no code implementations • 19 Sep 2023 • Elizabeth J Cross, Timothy J Rogers, Daniel J Pitchforth, Samuel J Gibson, Matthew R Jones
Despite the growing availability of sensing and data in general, we remain unable to fully characterise many in-service engineering systems and structures from a purely data-driven approach.
no code implementations • 30 Jun 2022 • Elizabeth J Cross, Samuel J Gibson, Matthew R Jones, Daniel J Pitchforth, Sikai Zhang, Timothy J Rogers
The chapter will demonstrate how grey-box models, that combine simple physics-based models with data-driven ones, can improve predictive capability in an SHM setting.
BIG-bench Machine Learning Physics-informed machine learning +1
no code implementations • 10 May 2021 • Daniel J Pitchforth, Timothy J Rogers, Ulf T Tygesen, Elizabeth J Cross
The quantification of wave loading on offshore structures and components is a crucial element in the assessment of their useful remaining life.