Open Access
Processing and Forecasting the Trajectory of a Thrown Object Measured by the Stereo Vision System
Publication type: Journal Article
Publication date: 2015-09-27
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.
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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.
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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 -
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BibTex (up to 50 authors)
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@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}
}
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MLA
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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.
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