Výsledky vyhledávání - "Heindel, Leonhard"

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Fatigue monitoring and maneuver identification for vehicle fleets using the scattering transform

Autor: Heindel, Leonhard, Hantschke, Peter, Kästner, Markus

Extensive monitoring comes at a prohibitive cost, limiting Predictive Maintenance strategies for vehicle fleets. This paper presents a measurement-based soft sensing technique where local strain gauges are only required for few reference vehicles, wh

Externí odkaz: http://arxiv.org/abs/2302.02737

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Performance Assessment of different Machine Learning Algorithm for Life-Time Prediction of Solder Joints based on Synthetic Data

Autor: Muench, Stefan, Bhat, Darshankumar, Heindel, Leonhard, Hantschke, Peter, Roellig, Mike, Kaestner, Markus

This paper proposes a computationally efficient methodology to predict the damage progression in solder contacts of electronic components using temperature-time curves. For this purpose, two machine learning algorithms, a Multilayer Perceptron and a

Externí odkaz: http://arxiv.org/abs/2204.06627

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Assessment of hybrid machine learning models for non-linear system identification of fatigue test rigs

Autor: Heindel, Leonhard, Hantschke, Peter, Kästner, Markus

The prediction of system responses for a given fatigue test bench drive signal is a challenging task, for which linear frequency response function models are commonly used. To account for non-linear phenomena, a novel hybrid model is suggested, which

Externí odkaz: http://arxiv.org/abs/2107.03645

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