Replication Data for: Increasing Dynamic Accuracy using Predictive Feedforward with Hybrid Modeling

DOI

Experimental dataset for model identification and validation of feedforward control on a five-axis milling machine.

This dataset belongs to the Open Access publication "Increasing dynamic accuracy of machine tools using predictive feedforward optimization with hybrid modeling" (doi: 10.1016/j.rcim.2025.103137) A detailed description of the setup can be found in the publication.

Feedback controllers from frequency inverter:

PI velocity controller with Kp = 0.035 [Nm/(rad/s)], Tn = 2.6 [ms]. P position controller with Kp = 35 [1/s].

The dataset contains the following folders (Feel free to contact the dataset owner if you have any questions about the dataset.):

Identification measurements for identification of discrepancy model with different constant velocities as reference, and velocity sweeps for identification in frequency domain.

Validation\energy_consumption measured energy consumption on the test bench of different feedforward schemes, quantified by direct current (DC) power

Validation\multi-axis butterfly contour multi-axis tracking experiments comparing different feedforward schemes, the used butterfly G-code is also provided

Validation\sensitivity analysis sensitivity analysis of the proposed MPFFC scheme against parametric model uncertainty

Validation\tracking single axis (const velocity) single-axis tracking experiments at (unseen) consant velocities

Validation\tracking single axis (transient) single-axis tracking experiments demonstrating transient behavior

TwinCAT 3, 4024.65

ctrlX DRIVE, 1.16.2

Identifier
DOI https://doi.org/10.18419/DARUS-4513
Related Identifier IsSupplementTo https://doi.org/10.1016/j.rcim.2025.103137
Metadata Access https://darus.uni-stuttgart.de/oai?verb=GetRecord&metadataPrefix=oai_datacite&identifier=doi:10.18419/DARUS-4513
Provenance
Creator Hinze, Christoph ORCID logo; Xu, Haijia ORCID logo
Publisher DaRUS
Contributor Xu, Haijia
Publication Year 2025
Funding Reference The Ministry of Science, Research and Arts Baden-Württemberg InnovationCampus Future Mobility
Rights CC BY 4.0; info:eu-repo/semantics/openAccess; http://creativecommons.org/licenses/by/4.0
OpenAccess true
Contact Xu, Haijia (University of Stuttgart)
Representation
Resource Type Dataset
Format text/csv; application/octet-stream; text/plain
Size 8187238; 8171166; 8189344; 32477; 3563866; 3564598; 2799106; 3567694; 3560788; 2797590; 411; 26091812; 26123776; 20711776; 26555979; 96295; 113346; 96270; 90481; 109287; 113460; 121756; 97277; 85451; 85619; 102918; 154905; 95381; 154390; 103513; 92243; 117248; 109575; 2884057; 2848996; 5731335; 5019404; 5003378; 4293540; 25509867; 12937280; 9356198; 7132830; 4721755; 4751333; 4703131; 3472826; 24989342; 12558545; 9077627; 6992193; 5516357; 4875309; 4177902; 4174632; 3478667; 6461981; 6398385; 6417218; 3602279; 14901366; 7884786; 5735874; 4279320; 6448335; 6380631
Version 1.0
Discipline Construction Engineering and Architecture; Engineering; Engineering Sciences