Controlling Semi-Active Damper for Heavy Duty Trucks: A Comparison of Control Algorithms for Increasing Ride Comfort with Semi-Active Dampers
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Författare
Typ
Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Modellbyggare
Tidskriftstitel
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Sammanfattning
This thesis evaluates semi-active suspension control for a heavy-duty 4x2 truck under
varying payload conditions, with the aim of improving ride comfort while maintaining
implementation feasibility. A rigid full-vehicle model was implemented in IPG
TruckMaker and integrated with MATLAB/Simulink. Five damper configurations
were compared: Passive, Load-Adaptive, Skyhook with estimated states, Ideal Skyhook,
and a Reinforcement Learning controller based on TD3.
The controllers were evaluated on a 1–5 Hz swept-frequency road and on stochastic
road profiles generated according to ISO 8608 classes A–F, using unloaded, 5,000 kg,
and 10,000 kg hitch load cases. Performance was assessed primarily through RMS of
vertical acceleration, supported by frequency-domain analysis and power consumption.
The results show that the benefit of semi-active control depends strongly on road
roughness. On smooth roads, the passive damper remained highly competitive.
On rougher roads, active controllers consistently reduced vertical acceleration relative
to passive damping. Reinforcement Learning achieved the lowest RMS vertical
acceleration in many test cases, but required higher power and showed degraded performance
outside its training distribution. Skyhook with estimated states provided
the best overall balance between comfort improvement, low power consumption, and
implementation feasibility, while Ideal Skyhook offered strong performance at the
cost of additional sensing requirements.
The Load-Adaptive controller maintained the intended damping ratio across payloads
and was the simplest active strategy to implement at the lowest computational
cost. However, its comfort benefit was limited at high load while power consumption
increased substantially, suggesting that disabling the load-adaptive logic in operating
regions where passive damping already performs comparably would improve its
energy efficiency.
Beskrivning
Ämne/nyckelord
semi-active damper, heavy-duty truck, ride comfort, Skyhook control, reinforcement learning, TD3, load-adaptive damping, ISO 8608
