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Reducing Tyre Wear Emissions of Automated Articulated Vehicles through Trajectory Planning

Sensors 2024 2 citations ? Citation count from OpenAlex, updated daily. May differ slightly from the publisher's own count. Score: 40 ? 0–100 AI score estimating relevance to the microplastics field. Papers below 30 are filtered from public browse.
Γεώργιος Παπαϊωάννου, Vallan Maroof, Vallan Maroof, Jenny Jerrelind, Lars Drugge

Summary

This study optimizes the driving trajectory of automated articulated vehicles to minimize tire wear — a major source of tire wear particles, which are among the most abundant microplastics found in urban environments. Simulations showed that even a small increase in journey time leads to significantly less tire wear mass loss. As autonomous vehicles become more common, programming them to drive in tire-wear-minimizing ways could meaningfully reduce non-exhaust microplastic emissions from road traffic.

Polymers

Effective emission control technologies and eco-friendly propulsion systems have been developed to decrease exhaust particle emissions. However, more work must be conducted on non-exhaust traffic-related sources such as tyre wear. The advent of automated vehicles (AVs) enables researchers and automotive manufacturers to consider ways to further decrease tyre wear, as vehicles will be controlled by the system rather than by the driver. In this direction, this work presents the formulation of an optimal control problem for the trajectory optimisation of automated articulated vehicles for tyre wear minimisation. The optimum velocity profile is sought for a predefined road path from a specific starting point to a final one to minimise tyre wear in fixed time cases. Specific boundaries and constraints are applied to the problem to ensure the vehicle's stability and the feasibility of the solution. According to the results, a small increase in the journey time leads to a significant decrease in the mass loss due to tyre wear. The employment of articulated vehicles with low powertrain capabilities leads to greater tyre wear, while excessive increases in powertrain capabilities are not required. The conclusions pave the way for AV researchers and manufacturers to consider tyre wear in their control modules and come closer to the zero-emission goal.

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