Spectroscopy and Spectral Analysis, Volume. 42, Issue 10, 3073(2022)
Application of Gaussian Process Regression on the Quantitative Analysis of the Aging Condition of Insulating Paper by Near-Infrared Spectroscopy
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Fig. 3. Flowchat of GPR modelling and performance comparison among different models
Fig. 4. Comparison of GPR model performances with different kennels
Fig. 6. DP prediction results of different quantitative analysis models
Table 1. Comparison of different DP prediction models for insulating paper
View tableView in ArticleTable 1. Comparison of different DP prediction models for insulating paper
建模方法 校正集 验证集 样本
数量RMSE r 样本
数量RMSE r PLS[ 6 ]386 105.0 0.82 92 104.7 0.82 SVR[ 7 ]110.6 0.80 105.5 0.81 BPNN[ 8 ]75.3 0.92 78.3 0.90 GPR 65.5 0.94 70.6 0.93
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Yuan LI, Wen-bo ZHANG, Xiao-lin CHEN, Han LI, Guan-jun ZHANG. Application of Gaussian Process Regression on the Quantitative Analysis of the Aging Condition of Insulating Paper by Near-Infrared Spectroscopy[J]. Spectroscopy and Spectral Analysis, 2022, 42(10): 3073
Paper Information
Category: Research Articles
Received: Jun. 3, 2021
Accepted: Mar. 15, 2022
Published Online: Nov. 23, 2022
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