- https://www.mathworks.com/help/matlab/ref/datetime.html
- https://www.mathworks.com/help/matlab/ref/ncread.html
preprocess the precipitation (Netcdf data) for further analysis
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Fatimatuj Zohara Sonny
2023 年 10 月 31 日
コメント済み: Fatimatuj Zohara Sonny
2023 年 11 月 23 日
Hi all,
I am really new at MatLab so please forgive my ignorance.
Here is my issue- I have downloaded cmip6 data for precipitation from ACCESS-CM2 model. There are 18 nc file altogether. I need to perform following actions. The variables are lat, lon, pr and time.
- Open all the nc files together
- The time is stored as numerical serial number, so it has to change in the date format, the reference date is 1850-01-01.
- Extract the values of precipitation for 1990 to 2100
- And Regrid the data
I can do these steps individually, but if I want to do the steps all in one it is not working.
I am really stuck. If someone can help me that would be really great.
Thanks in Advance.
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採用された回答
Udit06
2023 年 11 月 20 日
Hi Fatimatuj,
I understand that you are looking for a way to process multiple NetCDF files to handle CMIP6 precipitation data from the ACCESS-CM2 model in MATLAB and are able to preprocess each NetCDF file individually. You can use a for loop as shown in the code snippet given below to preprocess each .nc file one by one.
% Reference date for converting serial time numbers
referenceDate = datetime(1850, 1, 1);
% Time range for extracting precipitation data
startDate = datetime(1990, 1, 1);
endDate = datetime(2100, 12, 31);
% Loop over each NetCDF file
for i = 1:length(ncFiles)
% ncFiles contains full path of each .nc file
ncFile = ncFiles(i);
% Read latitude, longitude, precipitation (pr), and time variables
lat = ncread(ncFile, 'lat');
lon = ncread(ncFile, 'lon');
pr = ncread(ncFile, 'pr');
time = ncread(ncFile, 'time');
% Convert time to datetime format
time = referenceDate + days(time); % Adjust this if your time units are not in days
% Find indices of time within the desired range (1990 to 2100)
timeIndices = find(time >= startDate & time <= endDate);
% Extract precipitation data for the desired time range
pr = pr(:, :, timeIndices);
%regrid the data as per your requirement
end
You can refer to the following MathWorks documentations to understand more about "datetime" and "ncread" functions in detail respectively.
I hope this helps.
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