The Shannon number, named after the American mathematician Claude Shannon, is a conservative lower bound of the game-tree complexity of chess of 10120, based on an average of about 103 possibilities for a pair of moves consisting of a move for White followed by a move for Black, and a typical game lasting about 40 such pairs of moves.
Shannon's calculation
editShannon showed a calculation for the lower bound of the game-tree complexity of chess, resulting in about 10120 possible games, to demonstrate the impracticality of solving chess by brute force, in his 1950 paper "Programming a Computer for Playing Chess".[1] (This influential paper introduced the field of computer chess.)
Shannon also estimated the number of possible positions, of the general order of , or roughly . This includes some illegal positions (e.g., pawns on the first rank, both kings in check) and excludes legal positions following captures and promotions.
| Number of plies (half-moves) | Number of possible positions[2] | Number of checkmates[3] |
|---|---|---|
| 1 | 20 | 0 |
| 2 | 400 | 0 |
| 3 | 8,902 | 0 |
| 4 | 197,281 | 8 |
| 5 | 4,865,609 | 347 |
| 6 | 119,060,324 | 10,828 |
| 7 | 3,195,901,860 | 435,767 |
| 8 | 84,998,978,956 | 9,852,036 |
| 9 | 2,439,530,234,167 | 400,191,963 |
| 10 | 69,352,859,712,417 | 8,790,619,155 |
| 11 | 2,097,651,003,696,806 | 362,290,010,907 |
| 12 | 62,854,969,236,701,747 | 8,361,091,858,959 |
| 13 | 1,981,066,775,000,396,239 | 346,742,245,764,219 |
| 14 | 61,885,021,521,585,529,237 | |
| 15 | 2,015,099,950,053,364,471,960 |
After each player has moved a piece 5 times each (10 ply) there are 69,352,859,712,417 possible games that could have been played.
Tighter bounds
editUpper
editTaking Shannon's numbers into account, Victor Allis calculated an upper bound of 5×1052 for the number of positions, and estimated the true number to be about 1050.[4] Later work proved an upper bound of 8.7×1045,[5] and showed an upper bound 4×1037 in the absence of promotions.[6][7]
Lower
editAllis also estimated the game-tree complexity to be at least 10123, "based on an average branching factor of 35 and an average game length of 80". As a comparison, the number of atoms in the observable universe, to which it is often compared, is roughly estimated to be 1080.
Accurate estimates
editJohn Tromp and Peter Österlund estimated the number of legal chess positions with a 95% confidence level at , based on an efficiently computable bijection between integers and chess positions.[5]
Number of sensible chess games
editAs a comparison to the Shannon number, if chess is analyzed for the number of "sensible" games that can be played (not counting ridiculous or obvious game-losing moves such as moving a queen to be immediately captured by a pawn without compensation), then the result is closer to around 1040 games. This is based on having a choice of about three sensible moves at each ply (half-move), and a game length of 80 plies (or, equivalently, 40 moves).[8]
See also
edit
Notes and references
edit- ^ Shannon, Claude E. (March 1950). Levy, David (ed.). "XXII. Programming a computer for playing chess" (PDF). Philosophical Magazine. 7. 41 (314). New York, NY: Springer: 256–275. doi:10.1080/14786445008521796. ISBN 978-1-4757-1970-3. ISSN 1941-5982. Archived from the original (PDF) on 2020-05-23.
- ^ "A048987". OEIS.
- ^ "A079485". OEIS.
- ^ Allis, Victor (1994). Searching for Solutions in Games and Artificial Intelligence (PDF). Maastricht, The Netherlands: Ph.D. Thesis, University of Limburg. ISBN 978-90-900748-8-7.
- ^ a b Tromp, John (2022). "Chess Position Ranking". GitHub.
- ^ Steinerberger, Stefan (August 2015). "On the number of positions in chess without promotion". International Journal of Game Theory. 44 (3): 761–767. doi:10.1007/s00182-014-0453-7. ISSN 0020-7276. S2CID 31972497.
- ^ Gourion, Daniel (12 October 2022). "An upper bound for the number of chess diagrams without promotion". ICGA Journal. 44 (2) (version 2 ed.): 44–55. arXiv:2112.09386. doi:10.3233/ICG-220210. Retrieved 2021-12-18.
- ^ Grime, James (24 July 2015). How many chess games are possible? (Video). Numberphile – via YouTube. Dr. James Grime talking about the Shannon Number and other chess stuff (films by Brady Haran). MSRI, Mathematical Sciences.