Evolving Patterns in Irrational Numbers Using Waiting Times between Digits

Samuel Toluwalope Ogunjo, Holger Kantz
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Abstract

There is an increasing interest in determining if there exist observable patterns or structures within the digits of irrational numbers. We extend this search by investigating the interval in position between two consecutive occurrences of the same digit, a kind of waiting time statistics. We characterise these by the burstiness measure which distinguishes if the inter-event times are periodic, bursty, or Poisson processes. Furthermore, the complexity–entropy plane was used to determine if the intervals are stochastic or chaotic. We analyse sequences of the first 1 million digits of the numbers π, e, 2, and ϕ. We find that the intervals between single, double, and triple digits are Poisson processes with a burstiness measure in the range −0.05≤B≤0.05 for the four numbers studied. This result is supported by a complexity–entropy plane analysis, which shows that the time intervals have the same characteristics as Gaussian noise. The four irrational numbers have identical degrees of complexity and burstiness in their inter-event analysis.
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利用数位间的等待时间演化无理数的模式
人们对确定无理数的数位是否存在可观察到的模式或结构越来越感兴趣。我们通过研究两个连续出现的相同数字之间的位置间隔(一种等待时间统计)来扩展这种研究。我们通过猝发度量来描述这些特征,从而区分事件间时间是周期性过程、猝发过程还是泊松过程。此外,我们还使用复杂性-熵平面来确定间隔是随机的还是混沌的。我们分析了数字 π、e、2 和 ϕ 的前 100 万位序列。我们发现,对于所研究的四个数字,个位数、两位数和三位数之间的间隔都是泊松过程,其突发度在-0.05≤B≤0.05之间。复杂度-熵平面分析支持这一结果,该分析表明时间间隔具有与高斯噪声相同的特征。在事件间分析中,四个无理数具有相同的复杂度和突发度。
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