Control Strategies for Reducing Ground Tear in Agricultural Vehicles with Overactuated Steering
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Publicerad
Författare
Typ
Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Modellbyggare
Tidskriftstitel
ISSN
Volymtitel
Utgivare
Sammanfattning
This thesis investigates how two different steering configurations, tire steering and
pivot steering, as well as control strategies can be utilized to reduce ground impact
caused by shear forces in different scenarios. The vehicle dynamics for the two steering
configurations and their ground interaction on deformable soil is modelled and
simulated using Matlab. A state space formulation for each steering setup is derived
and used for the development of an LQR and MPC controller. The control objective
is reference tracking of the longitudinal velocity, and front and rear steering angles
with the ultimate goal of reducing excessive shear forces. The developed modelbased
controllers utilize input rate penalties to promote smooth control actions, as
well as weighting terms on slip ratio and slip angle, which are directly related to
the generated shear forces. In addition, the MPC formulation incorporates explicit
constraints, allowing tire slip to be directly limited. A PI controller is also developed
as a benchmark for comparison with the model-based controllers.
Both the steering configurations and developed controllers are evaluated in simulation
under both uniform and asymmetric terrain conditions. The pivot steering
model combined with the implemented controller shows a reduction in total shear
force compared to the tire steering model. However, it shows slightly reduced capabilities
in reference tracking performance compared to tire steering. The model
based controllers were successfully implemented and shows improved performance
compared with the PI controller in terms of ground impact reduction as a result of
the input rate limitations. Furthermore, the model based controllers could successfully
incorporate slip ratio weights for reduction of longitudinal shear forces. The
MPC also provided promising results in incorporating weights on slip angle and direct
constraints on tire slip. Both steering configurations successfully incorporates
an extended Kalman filter for state estimation, although with reduced performance
Beskrivning
Ämne/nyckelord
LQR, MPC, Slip reduction, Pivot steering, EKF, Model based control, Ground shear stress
