Yang Zhang, Yang Zhou, Zehai Zhang, Fuxiang Yang, Xingjun Ge. PIN diode temperature characteristics prediction based on variational mode decomposition and autoencoder[J]. High Power Laser and Particle Beams, 2024, 36(4): 043013
- High Power Laser and Particle Beams
- Vol. 36, Issue 4, 043013 (2024)
Fig. 1. Flowchart of the proposed algorithm by combining decomposition and autoencoder
Fig. 2. Temperature characteristic curve of the PIN diode
Fig. 3. Training process and structure of the autoencoder
Fig. 4. Predicted curves comparison with and without VMD decomposition
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Table 1. Results of experiments
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