OPENTECHNICAL PUBLICATION
OT-2026-000002585

Machine-learned robot fleet management for value chain networks

Published: 2026-09-15T19:14:01.159058Z
Permanent URL: https://opentechnical.org/p/OT-2026-000002585
Categories: Sensors, Controls & Machine Vision > Industrial Control

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ABSTRACT

A system includes a fleet resources data store that maintains a fleet resource
inventory indicating fleet resources that can be assigned to perform tasks.
For each fleet resource, the inventory indicates features of each fleet
resource and a respective status. A set of task definitions is accessible to
an intelligence layer to facilitate improving task definition based on
feedback from task-specific outcomes. The system receives a job request for a
robotic fleet to perform a job and determines a job definition data structure
indicating a set of tasks to be performed for the job. The system applies an
outcome of performing a task by a resource assigned to perform the task to a
machine learning system of the intelligence layer that facilitates improving,
based on the outcome, the set of task definitions. The system updates the set
of task definitions based on a result of applying the machine learning system.

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OpenTechnical publication OT-2026-000002585
Published 2026-09-15T19:14:01.159058Z
https://opentechnical.org/p/OT-2026-000002585