High Power Laser and Particle Beams, Volume. 36, Issue 4, 043013(2024)
PIN diode temperature characteristics prediction based on variational mode decomposition and autoencoder
Figures & Tables(5)
Fig. 1. Flowchart of the proposed algorithm by combining decomposition and autoencoder
Fig. 4. Predicted curves comparison with and without VMD decomposition
Table 1. Results of experiments
View tableView in ArticleTable 1. Results of experiments
network possibility of R2 ＞ 0.9 without VMD with VMD autoencoder 0.76 0.91 1DCNN 0.73 0.80 SVM 0.73 0.75 MLP 0.68 0.73 GRP 0.82 0.86
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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
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Received: Jul. 28, 2023
Accepted: Sep. 28, 2023
Published Online: Apr. 22, 2024
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