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http://dr.iiserpune.ac.in:8080/xmlui/handle/123456789/516
Title: | Image Representation through Synchronisation and Generalised Turing Patterns in Networks of Coupled Dynamical SysteMS |
Authors: | Rangarajan, Govindan GOSWAMI, YAGYIK Dept. of Physics 20101027 |
Keywords: | 2015 Turing Patterns Master Stability function Synchronisation Lyapunov exponent stability dynamical systeMS |
Issue Date: | May-2015 |
Abstract: | The phenomenon of synchronisation in coupled dynamical systems, and in particular, the conditions under which such coupled systems achieve synchrony is a topic of current interest and potential applications. The main objective of the present project has been to explore a technique by which an image can be represented with a network of coupled dynamical systems in terms of the coupling matrix of the network. The central concept is the use of the Lyapunov exponent in determining the bounds within which a network of dynamical systems will show globally synchronous behaviour. The concept of a Lyapunov spectrum has been used to determine the conditions for which perturbations around the synchronous trajectory damp over time, implying a stable globally synchronous state. For coupling schemes outside these bounds one observes specific patterns, termed Generalised Turing Patterns; this work presents application of this method to represent a given image with a network of coupled dynamical systems. The effectiveness of the method is shown through a few test cases. The method can be an effective tool in image reconstruction/retrieval; certain directions of improvement are outlined. |
URI: | http://dr.iiserpune.ac.in:8080/xmlui/handle/123456789/516 |
Appears in Collections: | MS THESES |
Files in This Item:
File | Description | Size | Format | |
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Yagyik_Goswami_20101027_thesis_final.pdf | 1.24 MB | Adobe PDF | View/Open |
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