Decoding of Human Movements Based on Deep Brain Local Field Potentials Using Ensemble Neural Networks

Algorithm 1

Decision-based pseudocode for decoding event or resting and left or right finger movement activities.

Threshold value = (FBANN = 1 and RBFNN = 1 ) or (FBANN = 1 and PNN = 1) or (RBFNN = 1

and PNN = 1 );

for to number of test vector sets do

if sum of in (FBANN and RBFNN ) or (FBANN and PNN) or (RBFNN and PNN)

≥ Threshold value

event activity or left finger movement = 1;

= event activity or left finger movement;

else if sum of in (FBANN and RBFNN ) or (FBANN and PNN) or (RBFNN and

PNN) < Threshold value

resting activity or right finger movement = 0;

= resting activity or right finger movement;

if end

for end

performance metrics of movement and its forthcoming laterality activity from

test