IEEE Systems, Man and Cybernetics Magazine - April 2018 - 9
Competitive Learning
Versus
9P/Taiwan
Japan
5P/Taiwan
(a)
Predictive Learning
the ongoing EEG to send the move command to the
game server.
While the Go player is wearing the wireless EEG headset, the technician must first check the impedance
between the scalp and the EEG electrodes to collect highquality EEG signals. Figure 4(a) shows the impedance
map of the O1 and O2 channels (~100 KΩ). Figure 4(b)
includes the Go player's EEG signals collected from the
O1 and O2 channels where he or she successfully perceived the 8-Hz visual stimulus for controlling the up
arrow. The DDF then communicates with the BCI via the
WebSocket protocol. The decoded EEGs are sent to the
NCHC server in Taiwan and then to the FAIR DF AI Go
engine to control the stone's movement. Humans can now
play Go hands-free, and they can even cooperate with a
robot that is able to predict and suggest the next best
move to compete against the DDF. In 2017, Epoch Times
Calgary reported on this event in Banff [13], and Taiwan's
CTV channel covered it in "The Pride of Taiwan! The
World's First: Playing Go Using Brainwaves in Banff" [16].
Mindo
Palro/Japan
6D/Taiwan
BCI-DDF
Game Results
One of the top computer Go programs, DeepZenGo, Japan,
played seven games without handicaps against professional
Go players, including Chun-Hsun Chou (9P), Ping-Chiang
Chou (6P), and Kai-Hsin Chang (5P). This program uses a
(b)
Human and
Smart Machine Co-Learning
at IEEE SMC 2017
BCI-DDF
2017 October 5 Banff, Canada
(a)
(c)
Figure 2. the two-mode scenario used at the "Human
and Smart machine Co-Learning" event at IEEE SmC
2017, including the invited go players, computer go
programs, robot Palro, and the developed bCI-DDF
go system: (a) a competitive learning mode, (b) a
predictive learning mode, and (c) a poster of the
special event.
(b)
Figure 3. (a) the bCI-DDF go system diagram. (b)
Lu-an Lin (6D, right) playing go hands-free with DDF
as the robot, Palro, reported suggested moves by DDF.
Ap ri l 2018
IEEE SyStEmS, man, & CybErnEtICS magazInE
9
Table of Contents for the Digital Edition of IEEE Systems, Man and Cybernetics Magazine - April 2018
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