“…Lapses in alertness become more frequent and prolonged under conditions of sustained wakefulness or lack of sleep, and may have both subtle and catastrophic consequences for operation safety and effectiveness in a wide variety of operational environments. Several studies have demonstrated that fluctuations in human performance and alertness are accompanied by distinct power spectrum changes of the electroencephalogram (EEG) reordered noninvasively from the scalp (Makeig and Inlow, 1993;Jung, 1995, 1996;Jung et al, 1997;Makeig et al, 2000;Schier, 2000;Craig, 2002, 2005;Peiris et al, 2006;Tassi et al, 2006;Davidson et al, 2007;Huang et al, 2001Huang et al, , 2007aHuang et al, ,b, 2008Huang et al, , 2009). further demonstrated the feasibility of accurately estimating shifts in a subject's alertness level, as indexed by changes in their performance level on a simple auditory target detection task, by monitoring the changes in EEG power spectra or other measures.…”