The zero problem: Gaussian process emulators for range-constrained computer models

ET Spiller, RL Wolpert, P Tierz, TG Asher - SIAM/ASA Journal on Uncertainty …, 2023 - SIAM
We introduce a zero-censored Gaussian process as a systematic, model-based approach to
building Gaussian process emulators for range-constrained simulator output. This approach …

Assessing the risk of extreme storm surges from tropical cyclones under climate change using bidirectional attention-based LSTM for improved prediction

VK Ian, SK Tang, G Pau - Atmosphere, 2023 - mdpi.com
Accurate prediction of storm surges is crucial for mitigating the impact of extreme weather
events. This paper introduces the Bidirectional Attention-based Long Short-Term Memory …