In this paper we address the speed planning problem for a vehicle over an assigned path with the aim of minimizing a weighted sum of travel time and energy consumption under suitable constraints (maximum allowed speed, maximum traction or braking force, maximum power consumption). The resulting mathematical model is a non-convex optimization problem. We prove that, under some mild assumptions, a convex reformulation of the non-convex problem is exact. In particular, the convex reformulation is a Second Order Cone Programming (SOCP) problem, for which efficient solvers exist. Through the numerical experiments we confirm that the convex relaxation can be solved very efficiently and, moreover, we also provide the Pareto front of the trade-off between the two objectives (travel time and energy consumption).
Speed planning by minimizing travel time and energy consumption / Ardizzoni, S.; Consolini, L.; Laurini, M.; Locatelli, M.. - In: EURO JOURNAL ON COMPUTATIONAL OPTIMIZATION. - ISSN 2192-4406. - 13:(2025). [10.1016/j.ejco.2025.100112]
Speed planning by minimizing travel time and energy consumption
Ardizzoni S.;Consolini L.;Laurini M.;Locatelli M.
2025-01-01
Abstract
In this paper we address the speed planning problem for a vehicle over an assigned path with the aim of minimizing a weighted sum of travel time and energy consumption under suitable constraints (maximum allowed speed, maximum traction or braking force, maximum power consumption). The resulting mathematical model is a non-convex optimization problem. We prove that, under some mild assumptions, a convex reformulation of the non-convex problem is exact. In particular, the convex reformulation is a Second Order Cone Programming (SOCP) problem, for which efficient solvers exist. Through the numerical experiments we confirm that the convex relaxation can be solved very efficiently and, moreover, we also provide the Pareto front of the trade-off between the two objectives (travel time and energy consumption).I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.


