International Journal of Computer Applications |
Foundation of Computer Science (FCS), NY, USA |
Volume 69 - Number 8 |
Year of Publication: 2013 |
Authors: Ahmed Salam Abd Al Rasool, Sulaiman Murtadha Abbas |
10.5120/11862-7646 |
Ahmed Salam Abd Al Rasool, Sulaiman Murtadha Abbas . Movement Prediction using Reservoir Computing. International Journal of Computer Applications. 69, 8 ( May 2013), 17-33. DOI=10.5120/11862-7646
In this work the Reservoir Computing (RC) technique; specifically the Liquid State Machine (LSM) was chosen to simulate a Movement Predictor system at minimum cost, experiencing both short and long term prediction. Also in this work shows the possibility to simulate the LSM without the need to event based simulation (i. e. proving that it is not urgent to interface the MATLAB programming language with other programming languages like C and C++ to simulate the LSM). The encoding from spiking to analog domain was avoided in this work. This means there is no waste in the input information due to the encoding process. Also this will result in simpler LSM scheme.