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Signal Flow Platform for Mapping and Simulation of Vertebrate Retina for Sensor Systems

机译:用于传感器系统椎骨视网膜映射和仿真的信号流平台

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摘要

Our visual processing system is remarkably good; the retina is nothing like the CMOS image sensor, or for that matter, any of the vision processing architectures that have driven vision systems research for over three decades. Therefore, before embarking upon the complex task of architectural mapping of the retina into hardware, it is essential to gain a realistic insight into the theoretical functions of the retina. In addition, an understanding of the kinds of chemical/electrical interactions taking place must be ascertained in order to venture into the next insurmountable task – the simulation platform. This paper presents a generic signal flow architecture for the mapping of the vertebrate retina derived from ionic current movements and interactions. The approach pursued is focused on the functional behavior of the signal that traverses from the photoreceptor to the ganglion cell in the architecture through transforming the system of nonlinear ordinary differential equations (ODEs) into an equivalent set of non-linear integral equations to cope with the singularity characteristic of retinal systems, providing an increase in the computational speed of % when compared with the conventional ODE methods, thus enhancing the realization of a functional retina as part of future hardware-based sensor systems.
机译:我们的视觉处理系统非常出色;视网膜与CMOS图像传感器不同,就此而言,视网膜驱动视觉系统研究的任何视觉处理体系结构都超过了三十年。因此,在着手进行视网膜到硬件的体系结构映射的复杂任务之前,必须获得对视网膜理论功能的现实认识。此外,必须确定对发生的化学/电相互作用的理解,以冒险进入下一个不可克服的任务-仿真平台。本文提出了一种通用的信号流架构,用于从离子电流运动和相互作用中得出的脊椎动物视网膜的映射。通过将非线性常微分方程(ODE)系统转换为等效的非线性积分方程组以应对该问题,所追求的方法集中于架构中从感光体到神经节细胞的信号的功能行为。视网膜系统的奇异特性,与传统的ODE方法相比,可提高%的计算速度,从而增强了功能性视网膜的实现,成为未来基于硬件的传感器系统的一部分。

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