Gramian angular field encoding enabled ultra-wide-range cryogenic temperature sensing by deep learning.
A deep learning-assisted Gramian Angular Field (GAF) spectral encoding scheme for achieving precise demodulation of wide dynamic range sensing signals is proposed, making the interferometric cryogenic temperature sensing system a competitive candidate for practical deployment in extreme environments.