Goal Babbling with direction sampling for simultaneous exploration and learning of inverse kinematics of a humanoid robot. Proceedings of the workshop on New Challenges in Neural Computation. 4:56–63.. 2016.
Hierarchical decomposition of industrial assembly tasks. 2016 IEEE 21st International Conference on Emerging Technologies and Factory Automation (ETFA).. 2016.
Hybrid Mechanical and Data-driven Modeling Improves Inverse Kinematic Control of a Soft Robot. Procedia Technology. 26:12–19.. 2016.
Identifying the relevant frames of reference in programming by demonstration using task-parameterized Gaussian mixture regression. 2016 IEEE/SICE International Symposium on System Integration (SII).. 2016.
Improving the Inverse Dynamics Model of the KUKA LWR IV+ using Independent Joint Learning. Proceedings 7th IFAC Symposium on Mechatronic Systems. :507––512.. 2016.
Incremental Bootstrapping of Parameterized Motor Skills. Proc. IEEE Humanoids.. 2016.
Learning from demonstration with partially observable task parameters using dynamic movement primitives and Gaussian process regression. 2016 IEEE International Conference on Advanced Intelligent Mechatronics (AIM).. 2016.
Material comparison and design of low cost modular tactile surface sensors for industrial manipulators. 2016 IEEE 21st International Conference on Emerging Technologies and Factory Automation (ETFA).. 2016.
Modelling of Parameterized Processes via Regression in the Model Space. Proceedings of 24th European Symposium on Artificial Neural Networks. :53–58.. 2016.
Modulare Fertigungslinien für die individualisierte Produktion. Werkstattstechnik online.. 2016.
Parameterized Pattern Generation via Regression in the Model Space of Echo State Networks. Proceedings of the Workshop on New Challenges in Neural Computation.. 2016.
Simplifying synchronization in cooperative robot tasks - an enhancement of the Manipulation Primitive paradigm. 2016 IEEE 21st International Conference on Emerging Technologies and Factory Automation (ETFA).. 2016.
Simultaneous path planning and trajectory optimization for robotic manipulators using discrete mechanics and optimal control. Robotica. 34(6). 2016.
Time Series Classification in Reservoir- and Model-Space: A Comparison. Proc. 7th IAPR Workshop on Artificial Neural Networks in Pattern Recognition.. 2016.
Trajectory Optimization of COmpliant HuMANoid (COMAN) Robot Arm using Path Parameter based Dynamic Programming. Proc. IEEE Humanoids. :705–710.. 2016.
Vertical Integration and Service Orchestration for Modular Production Systems using Business Process Models. Procedia Technologica. 26:259–266.. 2016.
Design and Control of a Vertical Ball Juggling Delta Robot Without Visual Guidance. 13th International Conference on Intelligent Autonomous Systems.. 2015.
Developing new application fields for industrial robots - four examples for academia-industry collaboration. 2015 IEEE 20th Conference on Emerging Technologies Factory Automation (ETFA).. 2015.
Device Mismatch in a Neuromorphic System Implements Random Features for Regression. Biomedical Circuits and Systems Conference (BioCAS), 2015 IEEE. :1–4.. 2015.
Effect of exploratory perturbation on the formation of kinematic synergies in Goal Babbling. 2015 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob).. 2015.
Efficient Policy Search in Low-dimensional Embedding Spaces by Generalizing Motion Primitives with a Parameterized Skill Memory. Autonomous Robots. 38:331–348.. 2015.
A flat neural network architecture to represent movement primitives with integrated sequencing. :481–486.. 2015.
Impact of Regularization on the Model Space for Time Series Classification. New Challenges in Neural Computation (NC2). :49–56.. 2015.