象棋位置的脆弱性:度量、普遍性和引爆点。

IF 2.4 3区 物理与天体物理 Q1 Mathematics
Marc Barthelemy
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引用次数: 0

摘要

我们引入了一个度量来量化棋子相互作用图的脆弱性。脆弱性得分F反映了一个位置的紧张程度,是游戏转折点的有力指示器。在著名的游戏中,最脆弱的时刻往往伴随着辉煌的动作。通过分析大型游戏数据集,我们发现脆弱性通常在第15步左右达到峰值,小兵(≈60%)和骑士(≈20%)经常出现在高度紧张的位置。将Stockfish评价与脆弱性得分进行比较,我们发现脆弱性的最大值通常是一个关键的转折点,之后的行动可以决定博弈的结果。值得注意的是,平均脆弱性曲线显示了一种普遍的模式,适用于各种玩家、游戏和开局,但在Stockfish引擎所玩的游戏中却存在细微的偏差。我们的分析显示,脆弱性从峰值前8步左右开始逐渐积聚,随后是一个持续长达15步的长期脆弱状态。这表明位置紧张的逐渐加剧导致了游戏中的决定性时刻。这些见解为棋手和引擎提供了评估国际象棋关键时刻的宝贵工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fragility of chess positions: Measure, universality, and tipping points.

We introduce a metric to quantify the fragility of chess positions using the interaction graph of pieces. This fragility score F captures the tension within a position and serves as a strong indicator of tipping points in a game. In well-known games, maximum fragility often aligns with decisive moments marked by brilliant moves. Analyzing a large dataset of games, we find that fragility typically peaks around move 15, with pawns (≈60%) and knights (≈20%) frequently involved in high-tension positions. Comparing the Stockfish evaluation with the fragility score, we observe that the maximum fragility ply often serves as a critical turning point, where the moves made afterward can determine the outcome of the game. Remarkably, average fragility curves show a universal pattern across a wide range of players, games, and openings, with a subtle deviation observed in games played by the engine Stockfish. Our analysis reveals a gradual buildup of fragility starting around eight moves before the peak, followed by a prolonged fragile state lasting up to 15 moves. This suggests a gradual intensification of positional tension leading to decisive moments in the game. These insights offer a valuable tool for both players and engines to assess critical moments in chess.

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来源期刊
Physical review. E
Physical review. E 物理-物理:流体与等离子体
CiteScore
4.60
自引率
16.70%
发文量
0
审稿时长
3.3 months
期刊介绍: Physical Review E (PRE), broad and interdisciplinary in scope, focuses on collective phenomena of many-body systems, with statistical physics and nonlinear dynamics as the central themes of the journal. Physical Review E publishes recent developments in biological and soft matter physics including granular materials, colloids, complex fluids, liquid crystals, and polymers. The journal covers fluid dynamics and plasma physics and includes sections on computational and interdisciplinary physics, for example, complex networks.
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