Siddhartha Shakya

Title: Analysis of the influences of constructive and functional tire properties on rolling acoustics - Validation of statistical methodology to estimate tire structure-borne noise (SbN) parameters using regression models and neural networks. - Identification of conflicting goals using data-driven methods in OEM tire development concerning driving dynamics, power loss, and SbN characteristics. - Analyzing the influences of individual tire and wheel constructive properties.

- Worked on objective tire development methodology that defines tire performance targets and determines optimal wheel and tire sizes in the early concept phase. - Supported vehicle testing focused on ride comfort analysis. - Developed MATLAB tools for effectively analyzing test bench data and tire simulation models. - Created algorithms for database management of results from multiple test benches.

- Further development of software tools in MATLAB for the institute’s custom real-time capable tire simulation model (parametrization, visualization, feature addition). - Implementation of tire and vehicle dynamics models in Simulink. - Digitization of chassis components using laser equipment.