{"48571bf42f9b3e1b94b541f568cd4f0fisw-bibliothek":{"DOI":"10.23919/ECC64448.2024.10591213","ISBN":"","ISSN":"","URL":"","abstract":"Rack-and-pinion drives are commonly used in large machine tools to provide linear motion of heavy loads over long travel distances. A key concern in this context is the achievable path accuracy, which is limited by assembly and manufacturing tolerances of the gearing components in conjunction with load-dependent deformation and the inherent backlash of the system. To address this issue, this paper presents a method for robust modeling of the individual and state-dependent transmission errors of a drive utilizing a two-stage machine learning approach. Based on this, the position control is extended to include an error compensation, which suppresses the modeled deviations in the mechanical system including the position-dependent backlash. The achievable increase in path accuracy as well as the robustness of the approach are evaluated and quantified by an experimental validation on a system with industry standard components.","annote":"","author":[{"family":"Steinle","given":"Lukas"},{"family":"Leipe","given":"Valentin"},{"family":"Lechler","given":"Armin"},{"family":"Veri","given":"Alexander"}],"citation-label":"10591213","collection-editor":[],"collection-title":"","container-author":[],"container-title":"2024 European Control Conference (ECC)","documents":[],"edition":"","editor":[],"event-date":{"date-parts":[["2024","June"]],"literal":"2024"},"event-place":"","id":"48571bf42f9b3e1b94b541f568cd4f0fisw-bibliothek","interhash":"fc115f1ff8efe474a50ffb3153d44a85","intrahash":"48571bf42f9b3e1b94b541f568cd4f0f","issue":"","issued":{"date-parts":[["2024","June"]],"literal":"2024"},"keyword":"compensation drive error feed isw learning machine tool","misc":{"doi":"10.23919/ECC64448.2024.10591213"},"note":"","number":"","number-of-pages":"6","page":"2441-2447","page-first":"2441","publisher":"","publisher-place":"","status":"","title":"Learning Compensation of the State-Dependent Transmission Errors in Rack-and-Pinion Drives","type":"paper-conference","username":"isw-bibliothek","version":"","volume":""},"dcbd7d1383b2d1fb49e78e5c2a25817aisw-bibliothek":{"DOI":"10.1016/j.cirp.2022.03.026","ISBN":"","ISSN":"","URL":"https://doi.org/10.1016%2Fj.cirp.2022.03.026","abstract":"","annote":"","author":[{"family":"Verl","given":"Alexander"},{"family":"Steinle","given":"Lukas"}],"citation-label":"Verl_2022","collection-editor":[{"family":"Technology","given":"CIRP Annals Manufacturing"}],"collection-title":"","container-author":[{"family":"Technology","given":"CIRP Annals Manufacturing"}],"container-title":"CIRP Annals","documents":[],"edition":"","editor":[{"family":"Technology","given":"CIRP Annals Manufacturing"}],"event-date":{"date-parts":[["2022"]],"literal":"2022"},"event-place":"","id":"dcbd7d1383b2d1fb49e78e5c2a25817aisw-bibliothek","interhash":"2089008983eb6ff2a8073a674a8ff704","intrahash":"dcbd7d1383b2d1fb49e78e5c2a25817a","issue":"1","issued":{"date-parts":[["2022"]],"literal":"2022"},"keyword":"Compensation Feed Learning Machine drive tool","misc":{"doi":"10.1016/j.cirp.2022.03.026"},"note":"","number":"1","number-of-pages":"3","page":"345--348","page-first":"345","publisher":"Elsevier BV","publisher-place":"","status":"","title":"Adaptive compensation of the transmission errors in rack-and-pinion drives","type":"article-journal","username":"isw-bibliothek","version":"","volume":"71"}}