Patent ID: 11972388
Assignee: COX COMMUNICATIONS, INC.
Field: IT methods for management (Electrical engineering)
Classification: CPC G | IPC G

Claim 5:
6. A system, comprising:
at least one processor; and
at least one memory storing computer-executable instructions, that when executed by the at least one processor, cause the at least one processor to:
obtain historical asset tracking data for previous assets;
obtain historical external data associated with transportation of the previous assets;
analyze the historical asset tracking data and the historical external data to determine historical outcomes; and
train a machine learning model that is usable to determine a probability of failure and a mode of failure using the historical asset tracking data, the historical external data, and the historical outcomes;
obtain first sensor data collected from a first tracking device associated with a first asset;
determine a first set of external data associated with the first asset;
determine, using the machine learning model and based at least in part on the first sensor data and the first set of external data, a first probability of failure associated with a first mode of failure and a second probability of failure associated with a second mode of failure;
re-train the machine learning model based on the first probability of failure and the second probability of failure; and
responsive to a determination that the first probability of failure exceeds a first failure threshold and the second probability of failure is less than a second failure threshold:
determine, using the machine learning model, a first mitigation for the first mode of failure and a second mitigation for the second mode of failure that are available based at least in part on the first sensor data and the first set of external data;
determine, using the machine learning model, one or more first real-world actions corresponding to the first mitigation that, if performed, remediate the first mode of failure, and one or more second real-world actions corresponding to the second mitigation that, if performed, remediate the second mode of failure; and
cause the one or more first real-world actions to be performed instead of the one or more second real-world actions based on the first probability of failure exceeding the first failure threshold and the second probability of failure being less than the second failure threshold.