Sources of errors in the simulation of south Asian summer monsoon in the CMIP5 GCMs
Abstract
Accurate simulation of the South Asian summer monsoon (SAM) is still an unresolved challenge. There has not been a benchmark effort to decipher the origin of undesired yet virtually invariable unsuccessfulness of general circulation models (GCMs) over this region. Our study analyzes a large ensemble of CMIP5 GCMs to show that most of the simulation errors in the precipitation distribution and their driving mechanisms are systematic and of similar nature across the GCMs, with biases in meridional differential heating playing a critical role in determining the timing of monsoon onset over land, the magnitude of seasonal precipitation distribution and the trajectories of monsoon depressions. Furthermore, errors in the pre-monsoon heat low over the lower latitudes and atmospheric latent heating over the slopes of Himalayas and Karakoram Range induce significant errors in the atmospheric circulations and meridional differential heating. Lack of timely precipitation further exacerbates such errors by limiting local moisture recycling and latent heating aloft from convection. Most of the summer monsoon errors and their sources are reproducible in the land–atmosphere configuration of a GCM when it is configured at horizontal grid spacing comparable to the CMIP5 GCMs. And while an increase in resolution overcomes many modeling challenges, coarse resolutionmore »
- Authors:
-
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Climate Change Science Inst.
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Climate Change Science Inst.; Stanford Univ., CA (United States). Dept. of Earth System Science
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States). Atmospheric Science and Global Change Div. (ASGC)
- Publication Date:
- Research Org.:
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC); USDOD
- OSTI Identifier:
- 1327572
- Alternate Identifier(s):
- OSTI ID: 1335868
- Grant/Contract Number:
- AC05-00OR22725; 32112413; AC05-76RL01830; 3ERKP777; AC0576RL01830
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Climate Dynamics
- Additional Journal Information:
- Journal Name: Climate Dynamics; Journal ID: ISSN 0930-7575
- Publisher:
- Springer-Verlag
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; Land–atmosphere interactions; South Asian monsoon; CMIP5
Citation Formats
Ashfaq, Moetasim, Rastogi, Deeksha, Mei, Rui, Touma, Danielle, and Ruby Leung, L. Sources of errors in the simulation of south Asian summer monsoon in the CMIP5 GCMs. United States: N. p., 2016.
Web. doi:10.1007/s00382-016-3337-7.
Ashfaq, Moetasim, Rastogi, Deeksha, Mei, Rui, Touma, Danielle, & Ruby Leung, L. Sources of errors in the simulation of south Asian summer monsoon in the CMIP5 GCMs. United States. https://doi.org/10.1007/s00382-016-3337-7
Ashfaq, Moetasim, Rastogi, Deeksha, Mei, Rui, Touma, Danielle, and Ruby Leung, L. Mon .
"Sources of errors in the simulation of south Asian summer monsoon in the CMIP5 GCMs". United States. https://doi.org/10.1007/s00382-016-3337-7. https://www.osti.gov/servlets/purl/1327572.
@article{osti_1327572,
title = {Sources of errors in the simulation of south Asian summer monsoon in the CMIP5 GCMs},
author = {Ashfaq, Moetasim and Rastogi, Deeksha and Mei, Rui and Touma, Danielle and Ruby Leung, L.},
abstractNote = {Accurate simulation of the South Asian summer monsoon (SAM) is still an unresolved challenge. There has not been a benchmark effort to decipher the origin of undesired yet virtually invariable unsuccessfulness of general circulation models (GCMs) over this region. Our study analyzes a large ensemble of CMIP5 GCMs to show that most of the simulation errors in the precipitation distribution and their driving mechanisms are systematic and of similar nature across the GCMs, with biases in meridional differential heating playing a critical role in determining the timing of monsoon onset over land, the magnitude of seasonal precipitation distribution and the trajectories of monsoon depressions. Furthermore, errors in the pre-monsoon heat low over the lower latitudes and atmospheric latent heating over the slopes of Himalayas and Karakoram Range induce significant errors in the atmospheric circulations and meridional differential heating. Lack of timely precipitation further exacerbates such errors by limiting local moisture recycling and latent heating aloft from convection. Most of the summer monsoon errors and their sources are reproducible in the land–atmosphere configuration of a GCM when it is configured at horizontal grid spacing comparable to the CMIP5 GCMs. And while an increase in resolution overcomes many modeling challenges, coarse resolution is not necessarily the primary driver in the exhibition of errors over South Asia. Our results highlight the importance of previously less well known pre-monsoon mechanisms that critically influence the strength of SAM in the GCMs and highlight the importance of land–atmosphere interactions in the development and maintenance of SAM.},
doi = {10.1007/s00382-016-3337-7},
journal = {Climate Dynamics},
number = ,
volume = ,
place = {United States},
year = {Mon Sep 19 00:00:00 EDT 2016},
month = {Mon Sep 19 00:00:00 EDT 2016}
}
Web of Science
Works referenced in this record:
Does the modification in “critical relative humidity” of NCEP CFSv2 dictate Indian mean summer monsoon forecast? Evaluation through thermodynamical and dynamical aspects
journal, May 2015
- De, S.; Hazra, Anupam; Chaudhari, Hemantkumar S.
- Climate Dynamics, Vol. 46, Issue 3-4
Western Himalayan snow cover and Indian monsoon rainfall: A re-examination with INSAT and NCEP/NCAR data
journal, January 2003
- Kripalani, R. H.; Kulkarni, A.; Sabade, S. S.
- Theoretical and Applied Climatology, Vol. 74, Issue 1-2
The role of land-surface processes in modulating the Indian monsoon annual cycle
journal, December 2012
- Bollasina, Massimo A.; Ming, Yi
- Climate Dynamics, Vol. 41, Issue 9-10
Climate data for political areas
journal, March 2002
- Mitchell, Timothy D.; Hulme, Mike; New, Mark
- Area, Vol. 34, Issue 1
Consistency of 20th century sea level pressure trends as simulated by a coupled and uncoupled GCM: 20TH CENTURY SLP TRENDS
journal, June 2013
- Colfescu, Ioana; Schneider, Edwin K.; Chen, Hua
- Geophysical Research Letters, Vol. 40, Issue 12
Himalayan winter snow cover area and summer monsoon rainfall over India
journal, June 1983
- Dey, B.; Kumar, O. S. R. U. Bhanu
- Journal of Geophysical Research: Oceans, Vol. 88, Issue C9
Why ensemble mean projection of south Asian monsoon rainfall by CMIP5 models is not reliable?
journal, August 2014
- Sabeerali, C. T.; Rao, Suryachandra A.; Dhakate, A. R.
- Climate Dynamics, Vol. 45, Issue 1-2
Regions of Strong Coupling Between Soil Moisture and Precipitation
journal, August 2004
- Koster, R. D.
- Science, Vol. 305, Issue 5687
Origin of cold bias over the Arabian Sea in Climate Models
journal, September 2014
- Sandeep, S.; Ajayamohan, R. S.
- Scientific Reports, Vol. 4, Issue 1
The Effect of Snow Cover on the Climate
journal, July 1991
- Cohen, Judah; Rind, David
- Journal of Climate, Vol. 4, Issue 7
Snowfall less sensitive to warming in Karakoram than in Himalayas due to a unique seasonal cycle
journal, October 2014
- Kapnick, Sarah B.; Delworth, Thomas L.; Ashfaq, Moetasim
- Nature Geoscience, Vol. 7, Issue 11
The Asian summer monsoon: an intercomparison of CMIP5 vs. CMIP3 simulations of the late 20th century
journal, December 2012
- Sperber, K. R.; Annamalai, H.; Kang, I. -S.
- Climate Dynamics, Vol. 41, Issue 9-10
Dominating Controls for Wetter South Asian Summer Monsoon in the Twenty-First Century
journal, April 2015
- Mei, Rui; Ashfaq, Moetasim; Rastogi, Deeksha
- Journal of Climate, Vol. 28, Issue 8
Relation between Eurasian Snow Cover, Snow Depth, and the Indian Summer Monsoon: An Observational Study
journal, October 1999
- Bamzai, A. S.; Shukla, J.
- Journal of Climate, Vol. 12, Issue 10
Influence of SST biases on future climate change projections
journal, July 2010
- Ashfaq, Moetasim; Skinner, Christopher B.; Diffenbaugh, Noah S.
- Climate Dynamics, Vol. 36, Issue 7-8
Assessing reliability of regional climate projections: the case of Indian monsoon
journal, February 2014
- Ramesh, K. V.; Goswami, Prashant
- Scientific Reports, Vol. 4, Issue 1
Dynamics of “internal” interannual variability of the Indian summer monsoon in a GCM
journal, January 2005
- Goswami, B. N.; Xavier, Prince K.
- Journal of Geophysical Research, Vol. 110, Issue D24
Comparison of the SST-Forced Responses between Coupled and Uncoupled Climate Simulations
journal, January 2014
- Chen, Hua; Schneider, Edwin K.
- Journal of Climate, Vol. 27, Issue 2
An objective definition of the Indian summer monsoon season and a new perspective on the ENSO–monsoon relationship
journal, January 2007
- Xavier, Prince K.; Marzin, Charline; Goswami, B. N.
- Quarterly Journal of the Royal Meteorological Society, Vol. 133, Issue 624
Correction to “Mechanism of upper tropospheric warming around the Tibetan Plateau at the onset phase of the Asian summer monsoon”
journal, January 2010
- Tamura, Toru; Taniguchi, Kenji; Koike, Toshio
- Journal of Geophysical Research, Vol. 115, Issue D6
South Asian Summer Monsoon and the Eastern Mediterranean Climate: The Monsoon–Desert Mechanism in CMIP5 Simulations
journal, September 2014
- Cherchi, Annalisa; Annamalai, H.; Masina, Simona
- Journal of Climate, Vol. 27, Issue 18
GPCP Pentad Precipitation Analyses: An Experimental Dataset Based on Gauge Observations and Satellite Estimates
journal, July 2003
- Xie, Pingping; Janowiak, John E.; Arkin, Phillip A.
- Journal of Climate, Vol. 16, Issue 13
Rainy Season of the Asian–Pacific Summer Monsoon*
journal, February 2002
- Wang, Bin
- Journal of Climate, Vol. 15, Issue 4
Has the number of Indian summer monsoon depressions decreased over the last 30 years?
journal, November 2014
- Cohen, Naftali Y.; Boos, William R.
- Geophysical Research Letters, Vol. 41, Issue 22
Atmospheric circulation characteristics associated with the onset of Asian summer monsoon
journal, December 2006
- Li, Chongyin; Pan, Jing
- Advances in Atmospheric Sciences, Vol. 23, Issue 6
Evaluation of Weather Noise and Its Role in Climate Model Simulations
journal, June 2013
- Chen, Hua; Schneider, Edwin K.; Kirtman, Ben P.
- Journal of Climate, Vol. 26, Issue 11
Suppression of south Asian summer monsoon precipitation in the 21st century
journal, January 2009
- Ashfaq, Moetasim; Shi, Ying; Tung, Wen-wen
- Geophysical Research Letters, Vol. 36, Issue 1
Thermodynamic Bias in the Multimodel Mean Boreal Summer Monsoon
journal, April 2013
- Boos, William R.; Hurley, John V.
- Journal of Climate, Vol. 26, Issue 7
Impact of Atmospheric Moisture Storage on Precipitation Recycling
journal, April 2006
- Dominguez, Francina; Kumar, Praveen; Liang, Xin-Zhong
- Journal of Climate, Vol. 19, Issue 8
The Community Climate System Model Version 4
journal, October 2011
- Gent, Peter R.; Danabasoglu, Gokhan; Donner, Leo J.
- Journal of Climate, Vol. 24, Issue 19
Sensitivity of the mean and variability of Indian summer monsoon to land surface schemes in RegCM4: Understanding coupled land‐atmosphere feedbacks
journal, September 2015
- Halder, Subhadeep; Dirmeyer, Paul A.; Saha, Subodh Kumar
- Journal of Geophysical Research: Atmospheres, Vol. 120, Issue 18
Feature Tracking on the Unit Sphere
journal, December 1995
- Hodges, K. I.
- Monthly Weather Review, Vol. 123, Issue 12
Spherical Nonparametric Estimators Applied to the UGAMP Model Integration for AMIP
journal, December 1996
- Hodges, K. I.
- Monthly Weather Review, Vol. 124, Issue 12
Seasonal prediction of monsoon rainfall in three Asian river basins: the importance of snow cover on the Tibetan Plateau: SEASONAL PREDICTION OF MONSOON RAINFALL IN ASIAN RIVER BASINS
journal, October 2009
- Immerzeel, W. W.; Bierkens, M. F. P.
- International Journal of Climatology, Vol. 30, Issue 12
The NCEP–NCAR 50–Year Reanalysis: Monthly Means CD–ROM and Documentation
journal, February 2001
- Kistler, Robert; Collins, William; Saha, Suranjana
- Bulletin of the American Meteorological Society, Vol. 82, Issue 2
The Onset and Interannual Variability of the Asian Summer Monsoon in Relation to Land–Sea Thermal Contrast
journal, February 1996
- Li, Chengfeng; Yanai, Michio
- Journal of Climate, Vol. 9, Issue 2
Tropical Rainfall Measuring Mission (TRMM) Precipitation Data and Services for Research and Applications
journal, September 2012
- Liu, Zhong; Ostrenga, Dana; Teng, William
- Bulletin of the American Meteorological Society, Vol. 93, Issue 9
High resolution simulation of the South Asian monsoon using a variable resolution global climate model
journal, January 2013
- P. Sabin, T.; Krishnan, R.; Ghattas, Josefine
- Climate Dynamics, Vol. 41, Issue 1
Some aspects of the life history, structure and movement of monsoon depressions
journal, January 1977
- Sikka, D. R.
- Pure and Applied Geophysics PAGEOPH, Vol. 115, Issue 5-6
On the Maximum Cloud Zone and the ITCZ over Indian, Longitudes during the Southwest Monsoon
journal, November 1980
- Sikka, D. R.; Gadgil, Sulochana
- Monthly Weather Review, Vol. 108, Issue 11
Monsoons: Processes, predictability, and the prospects for prediction
journal, June 1998
- Webster, P. J.; Magaña, V. O.; Palmer, T. N.
- Journal of Geophysical Research: Oceans, Vol. 103, Issue C7
Determination of Bulk Properties of Tropical Cloud Clusters from Large-Scale Heat and Moisture Budgets
journal, May 1973
- Yanai, Michio; Esbensen, Steven; Chu, Jan-Hwa
- Journal of the Atmospheric Sciences, Vol. 30, Issue 4
APHRODITE: Constructing a Long-Term Daily Gridded Precipitation Dataset for Asia Based on a Dense Network of Rain Gauges
journal, September 2012
- Yatagai, Akiyo; Kamiguchi, Kenji; Arakawa, Osamu
- Bulletin of the American Meteorological Society, Vol. 93, Issue 9
Water vapor budget of the Indian monsoon depression
journal, January 2005
- Yoon, Jin-Ho; Chen, Tsing-Chang
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 57, Issue 5
Some Aspects of the Life History, Structure and Movement of Monsoon Depressions
book, January 1978
- Sikka, D. R.
- Monsoon Dynamics
Works referencing / citing this record:
Indian summer monsoon: Extreme events, historical changes, and role of anthropogenic forcings
journal, December 2018
- Singh, Deepti; Ghosh, Subimal; Roxy, Mathew K.
- Wiley Interdisciplinary Reviews: Climate Change, Vol. 10, Issue 2
South Asian monsoon precipitation in CMIP5: a link between inter-model spread and the representations of tropical convection
journal, March 2018
- Hagos, Samson; Leung, L. Ruby; Ashfaq, Moetasim
- Climate Dynamics, Vol. 52, Issue 1-2
Disentangling the influence of local and remote anthropogenic aerosols on South Asian monsoon daily rainfall characteristics
journal, October 2018
- Singh, Deepti; Bollasina, Massimo; Ting, Mingfang
- Climate Dynamics, Vol. 52, Issue 9-10
The role of anthropogenic aerosols in future precipitation extremes over the Asian Monsoon Region
journal, October 2018
- Zhao, Alcide D.; Stevenson, David S.; Bollasina, Massimo A.
- Climate Dynamics, Vol. 52, Issue 9-10
How can CMIP5 AGCMs’ resolution influence precipitation in mountain areas: the Hengduan Mountains?
journal, October 2019
- Tao, Weichen; Huang, Gang; Lau, William K. M.
- Climate Dynamics, Vol. 54, Issue 1-2
Sensitivity of convective and land surface parameterization in the simulation of contrasting monsoons over CORDEX-South Asia domain using RegCM-4.4.5.5
journal, August 2019
- Kumar, D.; Dimri, A. P.
- Theoretical and Applied Climatology, Vol. 139, Issue 1-2
Role of Extreme Precipitation and Initial Hydrologic Conditions on Floods in Godavari River Basin, India
journal, November 2019
- Garg, Shailesh; Mishra, Vimal
- Water Resources Research, Vol. 55, Issue 11
A substantial rise in the area and population affected by dryness in South Asia under 1.5 °C, 2.0 °C and 2.5 °C warmer worlds
journal, November 2019
- Aadhar, Saran; Mishra, Vimal
- Environmental Research Letters, Vol. 14, Issue 11
Changing circulation structure and precipitation characteristics in Asian monsoon regions: greenhouse warming vs. aerosol effects
journal, November 2017
- Lau, William K. M.; Kim, Kyu-Myong; Ruby Leung, L.
- Geoscience Letters, Vol. 4, Issue 1
Evaluating the predictability of central Indian rainfall on short and long timescales using theory of nonlinear dynamics
journal, July 2019
- Singh, Uday Pratap; Mittal, Ashok Kumar; Dwivedi, Suneet
- Journal of Water and Climate Change