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Application of machine learning for fleet-based condition monitoring of ball screw drives in machine tools

, , , , , and . International Journal of Advanced Manufacturing Technology, 127 (3-4): 1143--1164 (July 2023)Funding Information: Open Access funding enabled and organized by Projekt DEAL. Funded by the Lower Saxony Ministry of Science and Culture under grant number ZN3489 within the Lower Saxony “Vorab” of the Volkswagen Foundation, Germany, supported by the Center for Digital Innovations (ZDIN), Germany. Carolin Benjamins and Marius Lindauer acknowledge support by European Union under the ERC Starting Grant “ixAutoML” (grant no. 101041029). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the ERC. Neither the European Union nor the ERC can be held responsible for them..
DOI: 10.1007/s00170-023-11524-9

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Warmstarting of Model-based Algorithm Configuration., and . CoRR, (2017)An Evolution Strategy with Progressive Episode Lengths for Playing Games., , , and . IJCAI, page 1234-1240. ijcai.org, (2019)Solver Scheduling via Answer Set Programming., , , and . CoRR, (2014)Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019, , , , , , , , , and 15 other author(s). HAL, (September 2020)Auto-PyTorch Tabular: Multi-Fidelity MetaLearning for Efficient and Robust AutoDL, , and . arxiv:2006.13799cs.LG, (June 2020)A Patterns Framework for Incorporating Structure in Deep Reinforcement Learning, , and . EWRL 2023 Workshop, (Jul 19, 2023)Green-AutoML for Plastic Litter Detection, , , and . Proceedings of the ICLR Workshop on Tackling Climate Change with Machine Learning, (April 2023)We thank Wolf et al. (2020) for the insights, and access to the data and the system. Marius Lindauer was supported by the German Federal Ministry of the Environment, Nature Conservation, Nuclear Safety and Consumer Protection (GreenAutoML4FAS project no. 67KI32007A). The DFKI Niedersachsen (DFKI NI) is funded in the ”zukunft.niedersachsen” by the Lower Saxony Ministry of Science and Culture and the Volkswagen Foundation (funding no. ZM3480)..Automated Reinforcement Learning (AutoRL): A Survey and Open Problems., , , , , , , , , and 2 other author(s). CoRR, (2022)Synergizing Theory and Practice of Automated Algorithm Design for Optimization (Dagstuhl Seminar 23332)., , , , and . Dagstuhl Reports, 13 (8): 46-70 (2023)Towards Assessing the Impact of Bayesian Optimization's Own Hyperparameters., , , , and . CoRR, (2019)