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    <title>Forest Fire on Programmer.ie: Modern AI programming</title>
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      <title>Cellular Automata From First Principles 09: Build a Forest Fire Simulation</title>
      <link>http://programmer.ie/post/cellular-automata-from-first-principles-09/</link>
      <pubDate>Mon, 10 Aug 2026 18:36:00 +0100</pubDate>
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      <description>&lt;h1 id=&#34;cellular-automata-from-first-principles-09-build-a-forest-fire-simulation&#34;&gt;Cellular Automata From First Principles 09: Build a Forest Fire Simulation&lt;/h1&gt;&#xA;&lt;p&gt;A forest fire is almost an ideal cellular-automaton exercise.&lt;/p&gt;&#xA;&lt;p&gt;The visible states are obvious:&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; style=&#34;color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;0 = empty&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;1 = tree&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;2 = burning&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The interactions are local.&lt;/p&gt;&#xA;&lt;p&gt;And small changes in fuel density or ignition assumptions can produce very different global outcomes.&lt;/p&gt;&#xA;&lt;p&gt;This is not intended as a high-fidelity wildfire model.&lt;/p&gt;&#xA;&lt;p&gt;It is a deliberately simplified &lt;strong&gt;spread model&lt;/strong&gt; designed to isolate one mechanism:&lt;/p&gt;</description>
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