activity
20122024
most citedFast computation of uncertainty quantification measures in the geostatistical approach to solve inverse problems

48 citations · 158 across the 14 of their papers we have counts for

collaborators

15 papers

cs.CE2024

Multi-fidelity Hamiltonian Monte Carlo

Dhruv V. Patel, Jonghyun Lee, Matthew W. Farthing +2

Numerous applications in biology, statistics, science, and engineering require generating samples from high-dimensional probability distributions. In recent years, the Hamiltonian…

q-bio.PE2022

Effective approaches to disaster evacuation during a COVID-like pandemic

Yi-Lin Tsai, Dymasius Y. Sitepu, Karyn E. Chappell +4

Since COVID-19 vaccines became available, no studies have quantified how different disaster evacuation strategies can mitigate pandemic risks in shelters. Therefore, we applied an…

cs.LG2021★ 9 cited

Variational encoder geostatistical analysis (VEGAS) with an application to large scale riverine bathymetry

Mojtaba Forghani, Yizhou Qian, Jonghyun Lee +4

Estimation of riverbed profiles, also known as bathymetry, plays a vital role in many applications, such as safe and efficient inland navigation, prediction of bank erosion, land s…

cs.LG2021

Deep learning-based fast solver of the shallow water equations

Mojtaba Forghani, Yizhou Qian, Jonghyun Lee +4

Fast and reliable prediction of river flow velocities is important in many applications, including flood risk management. The shallow water equations (SWEs) are commonly used for t…

cs.AI2021★ 15 cited

Routing algorithms as tools for integrating social distancing with emergency evacuation

Yi-Lin Tsai, Chetanya Rastogi, Peter K. Kitanidis +1

One of the lessons from the COVID-19 pandemic is the importance of social distancing, even in challenging circumstances such as pre-hurricane evacuation. To explore the implication…

cs.LG2020

Application of deep learning to large scale riverine flow velocity estimation

Mojtaba Forghani, Yizhou Qian, Jonghyun Lee +4

Fast and reliable prediction of riverine flow velocities is important in many applications, including flood risk management. The shallow water equations (SWEs) are commonly used fo…