Search Results for author: Clemens Gühmann

Found 5 papers, 2 papers with code

Improving Semi-Supervised Learning for Remaining Useful Lifetime Estimation Through Self-Supervision

1 code implementation19 Aug 2021 Tilman Krokotsch, Mirko Knaak, Clemens Gühmann

Previous work on SSL evaluated their approaches under unrealistic conditions where the data near failure was still available.

Remaining Useful Lifetime Estimation

Non-Autoregressive vs Autoregressive Neural Networks for System Identification

no code implementations5 May 2021 Daniel Weber, Clemens Gühmann

The application of neural networks to non-linear dynamic system identification tasks has a long history, which consists mostly of autoregressive approaches.

RIANN -- A Robust Neural Network Outperforms Attitude Estimation Filters

no code implementations15 Apr 2021 Daniel Weber, Clemens Gühmann, Thomas Seel

We gather six publicly available datasets of which we exploit two datasets for the method development and the training, and we use four datasets for evaluation of the trained estimator in three different test scenarios with varying practical relevance.

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