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Prediction of UHPC mechanical properties using optimized hybrid machine learning model with robust sensitivity and uncertainty analysis
Published 2025-01-01“…The performance of each model was assessed using five key metrics: mean squared error (MSE), root mean squared error (RMSE), mean absolute error (MAE), mean absolute percentage error (MAPE), and coefficient of determination (R ^2 ). …”
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182
Performance analysis for pseudo-random asynchronous FH-CDMA system based on average-hit method
Published 2016-07-01“…The pseudo-random M-ary sequence (such as RS code,polynomial code and low-hit zone FH code and so forth) is widely adopted as FH code in FH-CDMA system.However,the performance of FH-CDMA system employing FH sequence is usually evaluated by simulation,and lack of substantial theoretical analysis.A systematic method for modeling the frequency-hit according to the pre-assigned FH code was proposed; then with the proposed model,the analysis for multi-access interference(MAI)was simplified.The numerical relation between the properties of pseudo-random FH code and the error-rate performance of FH-CDMA system was established.Theoretical and simulation results show that the proposed average-hit model is an efficient method to evaluate the frequency hit and the error-rate of pseudo-randomly FH-CDMA system.Meanwhile,the optimal error-rate low-bound of FH-CDMA system which can achieved by pseudo-random FH code is shown in the conclusion.…”
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183
SEIRS model for TB transmission dynamics incorporating the environment and optimal control
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Convergence and efficiency of high order parallel schemes for nonlinear engineering models
Published 2025-06-01“…We expand the theoretical framework by concentrating solely on first-derivative-based local convergence analysis, whereas earlier research used Taylor expansions up to the eighth derivative to analyze an optimal family of eighth-order numerical scheme, even though they only used the first derivative in calculations. …”
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DESIGN OF PROSTHETIC FEMORAL STALK BASED ON PARALLEL TOPOLOGY OPTIMIZATION
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189
Elliptic Quaternion Matrices: A MATLAB Toolbox and Applications for Image Processing
Published 2024-11-01Get full text
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190
Optimization of Cold Spray Nozzles Based on the Response Surface Methodology
Published 2024-06-01“…The study found the contribution rate of three factors to particle velocity: the prediction of particle velocity at the exit of the Laval nozzle and before deposition with the substrate was realized; the error between the predicted value of particle velocity and the actual value obtained by simulation is less than 1.6 %, indicating that the speed linear regression equation established is effective and reliable in predicting the simulation results; the optimal spraying parameters and particle speeds of Al and Cu particles were obtained through response surface analysis.…”
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191
Optimizing Models and Data Denoising Algorithms for Power Load Forecasting
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Optimization of Thermal and Pressure Drop Performance in Circular Pin Fin Heat Sinks Using the TOPSIS Method
Published 2024-12-01“…Analysis of Variance (ANOVA) revealed that inlet flow rate significantly impacts heat sink performance, while polynomial regression models demonstrated strong generalization capabilities, with Root mean square error (RMSE) of 8.92%. …”
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194
Comparative Performance Analysis of Optimization Algorithms in Artificial Neural Networks for Stock Price Prediction
Published 2025-01-01“…The research employs a systematic approach involving the design, training, and validation of ANN models optimized by these techniques. Performance metrics such as Mean Squared Error (MSE), Mean Absolute Error (MAE), and R Square are utilized to evaluate the effectiveness of each method. …”
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Enhancing Wireless Communication Efficiency Using Dynamic Nonlinear Distortion Adaptive Optimization Analysis
Published 2024-10-01“…Traditional methods to reduce these distortions often lack the adaptability required for effective optimization. The proposed dynamic nonlinear distortion adaptive optimization analysis (DNDAOA) therefore introduces an adaptive approach that dynamically adjusts the pre-distortion signals using real-time feedback mechanisms. …”
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Response Surface Method for Strength Analysis and Proportion Optimization of New Type Sealing Materials
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FATIGUE ANALYSIS AND OPTIMIZATION OF TRANSVERSE STAILIZER BAR LINK BASED ON MEASURED LOAD SPECTRUM
Published 2025-01-01“…The fatigue mileage predicted by simulation is 12 143 km, the relative error value with real life is 14%, which proves validity of simulation method. …”
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Optimization of Drilling Parameters in Natural Fibers Composite Plates Based on Grey Relational Analysis
Published 2025-12-01“…This study focuses on optimizing drilling parameters to minimize delamination, circularity error, and cylindricity in natural fiber composites through a comprehensive full factorial Design of Experiments (DoE) combined with Grey Relational Analysis (GRA). …”
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