A Data Set for Research on Data-based Methods for an Omnidirectional Mobile Robot

DOI

The intend of this data set is the cooperation within SimTech. It will be particularly interesting for data-based modeling and control which is a key area of the research of project network 4. We are proud to provide real-world data, which is essential for the benchmark of any data-based method. Additionally, we are able to provide reference solutions in order to evaluate the predictive quality of the methods tested. Finally, an example on how this data set can be used with Gaussian process (GP) regression in order to predict the systematic mismatches of the mobile robot is given.

The data set contains input-output data of an omnidirectional mobile robot. The inputs to the mobile robots are the desired speeds in the plane as well as an angular velocity of the robot around its vertical axis. The corresponding outputs are the position in the plane and the robots orientation in an inertial frame of reference. The data set is provided in the Matlab *.mat format.

Identifier
DOI https://doi.org/10.18419/darus-1845
Metadata Access https://darus.uni-stuttgart.de/oai?verb=GetRecord&metadataPrefix=oai_datacite&identifier=doi:10.18419/darus-1845
Provenance
Creator Eschmann, Hannes ORCID logo
Publisher DaRUS
Contributor Eschmann, Hannes; Eberhard, Peter
Publication Year 2021
Funding Reference DFG EXC 2075 - 390740016
Rights CC BY 4.0; info:eu-repo/semantics/restrictedAccess; http://creativecommons.org/licenses/by/4.0
OpenAccess false
Contact Eschmann, Hannes (Universität Stuttgart); Eberhard, Peter (Universität Stuttgart)
Representation
Resource Type Dataset
Format application/pdf; application/matlab-mat; text/plain
Size 2336178; 772956; 763716; 1047; 160817
Version 1.0
Discipline Construction Engineering and Architecture; Engineering; Engineering Sciences