Search Results for author: Knut Graichen

Found 4 papers, 1 papers with code

Sampling for Model Predictive Trajectory Planning in Autonomous Driving using Normalizing Flows

no code implementations15 Apr 2024 Georg Rabenstein, Lars Ullrich, Knut Graichen

In this context, normalizing flows originating from the field of variational inference are considered for the generation of sampling distributions, as they model transformations of simple to more complex distributions.

Autonomous Driving Efficient Exploration +2

Transfer Learning Study of Motion Transformer-based Trajectory Predictions

no code implementations12 Apr 2024 Lars Ullrich, Alex McMaster, Knut Graichen

Trajectory planning in autonomous driving is highly dependent on predicting the emergent behavior of other road users.

Autonomous Driving Trajectory Planning +1

Occupancy Prediction for Building Energy Systems with Latent Force Models

1 code implementation10 Jan 2024 Thore Wietzke, Jan Gall, Knut Graichen

An LFM-based model predictive control (MPC) concept for BES is presented that benefits from the extrapolation capability of mechanistic models and the learning ability of GPs to predict the occupancy within the building.

Model Predictive Control

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