Kai Goebel

Research interests

Publications

• Fusing physics-based and deep learning models for prognostics

  Repository for Publications and Research Data (ETH Zurich) · 2022 · https://doi.org/10.3929/ethz-b-000506035

• Relation between prognostics predictor evaluation metrics and local interpretability SHAP values

  Artificial Intelligence · 2022 · https://doi.org/10.1016/j.artint.2022.103667

• Planetary gearbox fault diagnosis using bidirectional-convolutional LSTM networks

  Mechanical Systems and Signal Processing · 2021 · https://doi.org/10.1016/j.ymssp.2021.107996

• Metrics for Offline Evaluation of Prognostic Performance

  International Journal of Prognostics and Health Management · 2021 · https://doi.org/10.36001/ijphm.2010.v1i1.1336

• Aircraft Engine Run-to-Failure Dataset under Real Flight Conditions for Prognostics and Diagnostics

  Data · 2021 · https://doi.org/10.3390/data6010005

• Model-Based Prognostics With Concurrent Damage Progression Processes

  IEEE Transactions on Systems Man and Cybernetics Systems · 2012 · https://doi.org/10.1109/tsmca.2012.2207109

• An Adaptive Recurrent Neural Network for Remaining Useful Life Prediction of Lithium-ion Batteries

  Annual Conference of the PHM Society · 2010 · https://doi.org/10.36001/phmconf.2010.v2i1.1896

• Modeling Li-ion Battery Capacity Depletion in a Particle Filtering Framework

  Annual Conference of the PHM Society · 2009

• Comparison of prognostic algorithms for estimating remaining useful life of batteries

  Transactions of the Institute of Measurement and Control · 2009 · https://doi.org/10.1177/0142331208092030

• Precursor Parameter Identification for Insulated Gate Bipolar Transistor (IGBT) Prognostics

  IEEE Transactions on Reliability · 2009 · https://doi.org/10.1109/tr.2009.2020134

• Modeling, Detection, and Disambiguation of Sensor Faults for Aerospace Applications

  IEEE Sensors Journal · 2009 · https://doi.org/10.1109/jsen.2009.2030284

• A diagnostic approach for electro-mechanical actuators in aerospace systems

  Journal · 2009 · https://doi.org/10.1109/aero.2009.4839661

• Metrics for evaluating performance of prognostic techniques

  Journal · 2008 · https://doi.org/10.1109/phm.2008.4711436

• Prognostics in Battery Health Management

  IEEE Instrumentation & Measurement Magazine · 2008 · https://doi.org/10.1109/mim.2008.4579269

• Damage propagation modeling for aircraft engine run-to-failure simulation

  Journal · 2008 · https://doi.org/10.1109/phm.2008.4711414

• Uncertainty Management for Diagnostics and Prognostics of Batteries using Bayesian Techniques

  Proceedings - IEEE Aerospace Conference · 2008 · https://doi.org/10.1109/aero.2008.4526631

• Prognostics Methods for Battery Health Monitoring Using a Bayesian Framework

  IEEE Transactions on Instrumentation and Measurement · 2008 · https://doi.org/10.1109/tim.2008.2005965

• An integrated approach to battery health monitoring using bayesian regression and state estimation

  Conference record (1995) - Autotestcon/Conference record - Autotestcon · 2007 · https://doi.org/10.1109/autest.2007.4374280

• A Survey of Artificial Intelligence for Prognostics.

  National Conference on Artificial Intelligence · 2007

Current projects

No projects listed.