重庆大学学报2026，Vol.49Issue(3)：59-70,12.DOI:10.11835/j.issn.1000-582X.2026.03.006
重型商用车驾驶室内噪声声品质分析与岭回归预测
Sound quality evaluation and ridge regression prediction of in-cabin noise in heavy-duty commercial vehicles
摘要
Abstract
To examine in-cabin noise characteristics under different load conditions and vehicle speeds,psychophysical objective parameters are measured and subjective ratings are obtained through paired-comparison jury tests.The effects of factors such as vehicle model,speed and load on the in-cabin sound quality of heavy-duty commercial vehicles are systematically analyzed.Furthermore,an analysis of the correlations among acoustic quality parameters under different operating conditions was conducted.Subsequently,a multiple linear regression model is constructed using ridge regression,in which psychophysical objective parameters serve as independent variables and subjective ratings as the dependent variable.The results indicate that ridge regression significantly reduces multicollinearity while maintaining a satisfactory level of predictive accuracy,thus providing valuable guidance for sound quality optimization.关键词
商用车/声品质/主观评价/客观评价/岭回归Key words
commercial vehicles/sound quality/subjective evaluation/objective evaluation/ridge regression分类
交通工程引用本文复制引用
陈卓,夏子恒,尹志浩,施朝坤,韦跃培,熊语文,赖诗洋,贺岩松..重型商用车驾驶室内噪声声品质分析与岭回归预测[J].重庆大学学报,2026,49(3):59-70,12.基金项目
重庆市教育委员会科技研究项目(KJQN202103412).Supported by Scientific and Technological Research Program of Chongqing Municipal Education Commission(KJQN202103412). （KJQN202103412）
