Seokjoon Kwon
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Semi-Supervised Autoencoder for Chemical Gas Classification with FTIR Spectrum Open
Chemical warfare agents pose a serious threat due to their extreme toxicity, necessitating swift the identification of chemical gases and individual responses to the identified threats. Fourier transform infrared (FTIR) spectroscopy offers…
Chemical Gas Source Localization with Synthetic Time Series Diffusion Data Using Video Vision Transformer Open
Gas source localization is vital in emergency scenarios to enable swift and effective responses. In this study, we introduce a gas source localization model leveraging the video vision transformer (ViViT). Utilizing synthetic time series d…
A Sensor Drift Compensation Method with a Masked Autoencoder Module Open
Deep learning algorithms are widely used for pattern recognition in electronic noses, which are sensor arrays for gas mixtures. One of the challenges of using electronic noses is sensor drift, which can degrade the accuracy of the system o…