Search Results for author: Christoph Burger

Found 3 papers, 2 papers with code

Residual Neural Networks for the Prediction of Planetary Collision Outcomes

1 code implementation9 Oct 2022 Philip M. Winter, Christoph Burger, Sebastian Lehner, Johannes Kofler, Thomas I. Maindl, Christoph M. Schäfer

We formulate the ML task as a multi-task regression problem, allowing simple, yet efficient training of ML models for collision treatment in an end-to-end manner.

Out-of-Distribution Generalization

Scaling laws for the geometry of an impact-induced magma ocean

1 code implementation8 Apr 2020 Miki Nakajima, Gregor J. Golabek, Kai Wünnemann, David C. Rubie, Christoph Burger, Henry J. Melosh, Seth A. Jacobson, Lukas Manske, Scott D. Hull

Here, we develop scaling laws for (1) the distribution of impact-induced heat within the mantle and (2) shape of the impact-induced melt based on more than 100 smoothed particle hydrodynamic (SPH) simulations.

Earth and Planetary Astrophysics

Decision-making for automated vehicles using a hierarchical behavior-based arbitration scheme

no code implementations2 Mar 2020 Piotr Franciszek Orzechowski, Christoph Burger, Martin Lauer

Inspired by these approaches, we propose a hierarchical behavior-based architecture for tactical and strategical behavior generation in automated driving.

Robotics

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