{"id":51179,"date":"2021-10-22T16:35:34","date_gmt":"2021-10-22T15:35:34","guid":{"rendered":"https:\/\/blogs.bmj.com\/bmj\/?p=51179"},"modified":"2021-10-29T15:32:35","modified_gmt":"2021-10-29T14:32:35","slug":"jeffrey-aronson-when-i-use-a-word-cellular-automata","status":"publish","type":"post","link":"https:\/\/blogs.bmj.com\/bmj\/2021\/10\/22\/jeffrey-aronson-when-i-use-a-word-cellular-automata\/","title":{"rendered":"Jeffrey Aronson: When I Use a Word . . . Cellular automata"},"content":{"rendered":"<p><span style=\"font-weight: 400\">A cellular automaton is a computational system with two components: an ordered array of cells, such as on a Go board, and a set of rules that determines the state of each cell at any time, depending on its relation to other cells in its immediate locality.<\/span><\/p>\n<p><span style=\"font-weight: 400\">A cell in such a system is generally represented by a square in the grid. The simplest state of such a cell is that it is either occupied (e.g. black) or unoccupied (e.g. white), on or off. An example of a simple rule is that a cell can be switched on if it is adjacent to a cell that it is already switched on. From such simple systems highly complex patterns can arise.<\/span><\/p>\n<p><span style=\"font-weight: 400\">In his memoir, <\/span><i><span style=\"font-weight: 400\">Adventures of a Mathematician<\/span><\/i><span style=\"font-weight: 400\"> (1991), Stanis\u0142aw Ulam recalled how, in his student days in the late 1920s, his friend Stanis\u0142aw Mazur proposed the first examples of infinite mathematical games and suggested the possibility of self-replicating automata. They didn\u2019t record their abstract ideas, but some of their thoughts, he wrote, \u201cwere actually precursors of theories like that of [John] von Neumann on abstract automata.\u201d<\/span><\/p>\n<figure id=\"attachment_51180\" aria-describedby=\"caption-attachment-51180\" style=\"width: 246px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-51180\" src=\"https:\/\/blogs.bmj.com\/bmj\/files\/2021\/10\/aronson_22_oct_2021.jpg\" alt=\"\" width=\"246\" height=\"284\" \/><figcaption id=\"caption-attachment-51180\" class=\"wp-caption-text\">John von Neumann (1903\u201357)<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400\">Actual realization of cellular automata started with von Neumann, a mathematician and computer scientist, in the late 1940s. His aim was to produce computer systems that were capable of replicating themselves, analogous to the way that biological cells do. <\/span><span style=\"font-weight: 400\">He presented his ideas in a lecture given at the Hixon Symposium in Pasadena on 20 September 1948, later <\/span><a href=\"https:\/\/www.cs.unm.edu\/~eschulte\/classes\/cs591-rpc\/data\/vonneumann1951-glta.pdf\"><span style=\"font-weight: 400\">published<\/span><\/a><span style=\"font-weight: 400\"> under the title \u201cThe general and logical theory of automata\u201d. <\/span><span style=\"font-weight: 400\">He pointed out that \u201c[the role of automata] in mathematics presents an interesting counterpart to certain functional aspects of organization in nature [although] natural organisms are, as a rule, much more complicated and subtle, and therefore much less well understood in detail, than are artificial automata.\u201d <\/span><\/p>\n<p><span style=\"font-weight: 400\">He discussed in detail the functioning of neurons and how neuronal activity could be modelled by a computerized automaton, nevertheless noting a major limitation, namely that the estimated number of neurons in the central nervous system was about 10<sup>10<\/sup>, all artificial automata at that time having no more than 10<sup>8<\/sup> parts. \u201cWe have absolutely no past experience with systems of this degree of complexity.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400\">Von Neumann did not himself use the term \u201ccellular automaton\u201d. The earliest recorded instance of the phrase dates from 1965 in a <\/span><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/5875309\/\"><span style=\"font-weight: 400\">paper<\/span><\/a><span style=\"font-weight: 400\"> in the <\/span><i><span style=\"font-weight: 400\">Journal of Theoretical Biology<\/span><\/i><span style=\"font-weight: 400\"> by Walter R Stahl, \u201cAlgorithmically unsolvable problems for a cell automaton\u201d, in which he discussed the biology of mammalian cells, particularly cancer cells, although we now recognize that his assertion that \u201cthe mammalian genome probably contains 100,000 to 1,000,000 genes encoded in billions of nucleotides\u201d was a large overestimate. \u201cIt is impossible to prove,\u201d he wrote, \u201c that the simplified axiomatic cell model is an adequate representation of any real cell, but it allows the introduction of certain concepts of automata theory into molecular biology in a new and provocative manner.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400\">In 1970 the mathematician John Conway described a cellular automaton that he called \u201cThe Game of Life\u201d, a two dimensional system that starts with a few counters placed on an infinite grid and generates a large range of sequences of different shapes via three simple rules, relating to births, survivals, and deaths. This is probably still the best-known cellular automaton, and it has been shown to be a universal computer, comparable to a Turing machine. Martin Gardner <\/span><a href=\"https:\/\/www.jstor.org\/stable\/10.2307\/24927642\"><span style=\"font-weight: 400\">described<\/span><\/a><span style=\"font-weight: 400\"> it in his <\/span><i><span style=\"font-weight: 400\">Mathematical Games<\/span><\/i><span style=\"font-weight: 400\"> column in <em>Scientific American<\/em> in October 1970, as did Conway, with his colleagues Berlekamp and Guy, in the second volume of <\/span><i><span style=\"font-weight: 400\">Winning Ways for Your Mathematical Plays <\/span><\/i><span style=\"font-weight: 400\">(Academic Press, 1982), their classical work on combinatorial game theory, now in its <\/span><a href=\"https:\/\/link.springer.com\/article\/10.1007\/s00283-021-10097-3\"><span style=\"font-weight: 400\">second edition<\/span><\/a><span style=\"font-weight: 400\"> in four volumes.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-51181 aligncenter\" src=\"https:\/\/blogs.bmj.com\/bmj\/files\/2021\/10\/aronson_22_oct_2021_2.jpg\" alt=\"\" width=\"576\" height=\"223\" srcset=\"https:\/\/blogs.bmj.com\/bmj\/files\/2021\/10\/aronson_22_oct_2021_2.jpg 576w, https:\/\/blogs.bmj.com\/bmj\/files\/2021\/10\/aronson_22_oct_2021_2-300x116.jpg 300w\" sizes=\"auto, (max-width: 576px) 100vw, 576px\" \/><\/p>\n<p><span style=\"font-weight: 400\">Since then, with increased computing power, cellular automata have become important parts of artificial intelligence systems, with applications that include modelling the development of biological organisms, simulation of neuronal activity, studying homoeostatic mechanisms, cognition, cell proliferation, and tumour genetics, and many others.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">I have included an example of a cellular automaton in this week\u2019s Interesting integer section below: the Ulam\u2013Warburton cellular automaton, first published in 1962 and named after Stanis\u0142aw Ulam and a Scottish engineer, Mike Warburton. Next week I shall demonstrate some other simple cellular automata.<\/span><\/p>\n<p><em><strong>Jeffrey Aronson<\/strong>\u00a0is a clinical pharmacologist, working in the Centre for Evidence Based Medicine in Oxford\u2019s Nuffield Department of Primary Care Health Sciences. He is also president emeritus of the British Pharmacological Society.<\/em><\/p>\n<p><strong>Competing interests:<\/strong>\u00a0none declared.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-51201\" src=\"https:\/\/blogs.bmj.com\/bmj\/files\/2021\/10\/aronson_22_oct_2021_again.png\" alt=\"\" width=\"666\" height=\"3470\" srcset=\"https:\/\/blogs.bmj.com\/bmj\/files\/2021\/10\/aronson_22_oct_2021_again.png 666w, https:\/\/blogs.bmj.com\/bmj\/files\/2021\/10\/aronson_22_oct_2021_again-295x1536.png 295w, https:\/\/blogs.bmj.com\/bmj\/files\/2021\/10\/aronson_22_oct_2021_again-393x2048.png 393w, https:\/\/blogs.bmj.com\/bmj\/files\/2021\/10\/aronson_22_oct_2021_again-640x3335.png 640w\" sizes=\"auto, (max-width: 666px) 100vw, 666px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A cellular automaton is a computational system with two components: an ordered array of cells, such as on a Go board, and a set of rules that determines the state [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/blogs.bmj.com\/bmj\/2021\/10\/22\/jeffrey-aronson-when-i-use-a-word-cellular-automata\/\">More&#8230;<\/a><\/p>\n","protected":false},"author":419,"featured_media":38359,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5762],"tags":[],"class_list":["post-51179","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-jeff-aronsons-words"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Jeffrey Aronson: When I Use a Word . . . 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