Influence diagrams for the optimization of a vehicle speed profile

November 30, 2015 Β· Declared Dead Β· πŸ› BMA@UAI

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Authors VΓ‘clav KratochvΓ­l, JiΕ™Γ­ Vomlel arXiv ID 1511.09300 Category cs.AI: Artificial Intelligence Citations 2 Venue BMA@UAI Last Checked 3 months ago
Abstract
Influence diagrams are decision theoretic extensions of Bayesian networks. They are applied to diverse decision problems. In this paper we apply influence diagrams to the optimization of a vehicle speed profile. We present results of computational experiments in which an influence diagram was used to optimize the speed profile of a Formula 1 race car at the Silverstone F1 circuit. The computed lap time and speed profiles correspond well to those achieved by test pilots. An extended version of our model that considers a more complex optimization function and diverse traffic constraints is currently being tested onboard a testing car by a major car manufacturer. This paper opens doors for new applications of influence diagrams.
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