Major hyperparameters of RF-SVR. حسب Jintao Li (448681)

"…For instance, the RF-MLPR model achieved a 3.7%–6.5% improvement in the Nash-Sutcliffe efficiency (NSE) metric across four hydrological stations compared to the RF-SVR model. (4) Prediction accuracy decreased with longer forecast periods, with the R² value dropping from 0.8886 for a 1-month forecast to 0.6358 for a 12-month forecast, indicating the increasing challenge of long-term predictions due to greater uncertainty and the accumulation of influencing factors over time. (5) The RF-MLPR model outperformed the RF-SVR model, demonstrating a superior ability to capture the complex, nonlinear relationships inherent in the data. …"

Pseudo code for coupling model execution process. حسب Jintao Li (448681)

"…For instance, the RF-MLPR model achieved a 3.7%–6.5% improvement in the Nash-Sutcliffe efficiency (NSE) metric across four hydrological stations compared to the RF-SVR model. (4) Prediction accuracy decreased with longer forecast periods, with the R² value dropping from 0.8886 for a 1-month forecast to 0.6358 for a 12-month forecast, indicating the increasing challenge of long-term predictions due to greater uncertainty and the accumulation of influencing factors over time. (5) The RF-MLPR model outperformed the RF-SVR model, demonstrating a superior ability to capture the complex, nonlinear relationships inherent in the data. …"

Major hyperparameters of RF-MLPR. حسب Jintao Li (448681)

"…For instance, the RF-MLPR model achieved a 3.7%–6.5% improvement in the Nash-Sutcliffe efficiency (NSE) metric across four hydrological stations compared to the RF-SVR model. (4) Prediction accuracy decreased with longer forecast periods, with the R² value dropping from 0.8886 for a 1-month forecast to 0.6358 for a 12-month forecast, indicating the increasing challenge of long-term predictions due to greater uncertainty and the accumulation of influencing factors over time. (5) The RF-MLPR model outperformed the RF-SVR model, demonstrating a superior ability to capture the complex, nonlinear relationships inherent in the data. …"

Results of RF algorithm screening factors. حسب Jintao Li (448681)

"…For instance, the RF-MLPR model achieved a 3.7%–6.5% improvement in the Nash-Sutcliffe efficiency (NSE) metric across four hydrological stations compared to the RF-SVR model. (4) Prediction accuracy decreased with longer forecast periods, with the R² value dropping from 0.8886 for a 1-month forecast to 0.6358 for a 12-month forecast, indicating the increasing challenge of long-term predictions due to greater uncertainty and the accumulation of influencing factors over time. (5) The RF-MLPR model outperformed the RF-SVR model, demonstrating a superior ability to capture the complex, nonlinear relationships inherent in the data. …"

Schematic diagram of the basic principles of SVR. حسب Jintao Li (448681)

"…For instance, the RF-MLPR model achieved a 3.7%–6.5% improvement in the Nash-Sutcliffe efficiency (NSE) metric across four hydrological stations compared to the RF-SVR model. (4) Prediction accuracy decreased with longer forecast periods, with the R² value dropping from 0.8886 for a 1-month forecast to 0.6358 for a 12-month forecast, indicating the increasing challenge of long-term predictions due to greater uncertainty and the accumulation of influencing factors over time. (5) The RF-MLPR model outperformed the RF-SVR model, demonstrating a superior ability to capture the complex, nonlinear relationships inherent in the data. …"

Identification of differentially expressed proteins. حسب Du Leng (20421711)

Sectioning method. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

Primer sequences used for RT-PCR. حسب Jingjing Chen (293564)

"…Notably, SIRT1 levels decrease with age in both mice and during cellular senescence, highlighting its significance in anti-aging processes. …"

Parametric studies. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

FEM of HSS welded box-section. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

Width of the tension region. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

Schematic diagram of specimens [5]. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

Different welding sequences. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

Weld types for box-section members. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

Geometrical parameters of specimens [5]. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

Residual stresses versus steel strength. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

pone.0332445.t008 - حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

Temperature distribution during welding. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

Properties of 460 MPa HSS. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"

Summary of residual stresses in NSS and HSS. حسب Yihan Tu (22258445)

"…Additionally, welding sequences significantly affect residual stress magnitudes without altering their general distribution patterns. …"