MPC path-planner for autonomous driving solved by genetic algorithm technique
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Abstract (arXiv)
Autonomous vehicle's technology is expected to be disruptive for automotive industry in next years. This paper proposes a novel real-time trajectory planner based on a Nonlinear Model Predictive Control (NMPC) algorithm. A nonlinear single track vehicle model with Pacejka's lateral tyre formulas has been implemented. The numerical solution of the NMPC problem is obtained by means of the implementation of a novel genetic algorithm strategy. Numerical results are discussed through simulations that shown a reasonable behavior of the proposed strategy in presence of static or moving obstacles as well as in a wide rage of road friction conditions. Moreover a real-time implementation is made possible by the reported computational time analysis.
Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). First posted on arXiv 1 Feb 2021.
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Citing papers per year: 2021: 1.
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- 2021NMPC trajectory planner for urban autonomous drivingcited by 3
- 2021NMPC trajectory planner for urban autonomous driving9 May 2021
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