下载ERA5数据
从官网上下载ERA5主要分为三步:
- 官网注册账号,获取CDS API key。
- 安装python相关的库。
- 复制粘贴代码,下载数据。
注册账户获取密钥
点击网址:ERA5注册网址,右上角点击注册账户,一般使用教育邮箱 注册完成后登录,然后还是在这个网址:获取key密钥,点击下面图中的红色框, 然后,下图红框内就是你的密钥,将其全部复制下来:
- 如果你是Linux系统,就在你的系统用户目录下创建一个
.cdsapirc 的文件,将刚刚复制的内容粘贴到该文件下: - 如果你是windows系统,就在c盘/用户/用户名 这个目录下创建一个 创建一个
.cdsapirc 文件。可以先建立一个txt文件,将内容粘贴进去后再改文件名为.cdsapirc 。
安装python的cdsapi库
我这里是在Linux系统下, 直接在你的python环境下使用命令:conda install cdsapi 即可。window下应该同理。
获取ERA5数据
下载地址在官网上搜索你要下载的数据类型: 点击进入后勾选你需要的参数、时间、变量等。
然后到最后,选择红框内显示下载代码 将代码复制到你的python脚本中,运行脚本即可下载。
运行WRF模式
基于上述方式,我们可以通过下载ERA5数据制作WRF模式的初始场,运行wrf模式。其中,需要下载的ERA5的数据如下所示:
3D数据:
ERA5 monthly averaged data on pressure levels from 1979 to present**:Monthly averaged reanalysis by hour of day**
变量:
- Geopotential
- Relative humidity
- U-component of wind
- V-component of wind
- Temperature
压力层
所有
year
2022
month
02
day
17-18
Pressure level data (download.py)
import cdsapi
c = cdsapi.Client()
c.retrieve(
'reanalysis-era5-pressure-levels',
{
'product_type': 'reanalysis',
'format': 'grib',
'variable': [
'geopotential', 'relative_humidity', 'temperature','specific_humidity',
'u_component_of_wind', 'v_component_of_wind',
],
'pressure_level': [
'1', '2', '3',
'5', '7', '10',
'20', '30', '50',
'70', '100', '125',
'150', '175', '200',
'225', '250', '300',
'350', '400', '450',
'500', '550', '600',
'650', '700', '750',
'775', '800', '825',
'850', '875', '900',
'925', '950', '975',
'1000',
],
'year': '2022',
'month': '02',
'day': ['17','18',],
'time': [
'00:00', '01:00', '02:00',
'03:00', '04:00', '05:00',
'06:00', '07:00', '08:00',
'09:00', '10:00', '11:00',
'12:00', '13:00', '14:00',
'15:00', '16:00', '17:00',
'18:00', '19:00', '20:00',
'21:00', '22:00', '23:00',
],
},
'/ERA5_data/ERA5-2022-02_17-18_pl.grib')
2D数据:
Product type
Monthly averaged reanalysis by hour of day
Variable
02
day
17-18
Single level data (down.py)
import cdsapi
c = cdsapi.Client()
c.retrieve(
'reanalysis-era5-single-levels',
{
'product_type': 'reanalysis',
'format': 'grib',
'variable': [
'10m_u_component_of_wind','10m_v_component_of_wind','2m_dewpoint_temperature',
'2m_temperature','land_sea_mask','mean_sea_level_pressure',
'sea_ice_cover','sea_surface_temperature','skin_temperature',
'snow_depth','soil_temperature_level_1','soil_temperature_level_2',
'soil_temperature_level_3','soil_temperature_level_4','surface_pressure',
'volumetric_soil_water_layer_1','volumetric_soil_water_layer_2','volumetric_soil_water_layer_3',
'volumetric_soil_water_layer_4'
],
'year': '2022',
'month': '02',
'day': ['17','18',],
'time': [
'00:00', '01:00', '02:00',
'03:00', '04:00', '05:00',
'06:00', '07:00', '08:00',
'09:00', '10:00', '11:00',
'12:00', '13:00', '14:00',
'15:00', '16:00', '17:00',
'18:00', '19:00', '20:00',
'21:00', '22:00', '23:00',
],
},
'/ERA5_data/ERA5-2022-02_17-18-sl.grib')
具体细节的运行可以看这篇博客: https://blog.csdn.net/weixin_44237337/article/details/123152177?spm=1001.2014.3001.5501 下面只介绍不同的地方
WPS前处理
链接Vtable这里需要进行修改,如下:
cd /Users/WRF/ERA_practice/
ln -sf ungrib/Variable_Tables/Vtable.ECMWF Vtable
然后同样是链接你下载的ERA5数据:
./link_grib.csh ../ERA5_data/ERA5-2022-02_17-18*
ungrid 因为我这个里是三层嵌套,需要修改namelist.wps后,再运行ungrid程序
&share
wrf_core = 'ARW',
start_date = '2022-02_17_00:00:00','2022-02_17_00:00:00','2022-02_17_00:00:00',
end_date = '2022-02_17_06:00:00','2022-02_17_06:00:00','2022-02_17_06:00:00',
interval_seconds = 10800,
max_dom = 3,
io_form_geogrid = 2,
opt_output_from_geogrid_path = '/WRF/ERA5_pactice/',
/
./
&geogrid
parent_id = 1, 1, 2,
parent_grid_ratio = 1, 3, 3,
i_parent_start = 1, 21, 27,
j_parent_start = 1, 21, 26,
e_we = 247, 574, 1471,
e_sn = 158, 370, 889,
geog_data_res = 'default','default','default',
dx = 36000,
dy = 36000,
map_proj = 'mercator',
ref_lat = 15.00,
ref_lon = 0.00,
truelat1 = 10.0,
truelat2 = 20.0,
stand_lon =0.00,
geog_data_path = '/Software/Models/WRF/WPS_GEOG',
!
!!!!!!!!!!!!!!!!!!!!!!!!!!!! IMPORTANT NOTE !!!!!!!!!!!!!!!!!!!!!!!!!!!!
! The default datasets used to produce the MAXSNOALB and ALBEDO12M
! fields have changed in WPS v4.0. These fields are now interpolated
! from MODIS-based datasets.
!
! To match the output given by the default namelist.wps in WPS v3.9.1,
! the following setting for geog_data_res may be used:
!
! geog_data_res = 'maxsnowalb_ncep+albedo_ncep+default', 'maxsnowalb_ncep+albedo_ncep+default',
!
!!!!!!!!!!!!!!!!!!!!!!!!!!!! IMPORTANT NOTE !!!!!!!!!!!!!!!!!!!!!!!!!!!!
!
/
&ungrib
out_format = 'WPS',
prefix = '/WRF/ERA5_pactice/FILE',
/
&metgrid
fg_name = 'FILE',
io_form_metgrid = 2,
opt_output_from_metgrid_path = '/WRF/ERA5_pactice/',
/
下面正常运行./geogrid.exe 、./metgrid.exe
WRF后处理
修改一下namelist.input ,与wps 中的一致:
&time_control
run_days = 0,
run_hours = 06,
run_minutes = 0,
run_seconds = 0,
start_year = 2022, 2022, 2022,
start_month = 02, 02, 02,
start_day = 17, 17, 17,
start_hour = 00, 00, 00,
end_year = 2022, 2022, 2022,
end_month = 02, 02, 02,
end_day = 17, 17, 17,
end_hour = 06, 06, 06,
interval_seconds = 10800,
input_from_file = .true.,.true.,.true.,
history_interval = 60, 60, 60,
frames_per_outfile = 1000, 1000, 1000,
restart = .false.,
restart_interval = 1440,
io_form_history = 2
io_form_restart = 2
io_form_input = 2
io_form_boundary = 2
/
&domains
time_step = 60,
time_step_fract_num = 0,
time_step_fract_den = 1,
max_dom = 3,
i_parent_start = 1, 21, 27,
j_parent_start = 1, 21, 26,
e_we = 247, 574, 1471,
e_sn = 158, 370, 889,
e_vert = 50, 50, 50,
p_top_requested = 5000,
num_metgrid_levels = 38,
num_metgrid_soil_levels = 4,
dx = 36000, 12000,4000,
dy = 36000, 12000,4000,
grid_id = 1, 2, 3,
parent_id = 1, 1, 2,
parent_grid_ratio = 1, 3, 3,
parent_time_step_ratio = 1, 3, 3,
feedback = 1,
smooth_option = 0,
/
&physics
physics_suite = 'CONUS'
mp_physics = -1, -1, -1,
cu_physics = -1, -1, 0,
ra_lw_physics = -1, -1, -1,
ra_sw_physics = -1, -1, -1,
bl_pbl_physics = -1, -1, -1,
sf_sfclay_physics = -1, -1, -1,
sf_surface_physics = -1, -1, -1,
radt = 30, 30, 30,
bldt = 0, 0, 0,
cudt = 5, 5, 5,
icloud = 1,
num_land_cat = 21,
sf_urban_physics = 0, 0, 0,
/
&fdda
/
&dynamics
hybrid_opt = 2,
w_damping = 0,
diff_opt = 1, 1, 1,
km_opt = 4, 4, 4,
diff_6th_opt = 0, 0, 0,
diff_6th_factor = 0.12, 0.12, 0.12,
base_temp = 290.
damp_opt = 3,
zdamp = 5000., 5000., 5000.,
dampcoef = 0.2, 0.2, 0.2
khdif = 0, 0, 0,
kvdif = 0, 0, 0,
non_hydrostatic = .true., .true., .true.,
moist_adv_opt = 1, 1, 1,
scalar_adv_opt = 1, 1, 1,
gwd_opt = 1,
/
&bdy_control
spec_bdy_width = 5,
specified = .true.
/
&grib2
/
&namelist_quilt
nio_tasks_per_group = 0,
nio_groups = 1,
/
之后正常运行./real.exe 、./wrf.exe 即可、、、
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水平有限,欢迎指正!!!
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