Ralph received his diploma in economics and PhD from the University of Bremen, Germany. His research interest is on time series forecasting and data driven modeling of dynamical system using neural networks. Ralph joined Siemens in 1999 and has been working in the field of machine learning and artificial intelligence (AI) for more than 20 years, as well as the implementation of these technologies in industrial customer projects. He is now a principal key expert for predictive analytics.