Hybrid physics-AI outperforms numerical weather prediction for extreme precipitation nowcasting

P Das, A Posch, N Barber, M Hicks, K Duffy… - npj Climate and …, 2024 - nature.com
Precipitation nowcasting, which is critical for flood emergency and river management, has
remained challenging for decades, although recent developments in deep generative …

Measurements and model improvement: Insight into NWP model error using Doppler lidar and other WFIP2 measurement systems

RM Banta, YL Pichugina, WA Brewer… - Monthly Weather …, 2023 - journals.ametsoc.org
Doppler-lidar wind-profile measurements at three sites were used to evaluate NWP model
errors from two versions of NOAA's 3-km-grid HRRR model, to see whether updates in the …

[HTML][HTML] Mountain waves can impact wind power generation

C Draxl, RP Worsnop, G Xia, Y Pichugina… - Wind Energy …, 2021 - wes.copernicus.org
Mountains can modify the weather downstream of the terrain. In particular, when stably
stratified air ascends a mountain barrier, buoyancy perturbations develop. These …

Improved representation of horizontal variability and turbulence in mesoscale simulations of an extended cold-air pool event

RS Arthur, TW Juliano, B Adler… - Journal of Applied …, 2022 - journals.ametsoc.org
Abstract Cold-air pools (CAPs), or stable atmospheric boundary layers that form within
topographic basins, are associated with poor air quality, hazardous weather, and low wind …

Time evolution and diurnal variability of the parametric sensitivity of turbine‐height winds in the MYNN‐EDMF parameterization

LK Berg, Y Liu, B Yang, Y Qian… - Journal of …, 2021 - Wiley Online Library
Abstract The Mellor‐Yamada‐Nakanishi‐Niino (MYNN) parameterization applied in the
Weather Research and Forecasting (WRF) model has been augmented to include the Eddy …

Comparison of observations and predictions of daytime planetary-boundary-layer heights and surface meteorological variables in the Columbia River Gorge and …

L Bianco, P Muradyan, I Djalalova, JM Wilczak… - Boundary-Layer …, 2022 - Springer
Abstract The second Wind Forecast Improvement Project (WFIP2) is an 18-month field
campaign in the Pacific Northwest USA, whose goal is to improve the accuracy of numerical …

Characterizing model uncertainties in simulated coast-to-offshore wind over the northeast US using multi-platform measurements from the TCAP field campaign

SL Tai, B Gaudet, S Feng, R Krishnamurthy, LK Berg… - Renewable Energy, 2025 - Elsevier
Numerical weather prediction models, such as the Weather Research and Forecasting
model, are widely used to provide estimates of the offshore wind energy resource owing to …

[HTML][HTML] Quantifying the impacts of land surface modeling on hub-height wind speed under different soil conditions

G Xia, C Draxl, LK Berg, D Cook - Monthly Weather Review, 2021 - journals.ametsoc.org
We investigate the impact of three land surface models (LSMs) on simulating hub-height
wind speed under three different soil regimes (dry, wet, and frozen) to improve …

Model evaluation by measurements from collocated remote sensors in complex terrain

YL Pichugina, RM Banta, WA Brewer… - Weather and …, 2022 - journals.ametsoc.org
Abstract Model improvement efforts involve an evaluation of changes in model skill in
response to changes in model physics and parameterization. When using wind …

Case study of a bore wind-ramp event from lidar measurements and HRRR simulations over ARM Southern Great Plains

YL Pichugina, RM Banta, EJ Strobach… - Journal of Renewable …, 2024 - pubs.aip.org
The rapid change of wind speed and direction on 21 August 2017 is studied using Doppler
lidar measurements at five sites of the Atmospheric Radiation Measurement (ARM) Southern …