Balancing Braking Performance and Lateral Traction on Soft Ground in Off-Road Heavy Vehicles
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Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Modellbyggare
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Sammanfattning
Off-road heavy vehicles operate in various terrains and industries such as agriculture,
mining and on construction sites. The widely used braking system ABS is designed
for paved road driving and experiments testing it in off-road scenarios have resulted
in longer braking distances compared to braking with ABS disabled. Research in
off-road conditions is mainly focused on traction control and lateral motion rather
than braking.
A physics based tire model has been implemented and analyzed along with an automatic
braking controller tailored for off-road conditions. The model describes the
acquired forces from a tire when it sinks into soft terrain and includes parameters
with values specific for different terrain types such as clay and sand. According to
this model, the braking force is monotonically increasing as braking slip increases,
thus finding the maximum braking force when the tire is locked and the slip value
is −100%. This differs from paved road driving which is why ABS aims to regulate
slip between −30% and −10%. As a slip of −100% significantly sacrifices the
ability to steer the vehicle in the lateral direction, the objective of the project is to
brake the vehicle with the greatest possible force while not loosing more than 40%
of lateral traction relative to its peak value.
An H∞ controller has been designed to brake the vehicle by tracking a desired slip
value. Test cases were simulated where the vehicle was decelerated from 30km/h in
various conditions such as varying terrain type and load. Based on the weights in the
H∞ configuration, decoupled PI-controllers were tuned to compare the centralized
H∞ controller against individual slip controllers acting on each tire axis. It was
found that the centralized controller exhibits superior slip tracking performance in
most test cases compared to the decoupled controllers. The H∞ controller can
effectively track the slip value it was linearized around, namely −24% for front
tires and −20% for rear tires. It was able to track this slip reference on different
terrain types, including terrain shifts during the braking action, while also being
heavily laden with 20 · 103 kg. In addition, slip tracking was also successful when
the slip reference was set to −90% for all tires which reduced the braking distance
to approximately 9m in comparison to roughly 12m, depending on terrain type and
extra load.
The implemented tire model gives insight about why ABS can be ineffective on soft
terrain as it regulates slip around −20% where longitudinal braking force is suboptimal.
With slip references of around −24% for front tires and −20% for rear
tires, the H∞ does not bring obvious advantages over the ABS. However, the fact
that the developed controller showed effective slip tracking performance in various
scenarios, including the more aggressive slip reference of −90%, enables the possibility
to expand the H∞ controller to control more dimensions. Further research is
encouraged to include lateral dynamics into the control configuration such that a
tradeoff between trying to maximize longitudinal braking force while keeping lateral
traction is balanced by weights in the H∞ control configuration.
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tire model, off-road, braking system, robust control, H∞, autonomous driving
