„… same in all directions. Engineers can use fatigue testing data to predict the fatigue life at a given …” „… bars in multiple direction from the direction of flow to capture the unit cell properties for modelling …” „… . Modelling Digimat software developed by eXstream has been used by Automotive engineers to model fatigue life …”

„… streamlining of the development decision making process: ● Material data availability: Consistent and …” „… comprehensive material data and database infrastructure know-how for better decision-making ● Virtual material …” „… modelling: Let users handle all complexities to represent true material nature ● Design for sustainability …”

„… near future, this could help the virtual generation of data and characterization supported by machine …” „… , CO2 calculation, internal document, 2021 [8] 7th European LS-DYNA Conference: Multi-scale modelling …”

„… results with the data of non-metallic inclusion size. The life of subsurface-originated flaking on …” „… 0.3, respectively. To simplify the modelling and analysis processes, the inner ring was modelled as …” „… at four levels (i.e., 0.050 mm, 0.100 mm, 0.220mm and 0.345 mm). The detail of the modelling and …”

„… Constitutive Model and Data for Metals Subjected to Large Strains, High Strain Rates and High Temperatures …” „… , 1983 [3] ARRAZOLA, P. J.: Numerical modelling of 3D hard Turning using arbitrary Lagrangian Eulerian …”

„… ., Reimche, W., & Maier, H. J. (2017). Data stor-age within the subsurface of a component by local heat …” „… ). Data storage and component labeling within bulk material by sintering. In Cyber-Physical and …” „… . [BER03] Berthold, M., & Hand, D. J. (2003). Intelligent Data Analysis: An Int-roduction (2. Aufl …”

„… undesired vibration modes on these blades unless a careful design is chosen. A detailed modelling of the …” „… validation process of simulation models with experimental data in order to improve simulation results, as …” „… proposed by Blaschke & Schneider, 2013 [5]. This experimental data can be collected in variety of means …”

„… Finite Element Models (FEM) correlated to experimental modal analysis data (EMA) to gain experience on …” „… modelling parameters. Two examples are discussed with the focusing on the dynamic behaviour of orthotropic …”

„… 4H U M A N M O T I O N DATA S E TA learning-based approach to inverse dynamics of human motion …” „… the final data pointsused for the training of machine learning models is presented in Section 4.6.4.1 …” „… set to 100 Hz. The data recording is performed with theVicon Nexus 2 software. To facilitate the …”

„… Machine Learning and Simulation to a Hybrid ModellingApproach: Current and Future Directions.” In …” „… the machine ‘thinks’: Understanding opacity in machinelearning algorithms.” In: Big Data & Society 3.1 …” „… , Yepremian Daniel, Philippe Sardain, and Patrick Lacouture. “Footcontact event detection using kinematic data …”

„… simulated motion fromthe motion capture data yields the objective. A general challenge of forward …” „… . Instead, the missing control is achieved implicitly by modelling theground contact [79, 97, 140]. A …” „… thisthesis to generate joint torque training data (cf. Chapter 4) is motivated by this method.In the …”

„… pre-processing of humandynamics data leads to a lack of suitably large datasets. This represents a limiting …” „… generalizable models. In the broader field of machine learning, theproblem of missing labeled training data has …” „… led to an increasing number of approachesbeing proposed that use few or weakly labeled data points or …”

„… function is fitted using a training set of annotated data. Incontrast, unsupervised learning is applied to …” „… data without annotations. In this thesis twobasic approaches of machine learning are used, namely …” „… ofreal numbers y of the target data type, such that fr : Rm → Rn,x 7→ y. In this work, forinstance, the …”