1 research outputs found
Sub-optimal Control of Autonomous Wheel loader with Approximate Dynamic Programming
Optimal control of wheel loaders in short loading cycles is studied in this
paper. For modeling the wheel loader, the data from a validated diesel engine
model is used to find a control oriented mean value engine model. The driveline
is modeled as a switched system with three constant gear ratios (modes) of
for backwarding, for forwarding, and zero for stopping. With these
three modes, the sequence of active modes in a short loading cycle is fixed as
backwarding, stopping, forwarding, and stopping. For the control part, it is
assumed that the optimal path is known a priori. Given the mode sequence, the
control objective is finding the optimal switching time instants between the
modes while the wheel loader tracks the optimal path. To solve the optimal
control problem, approximate dynamic programming is used. Simulation results
are provided to show the effectiveness of the solution.Comment: This article has been accepted for oral presentation at 2019 Dynamic
System and Control Conference. The content might NOT be the same as the final
edition of the accepted paper for the DSC