Systems and methods for optimizing asset maintenance protocols by predicting vegetation-driven outages

A system for optimizing asset maintenance protocols by predicting vegetation-driven outages, the system comprising:

• a user interface;
• a memory storing a set of computer-readable instructions and a set of asset maintenance protocols corresponding to a set of assets;
• and
• a processor interfacing with the memory, and configured to execute the set of computer-readable instructions to cause the processor to:
• determine a failure probability for each asset in the set of assets within a designated area based on a vegetation coverage value and a vegetation density value determined from a 3D image of the designated area to predict a vegetation-driven outage,
• define an asset risk for each asset in the set of assets based on the failure probability,
• cluster vegetation within the designated area based on the asset risk for each asset in the set of assets, and
• optimize the set of asset maintenance protocols based on the clustered vegetation.

A non-transitory computer-readable storage medium having stored thereon a set of instructions, executable by at least one processor, for optimizing asset maintenance protocols by predicting vegetation-driven outages, the instructions comprising:

• instructions for determining a failure probability for each asset in a set of assets within a designated area based on a vegetation coverage value and a vegetation density value determined from a 3D image of the designated area to predict a vegetation-driven outage;
• instructions for defining an asset risk for each asset in the set of assets based on the failure probability;
• instructions for clustering vegetation within the designated area based on the asset risk for each asset of the set of assets;
• and
• instructions for optimizing a set of asset maintenance protocols corresponding to the set of assets based on the clustered vegetation.