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Cellular automata (CA) models are widely used to simulate complex systems with emergent behaviors, but identifying hidden parameters that govern their dynamics remains a significant challenge. This study explores the use of Convolutional…

机器学习 · 计算机科学 2025-03-05 Valery Ashu , Zhisong Liu , Heikki Haario , Andreas Rupp

Commonly studied cellular automata are memoryless and have fixed topology of connections between cells. However by allowing updates of links and short-term memory in cells we may potentially discover novel complex regimes of spatio-temporal…

元胞自动机与格子气 · 物理学 2012-12-13 Ramon Alonso-Sanz , Andrew Adamatzky

While the surjectivity of the global map in two-dimensional cellular automata (2D CA) is undecidable in general, in specific cases one can often decide if the rule is surjective or not. We attempt to classify as many 2D CA as possible by…

元胞自动机与格子气 · 物理学 2012-08-06 Henryk Fukś , Andrew Skelton

This paper investigates reversibility properties of 1-dimensional 3-neighborhood d-state finite cellular automata (CAs) of length n under periodic boundary condition. A tool named reachability tree has been developed from de Bruijn graph…

形式语言与自动机理论 · 计算机科学 2018-05-09 Kamalika Bhattacharjee , Sukanta Das

Cellular automata and other discrete dynamical systems have long been studied as models of emergent complexity. Recently, neural cellular automata have been proposed as models to investigate the emerge of a more general artificial…

元胞自动机与格子气 · 物理学 2025-07-28 Sanyam Jain , Stefano Nichele

This paper proposes several algorithms and their Cellular Automata Machine (CAM) for drawing the State Transition Diagram (STD) of an arbitrary Cellular Automata (CA) Rule (any neighborhood, uniform/ hybrid and null/ periodic boundary) and…

元胞自动机与格子气 · 物理学 2008-11-11 Sudhakar Sahoo , Pabitra Pal Choudhury

We consider the problems of characterizing and testing the stability of cellular automata configurations that evolve on a two-dimensional torus according to threshold rules with respect to the von-Neumann neighborhood. While stable…

数据结构与算法 · 计算机科学 2025-07-22 Yonatan Nakar , Dana Ron

We construct a cellular automaton (CA) model that describes the movement of a particle in a disordered system. The mathematical properties of the CA model were examined by varying the configuration of grid and determining the number of…

计算物理 · 物理学 2025-02-05 Lander Besabe , Editha Jose , Alvin Karlo Tapia

This study focuses on an extended model of a standard cellular automaton (CA) that includes an extra index consisting of a radius that defines a perception area for each cell in addition to the radius defined by the CA rule. Extended…

计算复杂性 · 计算机科学 2015-12-22 Yoshihiko Kayama

Background Analyzing images to accurately estimate the number of different cell types in the brain using automatic methods is a major objective in neuroscience. The automatic and selective detection and segmentation of neurons would be an…

图像与视频处理 · 电气工程与系统科学 2024-10-07 Antonio LaTorre , Lidia Alonso-Nanclares , José María Peña , Javier De Felipe

Classical Cellular Automata (CCAs) are a powerful computational framework for modeling global spatio-temporal dynamics with local interactions. While CCAs have been applied across numerous scientific fields, identifying the local rule that…

系统与控制 · 电气工程与系统科学 2025-07-01 Faizal Hafiz , Amelia Kunze , Enrico Formenti , Davide La Torre

How do phase separated cellular structures set their size? To elucidate this, we study the dynamics and steady states of a phase separating nucleator that is advected by the self-straining cytoskeletal network which it nucleates. We find…

In this work, we investigate the computational aspects of asynchronous cellular automata (ACAs), a modification of cellular automata in which cells update independently, following an asynchronous schedule. We introduce flip automata…

形式语言与自动机理论 · 计算机科学 2025-10-20 Ivan Baburin , Matthew Cook , Florian Grötschla , Andreas Plesner , Roger Wattenhofer

One-dimensional quantum cellular automata (QCA) consist in a line of identical, finite dimensional quantum systems. These evolve in discrete time steps according to a local, shift-invariant unitary evolution. By local we mean that no…

量子物理 · 物理学 2008-04-15 Pablo Arrighi , Vincent Nesme , Reinhard Werner

In this article we investigate the computational complexity of predicting two dimensional freezing majority cellular automata with states $\{-1,+1\}$, where the local interactions are based on an L-shaped neighborhood structure. In these…

计算复杂性 · 计算机科学 2025-09-22 Pablo Concha-Vega , Eric Goles , Pedro Montealegre , Kévin Perrot

Topological dynamics of cellular automata (CA), inherited from classical dynamical systems theory, has been essentially studied in dimension 1. This paper focuses on 2D CA and aims at showing that the situation is different and more…

离散数学 · 计算机科学 2009-04-29 Mathieu Sablik , Guillaume Theyssier

A novel two-state, Reversible Cellular Automata (RCA) is described. This three-dimensional RCA is shown to be capable of universal computation. Additionally, evidence is offered that this RCA Is capable of universal construction.

元胞自动机与格子气 · 物理学 2007-05-23 Daniel B. Miller , Edward Fredkin

We study a cellular automaton model, which allows diffusion of energy (or equivalently any other physical quantities such as mass of a particular compound) at every lattice site after each timestep. Unit amount of energy is randomly added…

凝聚态物理 · 物理学 2009-10-22 T. C. Chan , H. F. Chau , K. S. Cheng

We present a simple one-dimensional Cellular Automaton (CA) which has the property that an initial state composed of two binary numbers evolves quickly into a final state which is their sum. We call this CA the Adding Cellular Automaton…

介观与纳米尺度物理 · 物理学 2009-10-28 Simon C. Benjamin , Neil F. Johnson

Cellular automata (CA) provide a minimal formalism for investigating how simple local interactions generate rich spatiotemporal behavior in domains as diverse as traffic flow, ecology, tissue morphogenesis and crystal growth. However,…

机器学习 · 计算机科学 2025-06-24 Jaime A. Berkovich , Noah S. David , Markus J. Buehler