表 2. The optimized TSCNN network parameters for each participant.
每个被试的 TSCNN 网络优化参数
| 被试 | 网络结构参数 | 识别率 |
| 1 | {1 × 5/1 × 5};{22 × 1/1 × 1};{1 × 2/1 × 2};{25 × 2/1 × 2};{1 × 2/1 × 2};{30 × 3/1 × 2};{1 × 3/1 × 3};{25,25,30,40} | 86.50% |
| 2 | {1 × 4/1 × 4};{22 × 1/1 × 1};{1 × 2/1 × 2};{25 × 2/1 × 2};{1 × 2/1 × 2};{35 × 3/1 × 2};{1 × 3/1 × 3};{25,25,35,35} | 74.08% |
| 3 | {1 × 5/1 × 5};{22 × 1/1 × 1};{1 × 2/1 × 2};{25 × 2/1 × 2};{1 × 2/1 × 2};{30 × 3/1 × 2};{1 × 3/1 × 3};{25,25,30,40} | 92.75% |
| 4 | {1 × 2/1 × 2};{22 × 1/1 × 1};{1 × 4/1 × 4};{30 × 2/1 × 2};{1 × 2/1 × 2};{25 × 3/1 × 2};{1 × 4/1 × 4};{30,30,25,30} | 70.50% |
| 5 | {1 × 2/1 × 2};{22 × 1/1 × 1};{1 × 4/1 × 4};{40 × 2/1 × 2};{1 × 2/1 × 2};{35 × 3/1 × 2};{1 × 4/1 × 4};{40,40,35,25} | 66.60% |
| 6 | {1 × 2/1 × 2};{22 × 1/1 × 1};{1 × 4/1 × 4};{40 × 2/1 × 2};{1 × 2/1 × 2};{35 × 3/1 × 2};{1 × 4/1 × 4};{40,40,35,25} | 62.25% |
| 7 | {1 × 5/1 × 5};{22 × 1/1 × 1};{1 × 2/1 × 2};{25 × 2/1 × 2};{1 × 2/1 × 2};{30 × 3/1 × 2};{1 × 3/1 × 3};{25,25,30,40} | 88.24% |
| 8 | {1 × 5/1 × 5};{22 × 1/1 × 1};{1 × 2/1 × 2};{25 × 2/1 × 2};{1 × 2/1 × 2};{30 × 3/1 × 2};{1 × 3/1 × 3};{25,25,30,40} | 87.09% |
| 9 | {1 × 5/1 × 5};{22 × 1/1 × 1};{1 × 2/1 × 2};{25 × 2/1 × 2};{1 × 2/1 × 2};{30 × 3/1 × 2};{1 × 3/1 × 3};{25,25,30,40} | 92.80% |