IEEE Systems, Man and Cybernetics Magazine - April 2018 - 11
After the event, Lin said, "This is my
first time attending the international conference. Indeed, it is such an amazing
experience, in which wearing a Mindo to
play Go was a real eye-opener for me.
When the sensors in the headgear measured my brainwaves continually, the sparkling points on the monitor caused my
eyes a little bit of discomfort. But, this did
not dampen my interest in this biometric
gadget and enthusiasm for playing Go
using brainwaves. This developed technology can be applied in a wide variety of
fields; for example, the physically challenged can use it to express their inner
thoughts. I am glad to have this great
opportunity to wear this biometric headgear to play Go and hope to see its further
development" [14].
A B C D E F G H
Acknowledgments
The special event at IEEE SMC 2017 was a
great success, and we would like to
express our heartfelt thanks to everyone
who offered any help, joined, or watched
the games and the BCI-DDF demonstration. We would also like to sincerely
thank the IEEE SMC Society, IEEE SMC
K
L M N O P Q R S T
166 165 167
18
154
168 138 137 163
17
152 133
16
153 164 2
15
135 96 98 231
210 207 212 86 220 151
14
99 87 94 97
200 85 206 230 221
134
13
12
104 93 131
197
101
149 193
144 146
69
18
59 58 56 67
17
57 62
16
64 63 68
15
61 60
208 209
65
1
217 71 77 75 66
13
79 226 74 227 44
38 37 78 70
12
81 80 225 228 156
36 35
11
155 205 216
82 223 157 41 214 34 31
195
72 158
9 160 143 90
147 148 194 83
224 202 219 218 203 204
8
141 142
150 192 191 199
127 215 229 33 42 32 20 49 45 222
7
161 145 106 122 120 198
6
105 92 119 126
5
181 139
121 5 114 117 118 182 180 171
7
8
7
23
17 47 48 14
6
26
111 107 4 116 185 186
2
109 108 140
183 184 136 172 53 52 27 30
1
189 187 188
190
10
88 89 25 24 28
J
9
73
19 18 50 46
3
173
10
43
29 178 16 11
179 170 55
A B C D E F G H
14
39 76
95 100 103 201 213 211 84
11 196 159 91
10
19
130 162 129
102 132 128
4 123 112 110 113 115 40
Conclusion
Smart machines were one of the main
themes at IEEE SMC 2017. In an effort to
attract more attention from worldwide
scholars to the event, a study on Go players competing with and learning from
smart machines was held. There were 15
games played: the amateur Go players won
eight games against DDF with the small
computational resource, but DeepZenGo
won all seven games against the invited
professional Go players. Therefore, DeepZenGo could be used as a coach for the
professional Go players, while DDF with a
small machine could learn from the amateur Go players as long as we properly and
adaptively adjusted the computational
resources of the intelligent robot. Figures 7
and 8 include photos from this special
event. In the future, the research team will
apply this technology to education, e.g.,
with children playing games to enhance
concentration on learning mathematics,
languages, and other topics. Looking ahead,
using detected brainwaves, a robot will be
able to assist a teacher during class and
speak for a student.
J
19
8
12 13
5
9
3
4
15
6 174 175
3
22 21 177 51
2
54
1
176
K L M N O P Q R S T
124 C4 125 B4 169 C4
(a)
A B C D E F G H
J
K
L M N O P Q R S T
19
169
18
92
17
72 74
16
71 70 73 33 31 35 93
15
87
5
2
34 32
36 91
83 138 101
14 139 86 84 90 175
13 136 137 134
88
96
12 135 132 89
108 98
116
11
133
17
16
172
15
156 154 161
100 103
142 178 173 152 69 150 163
14
104
177 160 144 151 146 147
13
153
121 179 129 157
39 95 106 110 111
9
8
7
38 114
180
117 119
6
118 120 10 16
5
18
3
14
9
51
131
6
9 11 17
12
8
3
10
185
182 181
53
8
24 78
7
65 46
23 75 76
6
21 22 77
5
43 64 20 49 41 37
29
4
4
19 26 30
3
44 45 27 28 80
2
2
55 54 57 68 48
1
59 58 60 56
A B C D E F G H
52
67 62 61 63
25 42 50 47 40
13 15
12
11
123 126 184 128
109 112 113 127 124 125
7
18
82 158 1 164 162
107 94 97 99 115 102 130 122 183 176
10
4
165
105 170 168 66 81 159
140 143 174
85
19
167
141 166 145 148 149
171
J
K
79
1
L M N O P Q R S T
155 R13
(b)
Figure 5. (a) Chou (9P) was white, Deepzengo was black. black won
the game with resignation. (b) Chang (5P) was white, Deepzengo
was black. black won the game with resignation.
Ap ri l 2018
IEEE SyStEmS, man, & CybErnEtICS magazInE
11
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