Probabilistic sensor data processing for robot localization on load-sensing floors

作者: Maxime Rio , Francis Colas , Mihai Andries , Francois Charpillet

DOI: 10.1109/ICRA.2016.7487654

关键词:

摘要: Load-sensing floors are capable of tracking objects without suffering from occlusions nor posing the same privacy issues as cameras. They have been mostly used to analyze human gait a way continuous diagnosis but could also be placed alongside robots help monitoring in specialized institutions, such elderly care facilities. However, large-scale deployments necessitate cheap sensors which do not necessarily offer precision. With more noisy sensors, lighter might difficult track and precisely localize. In this article, we investigate various models order estimate position robot. We experiment with several different weights compare models' estimates against ground truth measurements provided by motion capture system. show that standard-sized tiles 60 cm, can even less than 4 cm error.

参考文章(19)
L. Middleton, A.A. Buss, A. Bazin, M.S. Nixon, A floor sensor system for gait recognition Fourth IEEE Workshop on Automatic Identification Advanced Technologies (AutoID'05). pp. 171- 176 ,(2005) , 10.1109/AUTOID.2005.2
Christine Detrembleur, Maxime Raison, Laurent Ballaz, Decomposition of the vertical ground reaction forces during gait on a single force plate. Journal of Musculoskeletal & Neuronal Interactions. ,vol. 13, pp. 236- 243 ,(2013)
M.D. Addlesee, A. Jones, F. Livesey, F. Samaria, The ORL active floor [sensor system] IEEE Personal Communications. ,vol. 4, pp. 35- 41 ,(1997) , 10.1109/98.626980
Wen-Hau Liau, Chao-Lin Wu, Li-Chen Fu, Inhabitants Tracking System in a Cluttered Home Environment Via Floor Load Sensors IEEE Transactions on Automation Science and Engineering. ,vol. 5, pp. 10- 20 ,(2008) , 10.1109/TASE.2007.911671
E. C. FIELLER, THE DISTRIBUTION OF THE INDEX IN A NORMAL BIVARIATE POPULATION Biometrika. ,vol. 24, pp. 428- 440 ,(1932) , 10.1093/BIOMET/24.3-4.428
Robert J. Orr, Gregory D. Abowd, The smart floor CHI '00 extended abstracts on Human factors in computing systems - CHI '00. pp. 275- 276 ,(2000) , 10.1145/633292.633453
D. V. HINKLEY, On the ratio of two correlated normal random variables Biometrika. ,vol. 56, pp. 635- 639 ,(1969) , 10.1093/BIOMET/56.3.635
Jerry L. Hintze, Ray D. Nelson, Violin plots : A box plot-density trace synergism The American Statistician. ,vol. 52, pp. 181- 184 ,(1998) , 10.1080/00031305.1998.10480559
Jaakko Suutala, Kaori Fujinami, Juha Roning, Persons tracking with Gaussian process joint particle filtering international workshop on machine learning for signal processing. pp. 160- 165 ,(2010) , 10.1109/MLSP.2010.5589263