( A, B )---3*30*2---( 1, 0 )( 0, 1 )
让网络的输入只有3个节点,AB训练集各由5张二值化的图片组成,让差值结构中有7个1, 行分布是0,1,2,2,2列分布是1,2,4.统计迭代次数并排序。
得到数据
差值结构 | A-B | 迭代次数 | 行分布 | 列分布 | 构造平均列 | 平均列 | 排斥能 | ||||||||||||||
1 | 1 | 0 | 6*3*6*2*0-0*0*0*0*0 | 11617 | 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 2 | 4 | 6 | 120 | ||||
0 | 1 | 1 | 6*3*6*2*0-0*0*0*0*0 | 11617 | 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
1 | 1 | 0 | 6*3*6*2*0-0*0*0*0*0 | 11617 | 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 1 | 0 | 6*3*6*2*0-0*0*0*0*0 | 11617 | 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 4 | 4 | ||||||
0 | 0 | 0 | 6*3*6*2*0-0*0*0*0*0 | 11617 | 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 0 | |||||||
| 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*3*2*6*0-0*0*0*0*0 | 11761 | 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | 113 | ||||
0 | 1 | 1 | 6*3*2*6*0-0*0*0*0*0 | 11761 | 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
0 | 1 | 0 | 6*3*2*6*0-0*0*0*0*0 | 11761 | 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 4 | 4 | ||||||
1 | 1 | 0 | 6*3*2*6*0-0*0*0*0*0 | 11761 | 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 0 | 0 | 6*3*2*6*0-0*0*0*0*0 | 11761 | 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 0 | |||||||
| 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*6*3*2*0-0*0*0*0*0 | 11666 | 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 2 | 4 | 6 | 121 | ||||
1 | 1 | 0 | 6*6*3*2*0-0*0*0*0*0 | 11666 | 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 1 | 1 | 6*6*3*2*0-0*0*0*0*0 | 11666 | 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
0 | 1 | 0 | 6*6*3*2*0-0*0*0*0*0 | 11666 | 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 4 | 4 | ||||||
0 | 0 | 0 | 6*6*3*2*0-0*0*0*0*0 | 11666 | 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 |
| 0 | ||||||
| 1 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*2*3*6*0-0*0*0*0*0 | 11895 | 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | 113 | ||||
0 | 1 | 0 | 6*2*3*6*0-0*0*0*0*0 | 11895 | 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 4 | 4 | ||||||
0 | 1 | 1 | 6*2*3*6*0-0*0*0*0*0 | 11895 | 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
1 | 1 | 0 | 6*2*3*6*0-0*0*0*0*0 | 11895 | 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 0 | 0 | 6*2*3*6*0-0*0*0*0*0 | 11895 | 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 0 | |||||||
| 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*6*2*3*0-0*0*0*0*0 | 11811 | 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | 117 | ||||
1 | 1 | 0 | 6*6*2*3*0-0*0*0*0*0 | 11811 | 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 1 | 0 | 6*6*2*3*0-0*0*0*0*0 | 11811 | 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 4 | 4 | ||||||
0 | 1 | 1 | 6*6*2*3*0-0*0*0*0*0 | 11811 | 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
0 | 0 | 0 | 6*6*2*3*0-0*0*0*0*0 | 11811 | 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 0 | |||||||
| 1 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*2*6*3*0-0*0*0*0*0 | 11996 | 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | 116 | ||||
0 | 1 | 0 | 6*2*6*3*0-0*0*0*0*0 | 11996 | 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 4 | 4 | ||||||
1 | 1 | 0 | 6*2*6*3*0-0*0*0*0*0 | 11996 | 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 1 | 1 | 6*2*6*3*0-0*0*0*0*0 | 11996 | 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
0 | 0 | 0 | 6*2*6*3*0-0*0*0*0*0 | 11996 | 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 0 | |||||||
| 1 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*6*2*0*3-0*0*0*0*0 | 12022 | 2 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 2 | 4 | 6 | 99.5 | ||||
1 | 1 | 0 | 6*6*2*0*3-0*0*0*0*0 | 12022 | 2 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 1 | 0 | 6*6*2*0*3-0*0*0*0*0 | 12022 | 2 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 4 | 4 | ||||||
0 | 0 | 0 | 6*6*2*0*3-0*0*0*0*0 | 12022 | 2 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 0 | |||||||
0 | 1 | 1 | 6*6*2*0*3-0*0*0*0*0 | 12022 | 2 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
| 2 | 0 | 2 | 2 | 2 | 1 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*2*6*0*3-0*0*0*0*0 | 12296 | 2 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | 95.17 | ||||
0 | 1 | 0 | 6*2*6*0*3-0*0*0*0*0 | 12296 | 2 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 4 | 4 | ||||||
1 | 1 | 0 | 6*2*6*0*3-0*0*0*0*0 | 12296 | 2 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 0 | 0 | 6*2*6*0*3-0*0*0*0*0 | 12296 | 2 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 0 | |||||||
0 | 1 | 1 | 6*2*6*0*3-0*0*0*0*0 | 12296 | 2 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
| 2 | 0 | 2 | 2 | 1 | 2 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*3*6*0*2-0*0*0*0*0 | 12695 | 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | 102.7 | ||||
0 | 1 | 1 | 6*3*6*0*2-0*0*0*0*0 | 12695 | 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
1 | 1 | 0 | 6*3*6*0*2-0*0*0*0*0 | 12695 | 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 0 | 0 | 6*3*6*0*2-0*0*0*0*0 | 12695 | 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 0 | |||||||
0 | 1 | 0 | 6*3*6*0*2-0*0*0*0*0 | 12695 | 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 4 | 4 | ||||||
| 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*6*3*0*2-0*0*0*0*0 | 12734 | 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | 105 | ||||
1 | 1 | 0 | 6*6*3*0*2-0*0*0*0*0 | 12734 | 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 1 | 1 | 6*6*3*0*2-0*0*0*0*0 | 12734 | 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
0 | 0 | 0 | 6*6*3*0*2-0*0*0*0*0 | 12734 | 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 0 | |||||||
0 | 1 | 0 | 6*6*3*0*2-0*0*0*0*0 | 12734 | 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 4 | 4 | ||||||
| 3 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*6*0*3*2-0*0*0*0*0 | 12925 | 4 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | 95 | ||||
1 | 1 | 0 | 6*6*0*3*2-0*0*0*0*0 | 12925 | 4 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 0 | 0 | 6*6*0*3*2-0*0*0*0*0 | 12925 | 4 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 0 | |||||||
0 | 1 | 1 | 6*6*0*3*2-0*0*0*0*0 | 12925 | 4 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
0 | 1 | 0 | 6*6*0*3*2-0*0*0*0*0 | 12925 | 4 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | 4 | 4 | ||||||
| 4 | 0 | 2 | 1 | 2 | 2 | 1 | 2 | 4 | ||||||||||||
1 | 1 | 0 | 6*6*0*2*3-0*0*0*0*0 | 13087 | 4 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | 93.5 | ||||
1 | 1 | 0 | 6*6*0*2*3-0*0*0*0*0 | 13087 | 4 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 6 | |||||
0 | 0 | 0 | 6*6*0*2*3-0*0*0*0*0 | 13087 | 4 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 0 | |||||||
0 | 1 | 0 | 6*6*0*2*3-0*0*0*0*0 | 13087 | 4 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 4 | 4 | ||||||
0 | 1 | 1 | 6*6*0*2*3-0*0*0*0*0 | 13087 | 4 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 4 | 1 | 5 | |||||
| 4 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 4 |
共有12组,分成4个部分。
平均列的构造方法是,先统计每一列1的数量,作为1的面值,再将每一行的1的面值相加构造平均列。因此如果一个差值结构有x行,y列,a,b是面值,列排斥力为
所以列排斥能为
所以平均列0,4,6,5,6的列排斥能为120.
排斥能刚好和迭代次数成反比
A-B | 迭代次数 | 排斥能 | ||
6*3*6*2*0-0*0*0*0*0 | 11617 | 1 | 120 | |
6*3*2*6*0-0*0*0*0*0 | 11761 | 1 | 113 | |
6*6*3*2*0-0*0*0*0*0 | 11666 | 1 | 121 | |
6*2*3*6*0-0*0*0*0*0 | 11895 | 1 | 113 | |
6*6*2*3*0-0*0*0*0*0 | 11811 | 1 | 117 | |
6*2*6*3*0-0*0*0*0*0 | 11996 | 1 | 116 | |
6*6*2*0*3-0*0*0*0*0 | 12022 | 2 | 99.5 | |
6*2*6*0*3-0*0*0*0*0 | 12296 | 2 | 95.16667 | |
6*3*6*0*2-0*0*0*0*0 | 12695 | 3 | 102.6667 | |
6*6*3*0*2-0*0*0*0*0 | 12734 | 3 | 105 | |
6*6*0*3*2-0*0*0*0*0 | 12925 | 4 | 95 | |
6*6*0*2*3-0*0*0*0*0 | 13087 | 4 | 93.5 |
所以整个过程就相当于
把迭代次数看作能量,行分布列分布看作波函数,现在能量和波函数都知道了去解H的过程,而且有理由假设H至少应该包括列排斥能。