Geoff Hassall
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View article: Plane-wave decomposition and randomised training; a novel path to generalised physics-informed neural networks for simple harmonic motion
Plane-wave decomposition and randomised training; a novel path to generalised physics-informed neural networks for simple harmonic motion Open
In this paper, we introduce a formulation of physics-informed neural networks (PINNs), based on learning the form of the Fourier decomposition, and a training methodology based on a spread of randomly chosen boundary conditions. By trainin…
View article: Data-driven plasma modelling: surrogate collisional radiative models of fluorocarbon plasmas from deep generative autoencoders
Data-driven plasma modelling: surrogate collisional radiative models of fluorocarbon plasmas from deep generative autoencoders Open
We have developed a deep generative model that can produce accurate optical emission spectra and colour images of an ICP plasma using only the applied coil power, electrode power, pressure and gas flows as inputs—essentially an empirical s…
View article: Data-driven plasma modelling: Surrogate collisional radiative models of fluorocarbon plasmas from deep generative autoencoders
Data-driven plasma modelling: Surrogate collisional radiative models of fluorocarbon plasmas from deep generative autoencoders Open
We have developed a deep generative model that can produce accurate optical emission spectra and colour images of an ICP plasma using only the applied coil power, electrode power, pressure and gas flows as inputs -- essentially an empirica…
View article: Data-driven plasma modelling: Fluorocarbon ICP data set
Data-driven plasma modelling: Fluorocarbon ICP data set Open
This is an open source dataset of optical emission spectra and optical images in fluorocarbon plasmas, along with associated tool logs, captured from a Oxford Intruments Plasma Technology PP100 ICP etcher. The dataset consists of Ar, O2, A…
View article: Data-driven plasma modelling: Fluorocarbon ICP data set
Data-driven plasma modelling: Fluorocarbon ICP data set Open
This is an open source dataset of optical emission spectra and optical images in fluorocarbon plasmas, along with associated tool logs, captured from a Oxford Intruments Plasma Technology PP100 ICP etcher. The dataset consists of Ar, O2, A…