Geodesic
Experimental study of Elementary Cellular Automata dynamics using the density parameter
Discrete mathematics & theoretical computer science, DMTCS Proceedings vol. AB, Discrete Models for Complex Systems (DMCS'03), DMTCS Proceedings vol. AB, Discrete Models for Complex Systems (DMCS'03) (2003).

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Classifying cellular automata in order to capture the notion of chaos algorithmically is a challenging problem than can be tackled in many ways.We here give a classification based on the computation of a macroscopic parameter, the $d$-spectrum, and show how our classifying scheme can be used to separate the chaotic ECA from the non-chaotic ones. 
@article{DMTCS_2003_special_247_a3,
     author = {Fat\`es, Nazim},
     title = {Experimental study of {Elementary} {Cellular} {Automata} dynamics using the density parameter},
     journal = {Discrete mathematics & theoretical computer science},
     publisher = {mathdoc},
     volume = {DMTCS Proceedings vol. AB, Discrete Models for Complex Systems (DMCS'03)},
     year = {2003},
     doi = {10.46298/dmtcs.2304},
     language = {en},
     url = {http://geodesic.mathdoc.fr/articles/10.46298/dmtcs.2304/}
}
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Fatès, Nazim. Experimental study of Elementary Cellular Automata dynamics using the density parameter. Discrete mathematics & theoretical computer science, DMTCS Proceedings vol. AB, Discrete Models for Complex Systems (DMCS'03), DMTCS Proceedings vol. AB, Discrete Models for Complex Systems (DMCS'03) (2003). doi : 10.46298/dmtcs.2304. http://geodesic.mathdoc.fr/articles/10.46298/dmtcs.2304/

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