| [1] |
BAO Xueying1, SUN Hang1, WEN Keyu2, RAN Mowen2, XIONG Honghui3.
Carbon Emission Prediction and Influencing Factors of
Railway Tunnel Lining Construction Based on Feature Engineering-XGBoost
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2026, 45(3): 48-56.
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| [2] |
XU Xinquan1, HU Yuanjiao2, WENG Yuhan3, HE Weijie1.
Road surface texture is a key factor affecting the skid resistance performance. To further study its influence mechanism and to solve the problem of limited accuracy of traditional prediction methods under multi-feature data conditions, a pavement skid resistance performance assessment model based on the fusion of Bayesian optimization algorithm (BOA) and extreme gradient boosting (XGBoost) was proposed. Firstly, specimens phalt mixtures of different gradation types were prepared. Friction data and 3D texture data of the specimen surface were respectively obtained by using a pendulum friction meter and a 3D laser scanning device. Secondly, the height, the wavelength and shape parameters were extracted to describe the texture structure, and the texture feature importance analysis was carried out to clarify the factors that significantly affected the skid resistance. Then, the optimal key parameters were improved by introducing of the model BOA-XGBoost and the prediction model of skid resistance performance was established. The research results show that compared with the comparative models, the proposed model has higher accuracy, with a correlation coefficient R2 of 0.890 6, which is 25.2%, 13.0%, and 15.1% higher than those of the comparative models, respectively. The proposed model can effectively correlate texture features with pavement skid resistance performance.
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2025, 44(6): 35-44.
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| [3] |
ZHU Zhenjun1, ZHANG Ruijia1, HAN Ji1, TANG Chao2, GUO Xiucheng3.
The Impact of Urban Built Environment on
Bicycle Travel Time under Different Trip Purposes
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2025, 44(3): 88-95.
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| [4] |
LYU Xiuyi1, ZHAO Bin2, LONG Honglian1,2, QU Chuanbo2.
Influence of Service Environment and Its Critical Value on
Lubrication Performance of Main Bearing
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2025, 44(3): 112-118.
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| [5] |
WANG Zuocai1,2, BAI Xiang1, DUAN Dayou3, XIN Yu1.
Bridge Displacement Influence Line Recognition Based on Machine Vision and Nonlinear Frequency Modulation Signal Decomposition
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2025, 44(12): 111-122.
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| [6] |
HE Yunyong1, HE Enhuai1, ZHANG Le1,2, ZHANG Yan3, SUN Lu1.
Gradient Threshold of Long Downhill Slope of Expressway Considering Driver-Vehicle-Road Interaction
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2025, 44(11): 76-84.
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| [7] |
HUANG Feng1,2, ZHANG Ban2,3, LIU Xingchen1,2, YANG Zhengxu1,2, QU Miaodi1,2.
Structural Mechanical Properties of Large-Scale Beam Reaction System
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2023, 42(7): 8-14.
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| [8] |
GUO Zengwei, ZHANG Yali, YANG Yifan, ZHOU Shuixing.
Sunshine Gradient Temperature Effect of Concrete-Filled Steel Tubular Arch Rib
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2023, 42(5): 16-24.
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| [9] |
CHEN Jian1, QIU Zhixuan1, PENG Tao1, LIU Keliang1, FU Zhiyan2, TUO Yongheng3.
Influence of Built Environment on the Severity of Urban Traffic Accidents
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2023, 42(3): 105-111.
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| [10] |
JI Nan, YANG Guang, SHU Linzhao, QIAN Zhipeng, YANG Chun.
Numerical Study on the Influence of Water Surface Gradient on Ship Sailing Resistance
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2022, 41(11): 15-24.
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| [11] |
TANG Zhiguo, ZHAO Renchen, ZHAO Zhijian, WANG Shoucheng.
Thermal Management of Lithium-ion Battery Liquid Cooling Module Based on High Temperature Uniformity
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2022, 41(11): 137-144.
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| [12] |
ZHANG Haiting1, YANG Linqing2,3, GUO Fang4.
Solution and Analysis of Dynamic Response for Layered Pavement
Structure Based on PIM
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2022, 41(05): 82-91.
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| [13] |
WANG Zongjian1, 2, CHEN Bo3, YAO Yun1, Waoki Tatta4, WANG Shuo1.
Loading Test of Locally Reinforced Embankment
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2021, 40(08): 106-113.
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| [14] |
LIU Jinchun, SONG Zixuan, LIANG Dong.
Spatial Effect Analysis of Single Box Three Chambers Continuous Girder
Bridge under Transverse Temperature Gradient and Eccentric Vehicle Load
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2021, 40(06): 80-86.
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| [15] |
LIU Jie.
Real-Time Abnormal Detection of Train Operation Speed of Urban Rail Transit Based on XGboost Model
[J]. Journal of Chongqing Jiaotong University(Natural Science), 2021, 40(03): 49-55.
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