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论胶体细胞自动机的复杂性。

On complexity of colloid cellular automata.

作者信息

Adamatzky Andrew, Roberts Nic, Fortulan Raphael, Kheirabadi Noushin Raeisi, Mougkogiannis Panagiotis, Tsompanas Michail-Antisthenis, Martínez Genaro J, Sirakoulis Georgios Ch, Chiolerio Alessandro

机构信息

Unconventional Computing Laboratory, UWE, Bristol, UK.

Democritus University of Thrace, DUTH University Campus, 67100, Xanthi, Greece.

出版信息

Sci Rep. 2024 Sep 17;14(1):21699. doi: 10.1038/s41598-024-72107-6.

Abstract

The colloid cellular automata do not imitate the physical structure of colloids but are governed by logical functions derived from them. We analyze the space-time complexity of Boolean circuits derived from the electrical responses of colloids-specifically ZnO (zinc oxide, an inorganic compound also known as calamine or zinc white, which naturally occurs as the mineral zincite), proteinoids (microspheres and crystals of thermal abiotic proteins), and their combinations in response to electrical stimulation. To extract Boolean circuits from colloids, we send all possible configurations of two-, four-, and eight-bit binary strings, encoded as electrical potential values, to the colloids, record their responses, and infer the Boolean functions they implement. We map the discovered functions onto the cell-state transition rules of cellular automata-arrays of binary state machines that update their states synchronously according to the same rule-creating the colloid cellular automata. We then analyze the phenomenology of the space-time configurations of the automata and evaluate their complexity using measures such as compressibility, Shannon entropy, Simpson diversity, and expressivity. A hierarchy of phenomenological and measurable space-time complexity is constructed.

摘要

胶体细胞自动机并不模仿胶体的物理结构,而是由从胶体衍生而来的逻辑函数所支配。我们分析了从胶体(具体而言是氧化锌(ZnO,一种无机化合物,也称为炉甘石或锌白,天然存在于矿物锌矿中)、类蛋白(热非生物蛋白质的微球和晶体)及其组合)的电响应中衍生出的布尔电路的时空复杂性,这些胶体在电刺激下会产生响应。为了从胶体中提取布尔电路,我们将编码为电位值的两位、四位和八位二进制字符串的所有可能配置发送给胶体,记录它们的响应,并推断它们所实现的布尔函数。我们将发现的函数映射到细胞自动机(二进制状态机阵列,它们根据相同规则同步更新状态)的细胞状态转换规则上,从而创建了胶体细胞自动机。然后,我们分析自动机时空配置的现象学,并使用诸如可压缩性、香农熵、辛普森多样性和表现力等度量来评估它们的复杂性。构建了一个现象学和可测量的时空复杂性层次结构。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9af0/11408590/e0a5d9ccc4a3/41598_2024_72107_Fig1_HTML.jpg

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