硕士生导师
个人信息Personal Information
学历:博士研究生毕业
学位:工学博士学位
办公地点:隧道研发楼505
性别:男
在职信息:在岗
毕业院校:西南交通大学
所在单位:土木工程学院
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(1)跨海桥梁水动力作用
波流荷载是跨海桥梁下部结构的主要环境荷载,其水动力可达内河桥梁的十倍以上。基于时域、频域常数/高阶边界元,建立了规则、随机波流作用下跨海桥梁水动力作用的边界元数值方法,并对平潭海峡公铁大桥非通航孔钢围堰开展了实测和对比。
平潭海峡公铁大桥波浪压力实测 实测波浪压力对比 边界元数值模型
(2)桥梁水弹耦合响应与数值方法
波浪频域与结构频率接近时,会产生流固耦合振动,双向流固耦合(水弹)效应会影响荷载、波浪场与结构响应。使用时域、频域常数/高阶边界元与摄动展开假设,研究基于模态叠加的频域双向耦合,以及基于逐步积分的时域双向耦合水弹响应和算法。
频域边界元 时域边界元
(3)跨海桥梁的风浪响应
极端海况下,风浪可能引起大跨度跨海桥梁显著的动力响应。由台风气旋过境时的实测风浪数据,基于谱方法,研究实测数据驱动下大桥的非平稳、平稳风浪响应。
基于谱方法的跨海桥梁风浪响应评估
(4)深度学习驱动的跨海桥梁智能防灾
极端风浪的高效准确预一直是大气、物理海洋与近岸工程的热点与难点。采用深度学习技术,建立了“秒级响应”的西太平洋时空波浪场预测模型,全时误差RMSE<0.4m。对2015年,经过平潭海峡公铁大桥的超强台风"苏迪罗"引发的波浪场进行了验证。
西太平洋波浪场深度学习数值模型
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部分代表性论文:
Ti, Z.; Li, Y.; Qin, S. Numerical Approach of Interaction between Wave and Flexible Bridge Pier with Arbitrary Cross Section Based on Boundary Element Method. Journal of Bridge Engineering 2020, 25 (11), 04020095. https://doi.org/10.1061/(ASCE)BE.1943-5592.0001628.
Ti, Z.; Wei, K.; Li, Y.; Xu, B. Effect of Wave Spectral Variability on Stochastic Response of a Long-Span Bridge Subjected to Random Waves during Tropical Cyclones. Journal of Bridge Engineering 2020, 25 (1), 04019131. https://doi.org/10.1061/(ASCE)BE.1943-5592.0001517.
Ti, Z.; Zhang, M.; Li, Y.; Wei, K. Numerical Study on the Stochastic Response of a Long-Span Sea-Crossing Bridge Subjected to Extreme Nonlinear Wave Loads. Engineering Structures 2019, 196, 109287. https://doi.org/10.1016/j.engstruct.2019.109287.
Ti, Z.; Zhou, Y.; Li, Y. On-Site Wave-Wind Observation and Spectral Investigation of Dynamic Behaviors for Sea-Crossing Bridge during Tropical Cyclone. Engineering Structures 2023, 283, 115907. https://doi.org/10.1016/j.engstruct.2023.115907.
Pan, J.; Ti, Z.; Song, Y.; Li, Y. An Integrated Approach of Vortex-Induced Vibration for Long-Span Bridge with Inhomogeneous Cross-Sections. Journal of Wind Engineering and Industrial Aerodynamics 2022, 222, 104942. https://doi.org/10.1016/j.jweia.2022.104942.
Pan, J.; Ti, Z.; Yang, L.; Li, Y.; Zhu, J. An Amplitude-Dependent Nonlinear Approach for Vortex-Induced Vibration Evaluation of Long-Span Bridges with Inhomogeneous Cross-Sections. Physics of Fluids 2024, 36 (7), 077159. https://doi.org/10.1063/5.0215257.
Song, Y.; Ti, Z.; Li, Y. An Efficient Two-Stage Hybrid Framework to Evaluate Vortex-Induced Vibration for Bridge Deck Based on Divergent Vibration. Journal of Wind Engineering and Industrial Aerodynamics 2023, 233, 105316. https://doi.org/10.1016/j.jweia.2023.105316.
Ti, Z.; Kong, Y. F. Single-Instant Spatial Wave Height Forecast Using Machine Learning: An Image-to-Image Translation Approach Based on Generative Adversarial Networks. Applied Ocean Research 2024.
Ti, Z.; Deng, X. W.; Yang, H. Wake Modeling of Wind Turbines Using Machine Learning. Applied Energy 2020, 257, 114025. https://doi.org/10.1016/j.apenergy.2019.114025.
Ti, Z.; Deng, X. W.; Zhang, M. Artificial Neural Networks Based Wake Model for Power Prediction of Wind Farm. Renewable Energy 2021, 172, 618–631. https://doi.org/10.1016/j.renene.2021.03.030.
Ti, Z.; Wang, H. Hydrodynamic Shape Optimization of Sea-Crossing Bridge Pier under Wave Force. Ocean Engineering 2024, 299, 117281. https://doi.org/10.1016/j.oceaneng.2024.117281.
Ti, Z.; Wang, Y.; Song, Y. Frequency-Domain Approach of Aero-Hydro-Elastic Response for Offshore Bottom-Mounted Slender Structures under Wind and Wave. Ocean Engineering 2022, 260, 111795. https://doi.org/10.1016/j.oceaneng.2022.111795.
Ti, Z.; Yang, L.; Li, Y. On-Site Wind Speed Recovery from Smartphone Audio: Time Domain Deep Learning Approach, Laboratory Validation and Outdoor Field Test. Measurement 2024, 229, 114477. https://doi.org/10.1016/j.measurement.2024.114477.
Ti, Z.; You, H. Time Domain Boundary Element Modeling of Coupled Interaction between Ocean Wave and Elastic Bridge Pier. Ocean Engineering 2023, 269, 113527. https://doi.org/10.1016/j.oceaneng.2022.113527.
Ti, Z.; Zhang, M.; Wu, L.; Qin, S.; Wei, K.; Li, Y. Estimation of the Significant Wave Height in the Nearshore Using Prediction Equations Based on the Response Surface Method. Ocean Engineering 2018, 153, 143–153. https://doi.org/10.1016/j.oceaneng.2018.01.081.
Ti, Z.; Zhou, Y. Frequency Domain Modeling of Long-Span Sea-Crossing Bridge under Stochastic Wind and Waves. Ocean Engineering 2022, 255, 111425. https://doi.org/10.1016/j.oceaneng.2022.111425.
Wang, H. Ti, Z. Wave Force Prediction on Truncated Cylinders with Arbitrary Symmetric Cross-Sections Using Machine Learning. Ocean Engineering 2024.
Zilong, T.; Xiao Wei, D. Layout Optimization of Offshore Wind Farm Considering Spatially Inhomogeneous Wave Loads. Applied Energy 2022, 306, 117947. https://doi.org/10.1016/j.apenergy.2021.117947.
Zilong, T.; Yubing, S.; Xiaowei, D. Spatial-Temporal Wave Height Forecast Using Deep Learning and Public Reanalysis Dataset. Applied Energy 2022, 326, 120027. https://doi.org/10.1016/j.apenergy.2022.120027.
Ling, Y.; Ti, Z.; You, H.; Li, Y. A Proof-of-Concept Study of Estimating Wind Speed from Acoustic Frequency-Domain Signal Using Machine Learning. Wind and Structures 2023, 36 (5), 345–354. https://doi.org/10.12989/WAS.2023.36.5.345.
Pan, J.; Ti, Z.; You, H. Probability Distribution Analysis of Hydrodynamic Wave Pressure on Large-Scale Thin-Walled Structure for Sea-Crossing Bridge. JMSE 2023, 11 (1), 81. https://doi.org/10.3390/jmse11010081.
Ti, Z.; Wang, Y.; Song, Y. Frequency-Domain Approach of Hydroelastic Response for Offshore Bottom-Mounted Slender Structure. Ships and Offshore Structures 2022, 0 (0), 1–12. https://doi.org/10.1080/17445302.2022.2109351.
Ti, Z.; Wei, K.; Qin, S.; Li, Y.; Mei, D. Numerical Simulation of Wave Conditions in Nearshore Island Area for Sea-Crossing Bridge Using Spectral Wave Model. Advances in Structural Engineering 2018, 21 (5), 756–768. https://doi.org/10.1177/1369433217732493.
Ti, Z.; Wei, K.; Qin, S.; Mei, D.; Li, Y. Assessment of Random Wave Pressure on the Construction Cofferdam for Sea-Crossing Bridges under Tropical Cyclone. Ocean Engineering 2018, 160, 335–345. https://doi.org/10.1016/j.oceaneng.2018.04.036.
Wang, Y.; Ti, Z. Numerical Modeling of Hydrodynamic Added Mass and Added Damping for Elastic Bridge Pier. ABEN 2023, 4 (1), 24. https://doi.org/10.1186/s43251-023-00104-2.
Song, X.; Ti, Z.; Zhou, Y. Estimation of Directional Wave Spectrum Using Measurement Array Pressure Data on Bottom-Mounted Offshore Structure in Incident and Diffracted Wave Field. Shock and Vibration 2022, 2022, e9764478. https://doi.org/10.1155/2022/9764478.