Applications of machine learning to wind engineering

T Wu, R Snaiki - Frontiers in Built Environment, 2022 - frontiersin.org
Advances of the analytical, numerical, experimental and field-measurement approaches in
wind engineering offers unprecedented volume of data that, together with rapidly evolving …

Simplified models for uncertainty quantification of extreme events using Monte Carlo technique

X Hu, G Fang, J Yang, L Zhao, Y Ge - Reliability Engineering & System …, 2023 - Elsevier
The accurate prediction of extreme events based on measured data is an important task
because it can facilitate infrastructure reliability design, risk assessment, and disaster …

[HTML][HTML] State-of-the-art review on typhoon wind environments and their effects on long-span bridges

L Zhao, W Cui, G Fang, S Cao, L Zhu, L Song… - Advances in Wind …, 2024 - Elsevier
After more than 40 years of economic reforms, the Chinese economy has rapidly developed,
and large populations and wealth have been concentrated around the southeastern …

Tropical-cyclone-wind-induced flutter failure analysis of long-span bridges

G Fang, W Pang, L Zhao, K Xu, S Cao, Y Ge - Engineering Failure Analysis, 2022 - Elsevier
Continuously growing number and span length of long-span bridges in coastal region of
China require a robust aeroelastic design to against the tropical-cyclone (TC)-induced flutter …

Extreme typhoon wind speed map** for coastal region of China: Geographically weighted regression–based circular subregion algorithm

G Fang, W Pang, L Zhao, W Cui, L Zhu… - Journal of Structural …, 2021 - ascelibrary.org
The coastal region of China is exposed to severe typhoon threats and suffers significant
casualties as well as economic losses due to seven to eight landed storms every year. This …

Toward a refined estimation of typhoon wind hazards: Parametric modeling and upstream terrain effects

G Fang, W Pang, L Zhao, P Rawal, S Cao… - Journal of Wind …, 2021 - Elsevier
Parametric and stochastic typhoon model enable a rapid estimation of wind hazards in
typhoon-prone regions. It always needs a large amount of historical track information to …

Wind characteristics in typhoon boundary layer at coastal areas observed via a Lidar profiler

T Chen, JY Fu, PW Chan, YC He, AM Liu… - Journal of Wind …, 2023 - Elsevier
Abstract Information about typhoon wind characteristics provides a basis and is a
prerequisite for conducting anti-typhoon studies and practices. Despite the great efforts and …

Uncertainty propagation of turbulence parameters for typhoon and Non-typhoon winds in buffeting analysis of Long-span bridges

Z Liu, G Fang, L Zhao, Y Ge - Engineering Structures, 2023 - Elsevier
Wind turbulence-induced buffeting vibration affects the serviceability of long-span bridges
and lead to fatigue problems. The randomness of turbulence parameters in the power …

Gust characteristics of near-ground typhoon winds

G Fang, L Zhao, S Cao, Y Ge, K Li - Journal of Wind Engineering and …, 2019 - Elsevier
Based on 14 sets of records observed by 4 meteorological stations during 10 typhoons, a
comprehensive investigation of gust characteristics, which are usually quantitatively …

Stochastic power spectra models for typhoon and non-typhoon winds: A data-driven algorithm

Z Liu, G Fang, X Hu, K Xu, L Zhao, Y Ge - Journal of Wind Engineering and …, 2022 - Elsevier
The shape of power spectra both for typhoon and non-typhoon winds directly affect the
response level of the structure. The conventional deterministic spectrum models fail to …