Xinquan Huang

PhD Students



B#1/L#3 – 3203-WS12



Research Interests

ML, specifically in neural representations, Medical imaging, and FWI.

Selected Publications

X. Huang and T. Alkhalifah, "Single Reference Frequency Loss for Multifrequency Wavefield Representation Using Physics-Informed Neural Networks", IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2022, Art no. 3007105, doi: 10.1109/LGRS.2022.3176867.

X. Huang and T. Alkhalifah, (2022). "PINNup: Robust neural network wavefield solutions using frequency upscaling and neuron splitting." Journal of Geophysical Research: Solid Earth, 127, e2021JB023703.

KAUST Affiliations

SWAG, ErSE, Department of PSE, KAUST

Research Interests Keywords

Machine learning FWI