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Partial Differential Equations versus Cellular Automata for Modeling Combat

机译:偏微分方程与细胞自动机的战斗建模

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摘要

We reproduce apparently complex cellular automaton behaviour with partial differential equations as developed in the author's previous work. Our partial differential equation (PDE) model easily explains behaviour observed in selected scenarios of the cellular automaton wargame ISAAC without resorting to anthropomorphization of autonomous 'agents'. The insinuation that agents have a reasoning and planning ability is replaced with a deterministic numerical approximation which encapsulates basic motivational factors and demonstrates a variety of spatial behaviours approximating the mean behaviour of the ISAAC scenarios. All scenarios presented here highlight the dangers associated with attributing intelligent reasoning to behaviour shown, when this can be explained quite simply through the effects of the terms in our equations. A continuum of forces is able to behave in a manner similar to a collection of individual autonomous agents, and shows decentralized self-organization and adaptation of tactics to suit a variety of combat situations.
机译:正如作者以前的工作中所发展的那样,我们用偏微分方程重现了看起来复杂的细胞自动机行为。我们的偏微分方程(PDE)模型可以轻松地解释在细胞自动机战争游戏ISAAC的特定情况下观察到的行为,而无需求助于自治“代理人”的拟人化。确定性数值逼近取代了代理具有推理和计划能力的暗示,该数值逼近封装了基本动机因素,并演示了各种空间行为,逼近了ISAAC情景的平均行为。此处呈现的所有场景都突出显示了将智能推理归因于所示行为的危险,而这可以通过方程式中各项的影响非常简单地进行解释。连续的部队能够以类似于各个自治特工的方式行动,并表现出分散的自我组织和战术适应性,以适应各种战斗情况。

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