The present thesis deals with advanced tyre modelling, in particular with the influences of tyre temperature as well as the effect of dynamic frequency dependent hardening of elastomers, including their effects on the tyre force characteristic. The focus of the work relates to computational efficient semi-physical tyre model approaches, which are widely used for ADAS and VDC operations.