event data via the network management software.