Detrending a time series with NaN values

Question

Brian DeCicco 2021-6-18

0
链接

此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/859620-detrending-a-time-series-with-nan-values

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!

0 个评论
显示 -2更早的评论隐藏 -2更早的评论

请先登录，再进行评论。

请先登录，再回答此问题。

Answer 1

dpb 2021-6-19

0
链接

此回答的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/859620-detrending-a-time-series-with-nan-values#answer_728130

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.