Detrending a time series with NaN values

14 次查看（过去 30 天）
Brian DeCicco
Brian DeCicco 2021-6-18
评论： Brian DeCicco 2021-6-21
Hello, I am attempting to detrend a time series of dimensions 97x97x117 (double) that contains sea surface temperature data at various longitude and latitude points. The data is represented by NaN values over landl, as expected. When I take the mean of the above matrix across the 3rd dimension and plot it, the data all shows up just fine over the water. However, if I detrend the above matrix and then take the mean across the 3rd dimension, and then plot it, the data cuts off around 39 degress north (where land/NaN values start creeping in), so I know the issue resides with method I'm using to detrend. See image attached. Originally I used the detrend(x) method, however there is reference to the following modification of the code from another Mathworks user, as this seems to be a known issue with NaNs in data:
https://www.mathworks.com/matlabcentral/fileexchange/63749-detrendnan3
https://www.mathworks.com/matlabcentral/answers/282550-how-can-i-use-detrend-in-a-matrix-with-nan
When I attempt to use this modification, I get the following error:
Undefined function 'detrendNaN3' for input arguments of type 'double'.
Error in SST (line 24)
SST_all_events_detrend = detrendNaN3(yearly_array2); %array of size 97x97x117
Here is a snip-it of the code that I am using:
SST_all_events_detrend = detrendNaN3(yearly_array2); %detrend time series of dimensions 97x97x117
SST_all_events_mean = mean(SST_all_events_detrend,3); %mean across all events
I appreciate any assistance that you may be able to provide!

请先登录，再回答此问题。

采纳的回答

dpb
dpb 2021-6-19
With recent (but I'm not sure just how recent) releases, there's the 'omitnan' optional parameter in detrend that will skip the nan elements and operate on the rest.
  1 个评论
Brian DeCicco
Brian DeCicco 2021-6-21
Thank you, that worked! I had forgotten about that very useful parameter for this case :)

请先登录，再进行评论。

更多回答（0 个）

类别

在 Help Center 和 File Exchange 中查找有关 Logical 的更多信息

标签

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by