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Real-time Light Curve Classification Framework for the Wide Field Survey Telescope Using Modified Semisupervised Variational Autoencoder

  • Authors: Yongling Tang, 永灵 唐, Lulu Fan, 璐璐 范, Zhen Wan, 振 宛, Yating Liu, 雅婷 刘, Yan Lu, 岩 陆

Yongling Tang et al 2025 The Astronomical Journal 169 .

  • Provider: AAS Journals

Caption: Figure 4.

Example of GP real-time interpolation applied to simulated light curves. A solid vertical line divides the light curve into segments for early classification (left) and full classification (right). Each band’s mean GP flux prediction is shown as a solid line, surrounded by a shaded contour indicating the one-standard-deviation uncertainty in the flux prediction. The GP model produces relatively consistent interpolation but performs poorly in forecasting future data points.

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