An environmentdependent probabilistic tropical cyclone model

R Jing, N Lin - Journal of Advances in Modeling Earth Systems, 2020 - Wiley Online Library
… developed an environment-dependent probabilistic TC model, … model components: a
hierarchical Poisson genesis model, an analog-wind track model, and a Markov intensity model, …

[PDF][PDF] An environment-dependent probabilistic tropical cyclone model [J]

J Ren-zhi, LIN Ning - … of Advances in Modeling Earth Systems, 2020 - scholar.archive.org
… we developed an environment-dependent probabilistic TC model, … model components: a
hierarchical Poisson genesis model, an analog-wind track model, and a Markov intensity model

An environment-driven basin scale tropical cyclone model

F Hu, Q Li, X Hong - Structural Safety, 2024 - Elsevier
… Traditionally, purely statistical stochastic techniques were utilized to establish TC models
for investigation. These techniques identified the probability distributions of several critical TC …

A comparison of tropical cyclone projections in a high-resolution global climate model and from downscaling by statistical and statistical-deterministic methods

R Jing, N Lin, K Emanuel, G Vecchi… - Journal of …, 2021 - journals.ametsoc.org
… In this study, we investigate the response of tropical cyclones (TCs) to climate …
environment-dependent probabilistic tropical cyclone (PepC) model and a statistical-deterministic …

Probabilistic forecasting of tropical cyclones intensity using machine learning model

F Meng, Y Yao, Z Wang, S Peng, D Xu… - Environmental …, 2023 - iopscience.iop.org
… This study proposes a machine learning approach to probabilistic forecasting of tropical
cyclone (TC) intensity. The earth system is complex and nonlinear, leading to inherent …

TC-Diffusion: A diffusion-based probabilistic tropical cyclone model with application to typhoon wind hazard assessment

W Jiang, X Zhong, J Zhang - Reliability Engineering & System Safety, 2024 - Elsevier
probabilistic tropical cyclone (TC) full track simulation method empowered by the diffusion
generative model… capability to process high-dimensional space, our model naturally considers …

Probabilistic rainfall generator for tropical cyclones affecting Louisiana

G Villarini, W Zhang, P Miller… - International journal …, 2022 - Wiley Online Library
… of a probabilistic rainfall generator for tropical cyclones (TCs) affecting Louisiana. We consider
12 storms … is to generate storm total rainfall via a parametric TC rainfall model. Among the …

Statistical Modeling of Tropical Cyclone Climatology

R Jing - 2020 - search.proquest.com
… to form a complete TC generation system. This TC generation system is called PepC,
short for Princeton environment-dependent probabilistic tropical cyclone model. The genesis …

[HTML][HTML] Understanding uncertainties in tropical cyclone rainfall hazard modeling using synthetic storms

D Xi, N Lin - Journal of Hydrometeorology, 2022 - journals.ametsoc.org
storm intensity lower than 17.5 ms −1 (tropical storm intensity) for Stage IV observations and
TCR simulation, … CHIPS (PepC) model based on the marginal probability distribution. CHIPS-…

TC‐GEN: Data‐driven tropical cyclone downscaling using machine learning‐based high‐resolution weather model

R Jing, J Gao, Y Cai, D Xi, Y Zhang, Y Fu… - … in Modeling Earth …, 2024 - Wiley Online Library
environment-dependent probabilistic model (PepC, Jing & Lin, 2020). We choose these
two existing approaches as they are both environment dependent and have distinct model