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 …

[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 …

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 …

A data-driven physics-informed stochastic framework for hurricane-induced risk estimation of transmission tower-line systems under a changing climate

R Snaiki, SS Parida - Engineering Structures, 2023 - Elsevier
Hurricanes are one of the most devastating natural hazards which result in significant
damage to civil infrastructure. The transmission tower-line system is specifically highly …

Revisiting hurricane track model for wind risk assessment

R Snaiki, T Wu - Structural Safety, 2020 - Elsevier
Hurricane wind risk assessment has been significantly improved with the evolvement of
synthesis methodologies from the single site probabilistic method to the hurricane track …

Cyclogenesis: Simulating Hurricanes and Tornadoes

JA Amador Herrera, J Klein, D Liu, W Pałubicki… - ACM Transactions on …, 2024 - dl.acm.org
Cyclones are large-scale phenomena that result from complex heat and water transfer
processes in the atmosphere, as well as from the interaction of multiple hydrometeors, ie …

Stochastic model of tropical cyclones along China coast including the effects of spatial heterogeneity and ocean feedback

Z Shen, K Wei - Reliability Engineering & System Safety, 2021 - Elsevier
Historical tropical cyclones (TCs) are usually insufficient in determining extreme hazards
due to limited data. This study developed a full-track stochastic model to generate synthetic …

Probabilistic flutter analysis of a long-span bridge in typhoon-prone regions considering climate change and structural deterioration

X Chu, W Cui, L Zhao, S Cao, Y Ge - Journal of Wind Engineering and …, 2021 - Elsevier
In this paper, a long-term probabilistic flutter analysis of long-span bridges, with
consideration of the time-variant probability density function (PDF) of annual maximum wind …

Performance-based wind engineering of tall buildings examining life-cycle downtime and multisource wind damage

W Cui, L Caracoglia - Journal of Structural Engineering, 2020 - ascelibrary.org
Structural performance against wind hazards is necessary in modern tall building design. In
current wind engineering practice, most efforts focus on structural safety, such as the …

Buffeting-induced fatigue damage assessment of a long-span bridge under a changing climate scenario

L Allard, R Snaiki - Journal of Bridge Engineering, 2025 - ascelibrary.org
With the continuous increase of bridge spans, wind-induced vibrations will pose serious
problems to structural integrity and serviceability. Among the many vibration sources of long …