Extraction of error related local field potentials from the striatum during environmental perturbations of a robotic arm
Shijia Geng, Noeline W. Prins, Eric A. Pohlmeyer, Abhishek Prasad, Justin C. Sanchez
- Year
- 2013
- Citations
- 2
Abstract
A time-frequency analysis based on wavelet transform was carried out to extract error related local field potentials (LFPs) resulting from undesired action perturbations during the control of a robotic effector. During this study, a marmoset monkey controlled the movements of a robotic arm while periodically observing the arm unexpectedly moving to the incorrect target during perturbations. LFPs were recorded using a multi-electrode array implanted in the striatum. Results showed that the proposed signal processing method with a chosen classification threshold can effectively separate the perturbed and the normal situations. Obtaining such information during brain machine interfaces (BMI) tasks could improve the performance of BMI systems.
Keywords
Related papers
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Fractional Differential Equations
Igor Podlubný
2025
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991