Modeling wave propagation using cellular automata on Chip

H. Moura, D. Muñoz
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Abstract

Cellular automata (CA) are often used for physical modelings in which space and time are discrete by assumption. An artificial organism can be considered as a circuit that controls a high-level integrated CA architecture, developed for some mathematical purpose. In this work, propagation and reflection wave phenomenon has been reproduced using CA systems, in a one-dimensional lossless medium. The main objective here was to develop a modeling tool, called vCAgen, which provides the VHDL code for the CA-based system implementation. The CA-based system called CamphslD, composed of 185 cells and two receiver channels, was mapped on a Xilinx Zynq Ultrascale 7EV1156 device, using 27-bit width floating-point arithmetic representation. The proposed CamphslD was effectively mapped on the Zynq device, achieving an operational frequency of 100 MHz and throughput of 25 MOPS. Numerical comparisons allow us to conclude that the proposed CA-system, which is based on simple arithmetic operations, achieves the same results that a reference model based on the well known d'Alembert one-dimensional discrete wave solution, with a Mean Square Error (MSE) in the order of 10−13
用元胞自动机模拟波的传播
元胞自动机(CA)常用于空间和时间假定离散的物理建模。人工有机体可以看作是控制高级集成CA体系结构的电路,该体系结构是为某些数学目的而开发的。在这项工作中,使用CA系统在一维无损介质中再现了传播和反射波现象。这里的主要目标是开发一个称为vCAgen的建模工具,它为基于ca的系统实现提供了VHDL代码。基于ca的CamphslD系统由185个单元和两个接收通道组成,被映射到Xilinx Zynq Ultrascale 7EV1156设备上,使用27位宽度的浮点算术表示。所提出的CamphslD有效地映射到Zynq器件上,实现了100 MHz的工作频率和25 MOPS的吞吐量。数值比较表明,基于简单算术运算的ca系统与基于著名的d'Alembert一维离散波解的参考模型的结果相同,均方误差(MSE)为10−13
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