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Hua-Rong Liu

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Open access Jul 2026

Machine Learning-Driven Multi-Objective Sizing Optimization, Performance Prediction and Feature Correlation Analysis of Vehicle Frame

An efficient optimization framework for frame structures that integrates multi-objective size optimization, machine learning-based performance prediction, and feature correlation analysis is proposed, achieving a favorable combination of optimization effectiveness, prediction accuracy, and design efficiency.

Xian-Ren Zhou, Zhong-Min Wang, Guang-Shuai Xu et al. · 0 citations

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