Only the models obtained at the identified optimal complexity using the whole data set for training, referred to as best identified models, are discussed. and, respectively). For these materials, the activity increases gradually during the activation step, in particular in n-butane. The catalysts predominantly show good stability after temperature and contact time variation, but feed variation and especially co-dosing experiments often lead to changes in the catalyst performance (Figs. ).