2 citations · 2 across the 3 of their papers we have counts for
4 papers
Reverse Monte Carlo Modelling in Reduced Dimensions
Md Golam Moctader, Eemeli A. Eronen, Johannes Niskanen
Physical experiments frequently result in inverse problems, where the recorded response is used to deduce information about the sample, typically yielding only partial recovery. Th…
Structural Decomposition of UV--Visible Spectral Variation: Azobenzene in Ethanol Solution
Eemeli A. Eronen, Johannes Niskanen
We present a structural interpretation of statistical variability in simulated liquid-phase UV--visible absorption spectra. We analyze the significant variation of the spectral res…
Encoder-Decoder Neural Networks in Interpretation of X-ray Spectra
Jalmari Passilahti, Anton Vladyka, Johannes Niskanen
Encoder--decoder neural networks (EDNN) condense information most relevant to the output of the feedforward network to activation values at a bottleneck layer. We study the use of…
Implementation of the Emulator-based Component Analysis
Anton Vladyka, Eemeli A. Eronen, Johannes Niskanen
We present a PyTorch-powered implementation of the emulator-based component analysis used for ill-posed numerical non-linear inverse problems, where an approximate emulator for the…