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On the Introduction of Nonlinear Dynamics in Image Processing with Applications

机译:非线性动力学在图像处理中的应用及应用

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摘要

We apply the concept of nonlinear dynamics to perform specific image processing tasks (e. g., enhancement, edge detection, de-noising, conversion to binary image, chaotic encryption, etc.). A class of oscillators is considered each of which is modeled by nonlinear differential equations. Based on these equations the nonlinear dynamical behavior of the oscillators is investigated. This investigation leads to the depiction/discovery of three main states of the oscillators namely, equilibrium, stationary, and chaotic states. The occurrence of these states is predicted and controlled through a bifurcation analysis. Using the bifurcation analysis, ranges/windows of parameters are derived under which each specific oscillator can exhibit the aforementioned states. In each state of the oscillators the image processing is carried out and the output images are obtained as results of processing. Comparing output- with input-images reveals the basic processing tasks performed (e. g., enhancement, edge detection, denoising, conversion to binary image, chaotic encryption, etc.).
机译:我们应用非线性动力学的概念来执行特定的图像处理任务(例如,增强,边缘检测,去噪,转换为二进制图像,混沌加密等)。认为一类振荡器是通过非线性微分方程建模的。基于这些方程,研究了振荡器的非线性动力学行为。该研究导致描述/发现了振荡器的三个主要状态,即平衡状态,静止状态和混沌状态。这些状态的发生是通过分叉分析来预测和控制的。使用分叉分析,导出参数的范围/窗口,在该范围/窗口下每个特定的振荡器可以表现出前述状态。在振荡器的每种状态下,都进行图像处理,并获得输出图像作为处理结果。将输出图像与输入图像进行比较,揭示了执行的基本处理任务(例如,增强,边缘检测,去噪,转换为二进制图像,混沌加密等)。

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