Download Tackling the Inverse Problem for Non-Autonomous Systems: by Tomislav Stankovski PDF
By Tomislav Stankovski
This thesis provides a brand new procedure for following evolving interactions among coupled oscillatory platforms of the type that abound in nature. Examples variety from the subcellular point, to ecosystems, via weather dynamics, to the pursuits of planets and stars. Such structures jointly engage, adjusting their inner clocks, and should correspondingly stream among synchronized and non-synchronized states. The thesis describes a manner of utilizing Bayesian inference to take advantage of the presence of random fluctuations, hence examining those techniques in unheard of element. It first develops the fundamental concept of interacting oscillators whose frequencies are non-constant, after which applies it to the human middle and lungs for instance. Their coupling functionality can be utilized to stick with with nice precision the transitions into and out of synchronization. the tactic defined has the aptitude to light up the growing old approach in addition to to enhance diagnostics in cardiology, anesthesiology and neuroscience, and yields insights right into a large range of average processes.
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Extra resources for Tackling the Inverse Problem for Non-Autonomous Systems: Application to the Life Sciences
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The periodic nature of the systems suggest periodic base-functions, hence the use of Fourier terms for the decomposition: ∞ f i (φi ) = c˜i,k sin(kφi ) + c˜i,2k+1 cos(kφi ) k=−∞ ∞ ∞ c˜i;r,s ei2πr φi ei2πsφ j . 2) s=−∞ r =−∞ The inference of an underlying phase model through use of Fourier series has formed the functional basis for several techniques to infer the nature of phase-resetting curves and interactions viz. the structure of networks or proposed synchronization prediction [3–8]. However, these techniques inferred neither the noise dynamics nor the parameters characterising the noise.