Quantitative assessment of vehicle rollover risk based on TANA method with entropy weight and sensitivity analysis

To assess vehicle rollover risk under crosswind conditions, this article establishes a quantitative assessment model based on the Lateral Load Transfer Rate (LTR), and proposes a dimensionality reduction and quantification method that integrates the Entropy Weight Method (EWM) with sensitivity analysis to improve assessment efficiency. Firstly, the EWM combined with the linear weighting strategy derived from global sensitivity analysis is applied to identify the key random variables. Secondly, the Two-point Adaptive Nonlinear Approximation (TANA) model is introduced to replace the traditional Linear Approximation (LA) model, effectively overcoming local oscillation and slow convergence under strongly nonlinear conditions. Finally, the effectiveness of the proposed method is verified through the comparative analysis of the full variables and the reduced variables. The results indicate that the TANA model significantly improves computational efficiency while preserving accuracy. The Entropy-weight and Sensitivity-based dimensionality-reduction strategy enhances computational efficiency by approximately 82% compared to the full-variable LA model, providing theoretical and technical support for the efficient assessment of vehicle rollover risk under crosswind conditions.

Authors

Institutions

Publication Details

Journal
Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering
Published
2026-05-21
DOI
https://doi.org/10.1177/09544070261447978
Primary Topic
Vehicle Dynamics and Control Systems
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Quantitative assessment of vehicle rollover risk based on TANA method with entropy weight and sensitivity analysis

Rui Guan, Li Chang
Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering
Vehicle Dynamics and Control Systems
article

Quantitative assessment of vehicle rollover risk based on TANA method with entropy weight and sensitivity analysis

Rui Guan, Li Chang
article en

Abstract

To assess vehicle rollover risk under crosswind conditions, this article establishes a quantitative assessment model based on the Lateral Load Transfer Rate (LTR), and proposes a dimensionality reduction and quantification method that integrates the Entropy Weight Method (EWM) with sensitivity analysis to improve assessment efficiency. Firstly, the EWM combined with the linear weighting strategy derived from global sensitivity analysis is applied to identify the key random variables. Secondly, the Two-point Adaptive Nonlinear Approximation (TANA) model is introduced to replace the traditional Linear Approximation (LA) model, effectively overcoming local oscillation and slow convergence under strongly nonlinear conditions. Finally, the effectiveness of the proposed method is verified through the comparative analysis of the full variables and the reduced variables. The results indicate that the TANA model significantly improves computational efficiency while preserving accuracy. The Entropy-weight and Sensitivity-based dimensionality-reduction strategy enhances computational efficiency by approximately 82% compared to the full-variable LA model, providing theoretical and technical support for the efficient assessment of vehicle rollover risk under crosswind conditions.

Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering
Shenyang University of Technology (CN)
Openalex Percentile: Top 8%
Vehicle Dynamics and Control Systems
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Quantitative assessment of vehicle rollover risk based on TANA method with entropy weight and sensitivity analysis — Rui Guan, Li Chang · Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering (2026) | TGRS Research Map | TGRS