METRON INCORPORATED — Department of Defense STTR Phase I: N21B-T021

METRON INCORPORATED — STTR Phase I award from Department of Defense.

Amount
$139,947
Agency
Department of Defense · Navy
Program / Phase
STTR · Phase I
Topic
N21B-T021
Solicitation
21.B
NAICS
Place of performance
VA
Period
2022-01-11 → 2022-07-27

Description

Metron, Inc. and the Maryland Robotics Center (MRC) at the University of Maryland propose to design autonomous, distributed ISR mission planning algorithms deployed on UAV platforms that can replan dynamically based on environmental and mission-specific changes. Agents will negotiate UAV tasks dynamically using AI market-based consensus in which global objectives emerge naturally from UAVs pursuing local goals. Agents will execute UAV routing and control through Bayesian inference and model-based policies that select actions given state based on maximizing value, similar to the role of Q-functions in reinforcement learning. The key challenges are to design algorithms that are distributed, operate in real-time with onboard hardware, address environmental and operational characteristics, and make good, well-informed decisions that are sufficiently interpretable to gain the trust of an operator. We organize our technical system design requirements into three main components: initial mission planning, UAV routing and control, and dynamic replanning.