Question

I’ve a very simple question.

I’m working on 8-puzzle (8 numbers(from 1 to 8) + blank(=0) )

When calculating hamming distance (numbers in wrong position) and manhattan distance (distance horizontal+vertical between start and final position) should I consider “blank” space to calculate the result ?

For example..

 |7 2 4|
 |5 _ 6|
 |8 3 1|

with goal state

 |_ 1 2|
 |3 4 5|
 |6 7 8|

What’s correct?

• Hamming distance = 8 (every number not in place) or 9 (also 0 = blank is considered)
• Manhattan distance (distance(7),distance(2),distance(4),…) = 3 (=1+2) + 1 (=1+0) + 2 (1+1) + 2 (2+0) + 0 (blank) + 3 (1+2) + 2 (2+0) + 3 (1+2) + 3 (2+1)
  –> without considering blank is 18 , with blank (+2) is 20. What’s correct?

Thank you

Answer 1

If you want the heuristic to be admissible, then you shouldn’t count blank tile in.

for example

|1 _ 2|  
|3 4 5|  
|6 7 8|

the real answer is 1, but manhattan distance is 2, if you count the blank tile.
That can’t be the admissible heuristic.