23 citations · 82 across the 11 of their papers we have counts for
4 papers · 1 filter
Data-driven Aeroelastic Analyses of Structures in Turbulent Wind Conditions using Enhanced Gaussian Processes with Aerodynamic Priors
Igor Kavrakov, Guido Morgenthal, Allan McRobie
Recent advancements in data-driven aeroelasticity have been driven by the wealth of data available in the wind engineering practice, especially in modeling aerodynamic forces. Desp…
Framework for a simulation-based aerodynamic shape optimization of bridge decks for different limit state phenomena
Tajammal Abbas, Igor Kavrakov, Guido Morgenthal +1
Wind-induced response governs the design of the long-span bridges. The shape of the deck is one of the most important factors that not only affects the mechanical properties but gr…
Numerical investigation of the nonlinear interaction between the sinusoidal motion-induced and gust-induced forces acting on bridge decks
Samuel Tesfaye, Igor Kavrakov, Guido Morgenthal
With the increasing spans and complex deck shapes, aerodynamic nonlinearity becomes a crucial concern in the design of long-span bridges. This paper investigates the nonlinear inte…
Data-driven Aerodynamic Analysis of Structures using Gaussian Processes
Igor Kavrakov, Allan McRobie, Guido Morgenthal
An abundant amount of data gathered during wind tunnel testing and health monitoring of structures inspires the use of machine learning methods to replicate the wind forces. This p…