DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: The Heavy Rainfall Mechanism Revealed by a Terrain-Resolving 4DVar Data Assimilation System—A Case Study

Abstract

In this study, a newly developed terrain-resolving four-dimensional variational (4DVar)-based data assimilation system, Immersed Boundary Method_Variational Doppler Radar Analysis System (IBM_VDRAS), is applied to investigate the mechanisms leading to a heavy precipitation event that occurred in Taiwan during the Southwesterly Monsoon Experiment (SoWMEX) conducted in 2008. The multivariate analyses using IBM_VDRAS and surface observations reveal that the warm and moist southwesterly flow from the ocean decelerates after making landfall, forming a surface convergence zone along the coast, which is further strengthened during the passage of a prefrontal rainband. The flow ascends as it advances inland until reaching the mountains, producing persistent precipitation and the enhancement of evaporative cooling as well as a widespread high pressure zone. A very shallow (<0.4 km) layer of offshore flow can be identified over the southwestern plain, which helps to generate a quasi-stationary convergence zone near the coast. Furthermore, sensitivity studies are carried out to quantify the relative importance of the contributions made by topographic blockage, evaporative cooling, and their nonlinear interaction, to the evolution of this type of convective system. The influence of the topography is identified as the dominant factor in modulating the flow structure of the rainfall system. However, it is themore » nonlinear interaction between terrain and evaporation that determines the distribution of the temperature and pressure fields.« less

Authors:
 [1];  [2];  [2];  [3]
  1. Pacific Northwest National Lab. (PNNL), Richland, WA (United States); National Central Univ., Taoyuan (Taiwan)
  2. National Central Univ., Taoyuan (Taiwan)
  3. National Center for Atmospheric Research, Boulder, CO (United States)
Publication Date:
Research Org.:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Org.:
USDOE; Ministry of Science and Technology of Taiwan; Central Weather Bureau
OSTI Identifier:
1638962
Report Number(s):
PNNL-SA-152383
Journal ID: ISSN 0027-0644
Grant/Contract Number:  
AC05-76RL01830; MOST107-2111-M-008-040; MOST107-2625-M-008-008; MOTC-CWB-107-M-02
Resource Type:
Accepted Manuscript
Journal Name:
Monthly Weather Review
Additional Journal Information:
Journal Volume: 148; Journal Issue: 6; Journal ID: ISSN 0027-0644
Publisher:
American Meteorological Society
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; Orographic effects; precipitation; squall lines; radars; radar observations; data assimilation

Citation Formats

Tai, Sheng-Lun, Liou, Yu-Chieng, Chang, Shao-Fan, and Sun, Juanzhen. The Heavy Rainfall Mechanism Revealed by a Terrain-Resolving 4DVar Data Assimilation System—A Case Study. United States: N. p., 2020. Web. doi:10.1175/mwr-d-19-0244.1.
Tai, Sheng-Lun, Liou, Yu-Chieng, Chang, Shao-Fan, & Sun, Juanzhen. The Heavy Rainfall Mechanism Revealed by a Terrain-Resolving 4DVar Data Assimilation System—A Case Study. United States. https://doi.org/10.1175/mwr-d-19-0244.1
Tai, Sheng-Lun, Liou, Yu-Chieng, Chang, Shao-Fan, and Sun, Juanzhen. Thu . "The Heavy Rainfall Mechanism Revealed by a Terrain-Resolving 4DVar Data Assimilation System—A Case Study". United States. https://doi.org/10.1175/mwr-d-19-0244.1. https://www.osti.gov/servlets/purl/1638962.
@article{osti_1638962,
title = {The Heavy Rainfall Mechanism Revealed by a Terrain-Resolving 4DVar Data Assimilation System—A Case Study},
author = {Tai, Sheng-Lun and Liou, Yu-Chieng and Chang, Shao-Fan and Sun, Juanzhen},
abstractNote = {In this study, a newly developed terrain-resolving four-dimensional variational (4DVar)-based data assimilation system, Immersed Boundary Method_Variational Doppler Radar Analysis System (IBM_VDRAS), is applied to investigate the mechanisms leading to a heavy precipitation event that occurred in Taiwan during the Southwesterly Monsoon Experiment (SoWMEX) conducted in 2008. The multivariate analyses using IBM_VDRAS and surface observations reveal that the warm and moist southwesterly flow from the ocean decelerates after making landfall, forming a surface convergence zone along the coast, which is further strengthened during the passage of a prefrontal rainband. The flow ascends as it advances inland until reaching the mountains, producing persistent precipitation and the enhancement of evaporative cooling as well as a widespread high pressure zone. A very shallow (<0.4 km) layer of offshore flow can be identified over the southwestern plain, which helps to generate a quasi-stationary convergence zone near the coast. Furthermore, sensitivity studies are carried out to quantify the relative importance of the contributions made by topographic blockage, evaporative cooling, and their nonlinear interaction, to the evolution of this type of convective system. The influence of the topography is identified as the dominant factor in modulating the flow structure of the rainfall system. However, it is the nonlinear interaction between terrain and evaporation that determines the distribution of the temperature and pressure fields.},
doi = {10.1175/mwr-d-19-0244.1},
journal = {Monthly Weather Review},
number = 6,
volume = 148,
place = {United States},
year = {Thu May 07 00:00:00 EDT 2020},
month = {Thu May 07 00:00:00 EDT 2020}
}

Works referenced in this record:

Performance of 4D-Var NWP-based nowcasting of precipitation at the Met Office for summer 2012: 4D-Var NWP-based Nowcasting of Precipitation
journal, November 2015

  • Ballard, Susan P.; Li, Zhihong; Simonin, David
  • Quarterly Journal of the Royal Meteorological Society, Vol. 142, Issue 694
  • DOI: 10.1002/qj.2665

The MAP Special Observing Period
journal, March 2001


The Kinematic and Microphysical Characteristics and Associated Precipitation Efficiency of Subtropical Convection during SoWMEX/TiMREX
journal, January 2015


Orographic effects on heavy rainfall events over northeastern Taiwan during the northeasterly monsoon season
journal, March 2013


Orographic effects on a conditionally unstable flow over an idealized three-dimensional mesoscale mountain
journal, May 2004


Assimilating Radar, Surface, and Profiler Data for the Sydney 2000 Forecast Demonstration Project
journal, June 2002


Analysis and Forecasting of the Low-Level Wind during the Sydney 2000 Forecast Demonstration Project
journal, February 2004


Mesoscale Analysis of Heavy Rainfall Episodes from SoWMEX/TiMREX
journal, February 2012

  • Davis, Christopher A.; Lee, Wen-Chau
  • Journal of the Atmospheric Sciences, Vol. 69, Issue 2
  • DOI: 10.1175/JAS-D-11-0120.1

Raindrop Size Distribution and Rain Characteristics during the 2013 Great Colorado Flood
journal, December 2015

  • Friedrich, Katja; Kalina, Evan A.; Aikins, Joshua
  • Journal of Hydrometeorology, Vol. 17, Issue 1
  • DOI: 10.1175/JHM-D-14-0184.1

The Great Colorado Flood of September 2013
journal, September 2015

  • Gochis, David; Schumacher, Russ; Friedrich, Katja
  • Bulletin of the American Meteorological Society, Vol. 96, Issue 9
  • DOI: 10.1175/BAMS-D-13-00241.1

Recursive Filter Objective Analysis of Meteorological Fields: Applications to NESDIS Operational Processing
journal, January 1995

  • Hayden, Christopher M.; Purser, R. James
  • Journal of Applied Meteorology, Vol. 34, Issue 1
  • DOI: 10.1175/1520-0450-34.1.3

Orographic effects on precipitating clouds
journal, January 2012


A Cloud-Resolving 4DVAR Assimilation Experiment for a Local Heavy Rainfall Event in the Tokyo Metropolitan Area
journal, June 2011

  • Kawabata, Takuya; Kuroda, Tohru; Seko, Hiromu
  • Monthly Weather Review, Vol. 139, Issue 6
  • DOI: 10.1175/2011MWR3428.1

A Subtropical Oceanic Mesoscale Convective Vortex Observed during SoWMEX/TiMREX
journal, August 2011

  • Lai, Hsiao-Wei; Davis, Christopher A.; Jong-Dao Jou, Ben
  • Monthly Weather Review, Vol. 139, Issue 8
  • DOI: 10.1175/2010MWR3411.1

A Velocity Dealiasing Technique Using Rapidly Updated Analysis from a Four-Dimensional Variational Doppler Radar Data Assimilation System
journal, July 2010

  • Lim, Eunha; Sun, Juanzhen
  • Journal of Atmospheric and Oceanic Technology, Vol. 27, Issue 7
  • DOI: 10.1175/2010JTECHA1300.1

Some Common Ingredients for Heavy Orographic Rainfall
journal, December 2001


A Variational Multiple–Doppler Radar Three-Dimensional Wind Synthesis Method and Its Impacts on Thermodynamic Retrieval
journal, November 2009


An Immersed Boundary Method for the Weather Research and Forecasting Model
journal, March 2010

  • Lundquist, Katherine A.; Chow, Fotini Katopodes; Lundquist, Julie K.
  • Monthly Weather Review, Vol. 138, Issue 3
  • DOI: 10.1175/2009MWR2990.1

Mesoscale Meteorology in Midlatitudes
book, January 2010


Mountain Waves, Downslope Winds, and Low-Level Blocking Forced by a Midlatitude Cyclone Encountering an Isolated Ridge
journal, February 2017

  • Menchaca, Maximo Q.; Durran, Dale R.
  • Journal of the Atmospheric Sciences, Vol. 74, Issue 2
  • DOI: 10.1175/JAS-D-16-0092.1

Orographic Precipitation
journal, May 2005


Lessons on orographic precipitation from the Mesoscale Alpine Programme
journal, January 2007

  • Rotunno, Richard; Houze, Robert A.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 133, Issue 625
  • DOI: 10.1002/qj.67

A Linear Theory of Orographic Precipitation
journal, June 2004


Initialization and Numerical Forecasting of a Supercell Storm Observed during STEPS
journal, April 2005


Real-Time Low-Level Wind and Temperature Analysis Using Single WSR-88D Data
journal, February 2001


Analysis and Prediction of a Squall Line Observed during IHOP Using Multiple WSR-88D Observations
journal, July 2008


Radar Data Assimilation with WRF 4D-Var. Part II: Comparison with 3D-Var for a Squall Line over the U.S. Great Plains
journal, July 2013


A Frequent-Updating Analysis System Based on Radar, Surface, and Mesoscale Model Data for the Beijing 2008 Forecast Demonstration Project
journal, December 2010


The Development of a Terrain-Resolving Scheme for the Forward Model and Its Adjoint in the Four-Dimensional Variational Doppler Radar Analysis System (VDRAS)
journal, January 2017

  • Tai, Sheng-Lun; Liou, Yu-Chieng; Sun, Juanzhen
  • Monthly Weather Review, Vol. 145, Issue 1
  • DOI: 10.1175/MWR-D-16-0092.1

A ghost-cell immersed boundary method for flow in complex geometry
journal, December 2003


Impacts of Including Rain-Evaporative Cooling in the Initial Conditions on the Prediction of a Coastal Heavy Rainfall Event during TiMREX
journal, January 2017

  • Tu, Chuan-Chi; Chen, Yi-Leng; Chen, Shu-Ya
  • Monthly Weather Review, Vol. 145, Issue 1
  • DOI: 10.1175/MWR-D-16-0224.1

Radar Data Assimilation with WRF 4D-Var. Part I: System Development and Preliminary Testing
journal, July 2013


An Observational and Modeling Study of the Processes Leading to Deep, Moist Convection in Complex Terrain
journal, August 2014

  • Weckwerth, Tammy M.; Bennett, Lindsay J.; Jay Miller, L.
  • Monthly Weather Review, Vol. 142, Issue 8
  • DOI: 10.1175/MWR-D-13-00216.1

The Convective and Orographically-induced Precipitation Study (COPS): the scientific strategy, the field phase, and research highlights
journal, January 2011

  • Wulfmeyer, Volker; Behrendt, Andreas; Kottmeier, Christoph
  • Quarterly Journal of the Royal Meteorological Society, Vol. 137, Issue S1
  • DOI: 10.1002/qj.752

An Orography-Associated Extreme Rainfall Event during TiMREX: Initiation, Storm Evolution, and Maintenance
journal, August 2012


Nonhydrostatic Atmospheric Modeling Using a Combined Cartesian Grid
journal, October 2010

  • Yamazaki, Hiroe; Satomura, Takehiko
  • Monthly Weather Review, Vol. 138, Issue 10
  • DOI: 10.1175/2010MWR3252.1