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Keywords: principal component analysisClose
Proc. ASME. OMAE2020, Volume 6B: Ocean Engineering, V06BT06A005, August 3–7, 2020
Paper No: OMAE2020-18989
... distributed in space is investigated and, second, an overall approach to estimate spatio-temporal characteristics of hurricane hazards using Deep Neural Networks is presented. The popular dimension reduction technique, Principal Component Analysis, is shown to perform similarly compared to a simpler dimension...
Proc. ASME. OMAE2019, Volume 7A: Ocean Engineering, V07AT06A059, June 9–14, 2019
Paper No: OMAE2019-95815
... measurements and weather hindcast data. The variable selection process is based on the engineering knowledge available to us as well as the re- sults obtained from a preliminary Principal Component Analysis (PCA) model1. The preliminary PCA model is also used to de- 1Further explained in Results section. tect...