Eye State Identification Utilizing EEG Signals: A Combined Method Using Self-Organizing Map and Deep Belief Network

Table 2

Overview of sensor values.

Eye state sensor	Eye closed					Eye open
	Mean	Max.	Min.	Std.	Var.	Mean	Max.	Min.	Std.	Var.
AF3	4305.44	4445.13	4198.97	33.46	1119.32	4298.07	4504.10	4197.95	40.65	1652.59
F7	4005.47	4138.97	3905.64	27.54	758.54	4012.79	4156.92	3924.10	31.64	1000.77
F3	4265.55	4367.18	4212.31	20.13	405.05	4262.89	4386.15	4197.44	22.20	492.92
FC5	4121.22	4214.36	4058.46	21.31	454.25	4123.32	4250.26	4073.33	20.56	422.92
T7	4341.56	4435.38	4309.74	18.08	326.92	4341.56	4463.59	4304.62	16.08	258.61
P7	4618.69	4708.72	4574.87	17.44	304.20	4621.18	4756.92	4566.15	19.28	371.65
O1	4073.87	4167.18	4026.15	24.14	582.97	4071.97	4178.46	4027.18	17.80	317.00
O2	4616.85	4695.90	4567.69	18.44	340.02	4614.92	4731.79	4567.18	18.22	331.84
P8	4202.61	4287.69	4147.69	18.55	344.17	4200.31	4320.00	4152.31	17.17	294.90
T8	4233.35	4323.08	4174.36	19.36	374.72	4229.45	4362.56	4152.82	19.92	396.90
FC6	4204.76	4319.49	4130.77	23.71	561.99	4200.02	4332.31	4100.00	24.88	619.22
F4	4281.74	4368.72	4225.64	18.57	345.00	4276.93	4397.95	4201.03	21.01	441.28
F8	4610.81	4811.28	4510.26	32.79	1075.09	4602.10	4833.85	4443.08	33.40	1115.28
AF4	4367.05	4552.82	4246.15	34.82	1212.42	4356.63	4573.33	4205.64	40.62	1649.62