Testing the Sensitivity of a WRF-Based Great Lakes Regional Climate Model to

被引:2
作者
Hutson, Abby [1 ]
Fujisaki-Manome, Ayumi [1 ,2 ]
Lofgren, Brent [3 ]
机构
[1] Univ Michigan, Cooperat Inst Great Lakes Res, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Climate & Space Sci & Engn, Ann Arbor, MI 48104 USA
[3] NOAA, Great Lakes Environm Res Lab, Ann Arbor, MI USA
基金
美国海洋和大气管理局;
关键词
Inland seas/lakes; Lake effects; Precipitation; Climate models; Convective parameterization; SUMMER PRECIPITATION; WEATHER RESEARCH; IMPACT; BASIN; SIMULATION; MICROPHYSICS; PROJECTIONS; SURFACE;
D O I
10.1175/JHM-D-22-0234.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The Weather Research and Forecasting (WRF) Model is used to dynamically downscale ERA-Interim global reanalysis data to test its performance as a regional climate model (RCM) for the Great Lakes region (GLR). Four cumulus parameterizations and three spectral nudging techniques applied to moisture are evaluated based on 2-m temperature and precipitation accumulation in the Great Lakes drainage basin (GLDB). Results are compared to a control simulation without spectral nudging, and additional analysis is presented showing the contribution of each nudged variable to temperature, moisture, and precipitation. All but one of the RCM test simulations have a dry precipitation bias in the warm months, and the only simulation with a wet bias also has the least precipitation error. It is found that the inclusion of spectral nudging of temperature dramatically improves a cold-season cold bias, and while the nudging of moisture improves simulated annual and diurnal temperature ranges, its impact on precipitation is complicated. SIGNIFICANCE STATEMENT: Global climate models are vital to understanding our changing climate. While many include a coarse representation of the Great Lakes, they lack the resolution to represent effects like lake effect precipitation, lake breeze, and surface air temperature modification. fi cation. Therefore, using a regional climate model to downscale global data is imperative to correctly simulate the land-lake-atmosphere feedbacks that contribute to regional climate. Modeling precipitation is particularly important because it plays a direct role in the Great Lakes' water cycle. The purpose of this study is to identify the configuration figuration of the Weather Research and Forecasting Model that best simulates precipitation and temperature in the Great Lakes region by testing cumulus parameterizations and methods of nudging the regional model toward the global model.
引用
收藏
页码:1007 / 1025
页数:19
相关论文
共 61 条
[51]   The Impact of Incongruous Lake Temperatures on Regional Climate Extremes Downscaled from the CMIP5 Archive Using the WRF Model [J].
Spero, Tanya L. ;
Nolte, Christopher G. ;
Bowden, Jared H. ;
Mallard, Megan S. ;
Herwehe, Jerold A. .
JOURNAL OF CLIMATE, 2016, 29 (02) :839-853
[52]   Improving the representation of clouds, radiation, and precipitation using spectral nudging in the Weather Research and Forecasting model [J].
Spero, Tanya L. ;
Otte, Martin J. ;
Bowden, Jared H. ;
Nolte, Christopher G. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2014, 119 (20) :11682-11694
[53]   Developing the Coupled CWRF-FVCOM Modeling System to Understand and Predict Atmosphere-Watershed Interactions Over the Great Lakes Region [J].
Sun, Lei ;
Liang, Xin-Zhong ;
Xia, Meng .
JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2020, 12 (12)
[54]   Impacts of Lake Surface Temperature on the Summer Climate Over the Great Lakes Region [J].
Wang, Jiali ;
Xue, Pengfei ;
Pringle, William ;
Yang, Zhao ;
Qian, Yun .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2022, 127 (11)
[55]   Improvements of the coupled WRF-Lake model over Lake Nam Co, Central Tibetan Plateau [J].
Wu, Yang ;
Huang, Anning ;
Lazhu ;
Yang, Xianyu ;
Qiu, Bo ;
Wen, Lijuan ;
Zhang, Zhiqi ;
Fu, Zhipeng ;
Zhu, Xueyan ;
Zhang, Xindan ;
Cai, Shuxin ;
Tang, Yong .
CLIMATE DYNAMICS, 2020, 55 (9-10) :2703-2724
[56]  
Wuebbles D., 2019, ASSESSMENT IMPACTS C
[57]   Improving the lake scheme within a coupled WRF-lake model in the Laurentian Great Lakes [J].
Xiao, Chuliang ;
Lofgren, Brent M. ;
Wang, Jia ;
Chu, Philip Y. .
JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2016, 8 (04) :1969-1985
[58]   Climate projections over the Great Lakes Region: using two-way coupling of a regional climate model with a 3-D lake model [J].
Xue, Pengfei ;
Ye, Xinyu ;
Pal, Jeremy S. ;
Chu, Philip Y. ;
Kayastha, Miraj B. ;
Huang, Chenfu .
GEOSCIENTIFIC MODEL DEVELOPMENT, 2022, 15 (11) :4425-4446
[59]  
Xue PF, 2017, J CLIMATE, V30, P1605, DOI [10.1175/jcli-d-16-0225.1, 10.1175/JCLI-D-16-0225.1]
[60]   Impact of Nudging Parameters on Dynamical Downscaling over CORDEX East Asia Phase II Domain: The Case of Summer 2003 [J].
Yang, Linyun ;
Wang, Shuyu ;
Tang, Jianping ;
Niu, Xiaorui ;
Fu, Congbin .
JOURNAL OF APPLIED METEOROLOGY AND CLIMATOLOGY, 2019, 58 (12) :2755-2771