Articles in PresS. J Neurophysiol (July 13, 2011). doi:10.1152/jn.00104.2011 Neural decoding of treadmill walking from non-invasive, 2 electroencephalographic (EEG) signals 3 4 5 Alessandro Presacco', Ronald Goodman`, Larry Forrestal 's and Jose Luis Contreras-Vidal" 6 7 8 University of Maryland, College Park: 9 Neural Engineering and Smart Prosthetics Research Laboratory, Department of Kinesiology, 10 School of Public Health 11 2Fischell Department of Bioengineering 12 3Graduate Program in Neuroscience and Cognitive Science; 13 I4 University of Maryland, Baltimore: 15 4Department of Physical Therapy & Rehabilitation Science, University of Maryland School of 16 Medicine 17 Veteran Affairs Medical Center, Baltimore 18 19 20 Author Contributions: JLCV conceived the research; JLCV designed the experiment with 21 assistance from LF; AP, LF and RG performed the research at the VAMC; AP and JLCV 22 designed the decoders, and analyzed the data at UMCP; AP and JLCV wrote the paper; and LF 23 and RG edited the manuscript. Correspondence to: Alessandro Presacco or Jose L. Contreras-Vidal School of Public Health, Department of Kinesiology SPH Building, University of Maryland, College Park College Park, MD 20742 Tel: (305) 496 5457, Email: ([email protected]; [email protected]) 24 Copyright @ 2011 by the American Physiological Society. EFTA_R1_02036198 EFTA02693119