Data · dataset · 2025
Replication Data for: Increasing Dynamic Accuracy using Predictive Feedforward with Hybrid Modeling
Listed in DaRUS
Experimental dataset for model identification and validation of feedforward control on a five-axis milling machine.
Description
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
Links
Where it is published
- Dataverse dataset page darus.uni-stuttgart.de/dataset.xhtml?persistentId=doi%3A10.18419%2FDARUS-4513 ↗
landing page · from darus uni stuttgart de
- DOI doi.org/10.18419/darus-4513 ↗
DOI / persistent id · from darus uni stuttgart de
Catalogue records · 1
- Dataverse API darus.uni-stuttgart.de/api/datasets/:persistentId/?persistentId=doi%3A10.18419%2FDARU… ↗
metadata API · from darus uni stuttgart de
Topics
- Stated by source
- Engineering
- From keywords
- Engineering
- Inferred from text
- Mechanical engineering 74%
Provenance · 1 source records, 9 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| DaRUS | doi:10.18419/DARUS-4513 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4017 | enrichment · darus uni stuttgart de | taxonomy-embedding@1.1.0 | title+keywords+description (74%) |
| concepts[field].dataverse_subject:engineering | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| concepts[field].local:field:engineering | mapping · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| created_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| description | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /description |
| publication_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| title | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /name |
| updated_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| version_label | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 |