Using AI Tools for Measuring Atmospheric Methane

TLDR: A dataset of simulated absorbance scans and a 1D convolutional neural net were used to train a model to predict methane mole fraction to within 0.25% of actual mole fraction. This provides the potential to rapidly improve data processing of TDLAS-based sensors. 1. Initial Absorbance Simulation We start with simulating methane absorbance. By using …

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