Here, the methods developed for mono- and multi-disciplinary optimization (size and shape) are transferred to multi-physics problems. One focus is the development of highly efficient numerical methods for acoustics and other multi-physics problems coupling numerical simulations in the areas of thermal, fluid and structural systems. Hence algorithms for robustness analysis, sensitivity studies, model reduction, design of experiments and shape variation are combined.