Abstract: A method for mitigating effects of a shipment time delay of intermediate products and materials in a manufacturing process comprises, in a training phase, obtaining historical supplier data of the intermediate products and materials, obtaining process parameters of the manufacturing process that are observable for the manufacturing process, and obtaining external data that are independent from the manufacturing process. The method applies a machine learning algorithm to generate a model for predicting a time delay risk in the manufacturing process based on the historical supplier data, the process parameters of the manufacturing process and the external data, and records the generated model in a database.

Abstract: A method for controlling at least one autonomous device which is one of at least two agents that cooperatively perform a common task in a common environment is provided. The method comprises: obtaining variables on a current state of each agent in the common environment, and obtaining a further variable on a current state of the common environment that describes a distance of the current state of the agents to a common goal state or a task success; determining a quantitative measure for cooperative behaviour of the agents that quantifies an extent to which a mutual support or an adaption in joint cooperative actions towards the common goal state increases a joint action space of the agents; optimizing a joint behaviour of the agents using the quantitative measure based on the obtained variables to determine an action of the autonomous device; and outputting a control signal for controlling the action.

Abstract: A computer-implemented method for a structural optimization of a geometric shape of a physical object with respect to a deformation comprises a step of representing the geometric shape of the physical object in a spectral design representation in the spectral domain, and a step of determining a deformation mode and of generating a spectral descriptor of the deformation mode on the basis of the spectral design representation and spectral representation of the deformed object. The method then performs a structural optimization of a set of design variables using the generated spectral descriptor as a parameter in an objective function of the structural optimization or in at least one constraint of the structural optimization to generate an optimized set of design variables of the physical object. The method outputs the optimized set of design variables of the physical object.