A gaussian process model for tires in combined slip case a gaussian process model for tires in combined slip case

A deep knowledge of tire behavior in operating conditions is fundamental to the effective modelling of vehicular dynamics on its safety, comfort and performance aspects. Data-based models are a common approach despite the associated challenges: the complex interaction between tire constructive and operational factors implies the necessity of large datasets, the tradeoff between local and global fit is challenging and the handling of a high number of inputs with varying relevance to each output is a computationally expensive problem.