[HTML][HTML] Interpretable deep learning for spatial analysis of severe hailstorms

DJ Gagne II, SE Haupt, DW Nychka… - Monthly Weather …, 2019 - journals.ametsoc.org
Abadi, M., and Coauthors, 2016: Tensorflow: A system for large-scale machine learning.
Proc. 12th USENIX Symp. on Operating Systems Design and Implementation (OSDI'16) …

Assessing the comparative effects of storm-relative helicity components within right-moving supercell environments

NA Goldacker, MD Parker - Journal of the Atmospheric …, 2023 - journals.ametsoc.org
Supercell thunderstorms develop low-level rotation via tilting of environmental horizontal
vorticity (ω h) by the updraft. This rotation induces dynamic lifting that can stretch near …

[HTML][HTML] Using near-ground storm relative helicity in supercell tornado forecasting

BE Coffer, MD Parker, RL Thompson… - Weather and …, 2019 - journals.ametsoc.org
Using Near-Ground Storm Relative Helicity in Supercell Tornado Forecasting in: Weather and
Forecasting Volume 34 Issue 5 (2019) Jump to Content Jump to Main Navigation Logo Logo …

Environmental controls on tornadoes and tornado outbreaks

E Tochimoto - Atmosphere-Ocean, 2022 - Taylor & Francis
In this article, the global climatology of tornadoes and current understanding of the synoptic-
and meso-scale environments of tornadoes and tornado outbreaks are reviewed. The study …

A machine learning tutorial for operational meteorology. Part II: Neural networks and deep learning

RJ Chase, DR Harrison, GM Lackmann… - Weather and …, 2023 - journals.ametsoc.org
Over the past decade the use of machine learning in meteorology has grown rapidly.
Specifically neural networks and deep learning have been used at an unprecedented rate …

Using machine learning to generate storm-scale probabilistic guidance of severe weather hazards in the Warn-on-Forecast system

ML Flora, CK Potvin, PS Skinner… - Monthly Weather …, 2021 - journals.ametsoc.org
A primary goal of the National Oceanic and Atmospheric Administration Warn-on-Forecast
(WoF) project is to provide rapidly updating probabilistic guidance to human forecasters for …

Tornadoes in Southeast South America: mesoscale to planetary-scale environments

D Veloso-Aguila, KL Rasmussen… - Monthly Weather …, 2024 - journals.ametsoc.org
A multiscale analysis of the environment supporting tornadoes in southeast South America
(SESA) was conducted based on a self-constructed database of 74 reports. Composites of …

Characteristics of tornado events and warnings in the southeastern United States

AK Anderson-Frey, YP Richardson… - Weather and …, 2019 - journals.ametsoc.org
Abstract The southeastern United States has become a prime area of focus in tornado-
related literature due, in part, to the abundance of tornadoes occurring in high-shear low …

What is the intrinsic predictability of tornadic supercell thunderstorms?

PM Markowski - Monthly Weather Review, 2020 - journals.ametsoc.org
A 25-member ensemble of relatively high-resolution (75-m horizontal grid spacing)
numerical simulations of tornadic supercell storms is used to obtain insight on their intrinsic …

Supercell low-level mesocyclones: Origins of inflow and vorticity

BE Coffer, MD Parker, JM Peters… - Monthly Weather …, 2023 - journals.ametsoc.org
The development and intensification of low-level mesocyclones in supercell thunderstorms
have often been attributed, at least in part, to augmented streamwise vorticity generated …