statistics and machine learning tool-box for regression (smlt) (MathWorks Inc)
Structured Review
![Voltage U—RMSE: D-PNN = 1.153, <t>SMLT</t> (Tree) = 1.118 [V], 12 inputs + THDU (both D-PNN and SMLT) in the 2nd stage.](https://pub-med-central-images-cdn.bioz.com/pub_med_central_ids_ending_with_3369/pmc09643369/pmc09643369__41598_2022_21812_Fig10_HTML.jpg)
Statistics And Machine Learning Tool Box For Regression (Smlt), supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/statistics and machine learning tool-box for regression (smlt)/product/MathWorks Inc
Average 90 stars, based on 1 article reviews
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1) Product Images from "Power quality approximation for household equipment load combinations using a stepwise growth in input parameters of AI models"
Article Title: Power quality approximation for household equipment load combinations using a stepwise growth in input parameters of AI models
Journal: Scientific Reports
doi: 10.1038/s41598-022-21812-1
Figure Legend Snippet: Voltage U—RMSE: D-PNN = 1.153, SMLT (Tree) = 1.118 [V], 12 inputs + THDU (both D-PNN and SMLT) in the 2nd stage.
Techniques Used:
Figure Legend Snippet: Power P—RMSE: D-PNN = 0.177, SMLT (GPR) = 0.182 [kW], 12 inputs + U + PF (D-PNN), 12 inputs + PF + THDU (SMLT) in the 3rd stage.
Techniques Used:
Figure Legend Snippet: THDU—RMSE: D-PNN = 0.429, SMLT (Tree) = 0.443 [%], 12 inputs + U (both D-PNN and SMLT) in the 2nd stage.
Techniques Used:
Figure Legend Snippet: Power Factor PF—RMSE: D-PNN = 0.0516, SMLT (GPR) = 0.0496 [], 12 inputs + Pst + U (D-PNN, 12 inputs + Pst + THDU (SMLT) in the 3rd stage.
Techniques Used:
Figure Legend Snippet: Pst—RMSE: D-PNN = 0.811, SMLT (EBoosT) = 0.544 [], 12 inputs + Pst (both D-PNN and SMLT) in the 2nd stage.
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Figure Legend Snippet: Voltage U 3-step model estimations.
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Figure Legend Snippet: Power P 3-step model estimations.
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Figure Legend Snippet: THDU 3-step model estimations.
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Figure Legend Snippet: Power Factor PF 3-step model estimations.
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Figure Legend Snippet: Pst 3-step model estimations.
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