Open Access
Open access
volume 48 issue 11 11 pages 28-35

Processing and Forecasting the Trajectory of a Thrown Object Measured by the Stereo Vision System

Publication typeJournal Article
Publication date2015-09-27
SJR0.328
CiteScore1.8
Impact factor
ISSN24058963, 24058971
Control and Systems Engineering
Abstract
Abstract Transportation of small-sized rigid objects in industrial environment may be provided by throwing it from the source point and catching it at the destination point. This approach promises better flexibility than traditional transportation systems based on conveyor belts. Accurate real-time forecasting of the object ballistic trajectory is necessary to provide successful catching of the object by the gripper. The development of a sample-based algorithm for trajectory forecasting is a scope of this paper. The input for the forecast is a reference of object spatial coordinates measured by the stereo vision system. Such measurements allow defining the position of the object in a camera-related coordinate system with millimeter accuracy, however they sometimes include outliers. A reference of coordinate transformations is proposed, which translates object coordinates from the camera related 3D system to a 2D system with relations to gravity and motion direction. Outlier detection is made during these transformations. The forecasting is performed in 2D coordinate system with use of k nearest neighbors approach. Applying the algorithm to the measured trajectories showed that it is able to predict future position of the object with 3 centimeters precision in 92 % of cases.
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Mironov K., Vladimirova I., Pongratz M. Processing and Forecasting the Trajectory of a Thrown Object Measured by the Stereo Vision System // IFAC-PapersOnLine. 2015. Vol. 48. No. 11 11. pp. 28-35.
GOST all authors (up to 50) Copy
Mironov K., Vladimirova I., Pongratz M. Processing and Forecasting the Trajectory of a Thrown Object Measured by the Stereo Vision System // IFAC-PapersOnLine. 2015. Vol. 48. No. 11 11. pp. 28-35.
RIS |
Cite this
RIS Copy
TY - JOUR
DO - 10.1016/j.ifacol.2015.09.155
UR - https://doi.org/10.1016/j.ifacol.2015.09.155
TI - Processing and Forecasting the Trajectory of a Thrown Object Measured by the Stereo Vision System
T2 - IFAC-PapersOnLine
AU - Mironov, Konstantin
AU - Vladimirova, Irina
AU - Pongratz, Martin
PY - 2015
DA - 2015/09/27
PB - Elsevier
SP - 28-35
IS - 11 11
VL - 48
SN - 2405-8963
SN - 2405-8971
ER -
BibTex |
Cite this
BibTex (up to 50 authors) Copy
@article{2015_Mironov,
author = {Konstantin Mironov and Irina Vladimirova and Martin Pongratz},
title = {Processing and Forecasting the Trajectory of a Thrown Object Measured by the Stereo Vision System},
journal = {IFAC-PapersOnLine},
year = {2015},
volume = {48},
publisher = {Elsevier},
month = {sep},
url = {https://doi.org/10.1016/j.ifacol.2015.09.155},
number = {11 11},
pages = {28--35},
doi = {10.1016/j.ifacol.2015.09.155}
}
MLA
Cite this
MLA Copy
Mironov, Konstantin, et al. “Processing and Forecasting the Trajectory of a Thrown Object Measured by the Stereo Vision System.” IFAC-PapersOnLine, vol. 48, no. 11 11, Sep. 2015, pp. 28-35. https://doi.org/10.1016/j.ifacol.2015.09.155.