“…Brain-machine interfaces (BMI) provide a way to establish voluntary control of prosthetic limbs by decoding signals directly from the sensorimotor area of the brain (Yanagisawa et al, 2011(Yanagisawa et al, , 2012Hochberg et al, 2012;Collinger et al, 2013;Wang et al, 2013;Wodlinger et al, 2015). Event-related desynchronization (ERD) in low frequency band (LFB, and event-related synchronization (ERS) in high frequency band (HFB, are two well-known forms of frequency modulations associated with movements in human (Pfurtscheller and Lopes da Silva, 1999;Miller et al, 2007Miller et al, , 2010Tzagarakis et al, 2010;Su and Ojemann, 2013;Jiang et al, 2017Jiang et al, , 2018 and non-human primates (Sanes and Donoghue, 1993;Ray et al, 2008;Ince et al, 2010;Chen et al, 2014). ERD and ERS modulations have been used successfully in various BMI applications.…”