Donald A. Sofge

Stochastic Optimization for Autonomous Vehicles with Limited Control Authority

In this work, we present a Stochastic Gradient Ascent (SGA) algorithm for multi-vehicle information gathering that accounts for limitations on a vehicle's control authority caused by external forces. By representing vehicle paths using a novel action space representation, rather than a state space r…